commit 3bdd37f46ce904c102625c7fd4b8a8ab8c06a068 Author: Paul Martin Date: Fri Apr 11 11:08:28 2025 +0200 intial commit (forked from private repo) diff --git a/Aufgabenstellung.pdf b/Aufgabenstellung.pdf new file mode 100644 index 0000000..23aa395 Binary files /dev/null and b/Aufgabenstellung.pdf differ diff --git a/Explainable_AI_Adult_Census_Income.ipynb b/Explainable_AI_Adult_Census_Income.ipynb new file mode 100644 index 0000000..aabeb21 --- /dev/null +++ b/Explainable_AI_Adult_Census_Income.ipynb @@ -0,0 +1,2366 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Explainable AI Projektaufgabe - Adult Census Income Datensatz" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Abhängigkeiten installieren" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:22.499947Z", + "start_time": "2025-03-20T12:17:19.734970Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: scikit-learn in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (1.6.1)\n", + "Requirement already satisfied: matplotlib in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (3.10.1)\n", + "Requirement already satisfied: seaborn in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (0.13.2)\n", + "Requirement already satisfied: pandas in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (2.2.3)\n", + "Requirement already satisfied: numpy in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (2.0.2)\n", + "Requirement already satisfied: lime in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (0.2.0.1)\n", + "Requirement already satisfied: scipy>=1.6.0 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from scikit-learn) (1.15.2)\n", + "Requirement already satisfied: threadpoolctl>=3.1.0 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from scikit-learn) (3.5.0)\n", + "Requirement already satisfied: joblib>=1.2.0 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from scikit-learn) (1.4.2)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from matplotlib) (4.56.0)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from matplotlib) (1.4.8)\n", + "Requirement already satisfied: pillow>=8 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from matplotlib) (11.1.0)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from matplotlib) (1.3.1)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from matplotlib) (3.2.1)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from matplotlib) (2.9.0.post0)\n", + "Requirement already satisfied: cycler>=0.10 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from matplotlib) (0.12.1)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from matplotlib) (24.2)\n", + "Requirement already satisfied: pytz>=2020.1 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from pandas) (2025.1)\n", + "Requirement already satisfied: tzdata>=2022.7 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from pandas) (2025.1)\n", + "Requirement already satisfied: tqdm in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from lime) (4.67.1)\n", + "Requirement already satisfied: scikit-image>=0.12 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from lime) (0.25.2)\n", + "Requirement already satisfied: six>=1.5 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib) (1.17.0)\n", + "Requirement already satisfied: imageio!=2.35.0,>=2.33 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from scikit-image>=0.12->lime) (2.37.0)\n", + "Requirement already satisfied: lazy-loader>=0.4 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from scikit-image>=0.12->lime) (0.4)\n", + "Requirement already satisfied: networkx>=3.0 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from scikit-image>=0.12->lime) (3.4.2)\n", + "Requirement already satisfied: tifffile>=2022.8.12 in /Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages (from scikit-image>=0.12->lime) (2025.2.18)\n", + "\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "%pip install scikit-learn matplotlib seaborn pandas numpy lime" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Daten einlesen und erkunden" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Einlesen der Daten aus einer csv Datei" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:27.087445Z", + "start_time": "2025-03-20T12:18:23.163620Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ageworkclassfnlwgteducationeducation.nummarital.statusoccupationrelationshipracesexcapital.gaincapital.losshours.per.weeknative.countryincome
090?77053HS-grad9Widowed?Not-in-familyWhiteFemale0435640United-States<=50K
182Private132870HS-grad9WidowedExec-managerialNot-in-familyWhiteFemale0435618United-States<=50K
266?186061Some-college10Widowed?UnmarriedBlackFemale0435640United-States<=50K
354Private1403597th-8th4DivorcedMachine-op-inspctUnmarriedWhiteFemale0390040United-States<=50K
441Private264663Some-college10SeparatedProf-specialtyOwn-childWhiteFemale0390040United-States<=50K
534Private216864HS-grad9DivorcedOther-serviceUnmarriedWhiteFemale0377045United-States<=50K
638Private15060110th6SeparatedAdm-clericalUnmarriedWhiteMale0377040United-States<=50K
774State-gov88638Doctorate16Never-marriedProf-specialtyOther-relativeWhiteFemale0368320United-States>50K
868Federal-gov422013HS-grad9DivorcedProf-specialtyNot-in-familyWhiteFemale0368340United-States<=50K
941Private70037Some-college10Never-marriedCraft-repairUnmarriedWhiteMale0300460?>50K
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" + ], + "text/plain": [ + " age workclass fnlwgt education education.num marital.status \\\n", + "0 90 ? 77053 HS-grad 9 Widowed \n", + "1 82 Private 132870 HS-grad 9 Widowed \n", + "2 66 ? 186061 Some-college 10 Widowed \n", + "3 54 Private 140359 7th-8th 4 Divorced \n", + "4 41 Private 264663 Some-college 10 Separated \n", + "5 34 Private 216864 HS-grad 9 Divorced \n", + "6 38 Private 150601 10th 6 Separated \n", + "7 74 State-gov 88638 Doctorate 16 Never-married \n", + "8 68 Federal-gov 422013 HS-grad 9 Divorced \n", + "9 41 Private 70037 Some-college 10 Never-married \n", + "\n", + " occupation relationship race sex capital.gain \\\n", + "0 ? Not-in-family White Female 0 \n", + "1 Exec-managerial Not-in-family White Female 0 \n", + "2 ? Unmarried Black Female 0 \n", + "3 Machine-op-inspct Unmarried White Female 0 \n", + "4 Prof-specialty Own-child White Female 0 \n", + "5 Other-service Unmarried White Female 0 \n", + "6 Adm-clerical Unmarried White Male 0 \n", + "7 Prof-specialty Other-relative White Female 0 \n", + "8 Prof-specialty Not-in-family White Female 0 \n", + "9 Craft-repair Unmarried White Male 0 \n", + "\n", + " capital.loss hours.per.week native.country income \n", + "0 4356 40 United-States <=50K \n", + "1 4356 18 United-States <=50K \n", + "2 4356 40 United-States <=50K \n", + "3 3900 40 United-States <=50K \n", + "4 3900 40 United-States <=50K \n", + "5 3770 45 United-States <=50K \n", + "6 3770 40 United-States <=50K \n", + "7 3683 20 United-States >50K \n", + "8 3683 40 United-States <=50K \n", + "9 3004 60 ? >50K " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.model_selection import train_test_split, GridSearchCV\n", + "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix, classification_report\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.tree import plot_tree\n", + "\n", + "# Daten einlesen\n", + "df = pd.read_csv(\"./sample_data/adult_census_income/adult.csv\")\n", + "\n", + "# Anzeigen der ersten Zeilen des Datensatzes\n", + "df.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ausgabe verschiedenster Informationen über den Datensatz" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:33.125325Z", + "start_time": "2025-03-20T12:18:33.112378Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Datensatzgröße: (32561, 15)\n" + ] + } + ], + "source": [ + "# Informationen über den Datensatz\n", + "print(\"Datensatzgröße:\", df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:33.306881Z", + "start_time": "2025-03-20T12:18:33.232246Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Datentypen:\n", + "\n", + "RangeIndex: 32561 entries, 0 to 32560\n", + "Data columns (total 15 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 age 32561 non-null int64 \n", + " 1 workclass 32561 non-null object\n", + " 2 fnlwgt 32561 non-null int64 \n", + " 3 education 32561 non-null object\n", + " 4 education.num 32561 non-null int64 \n", + " 5 marital.status 32561 non-null object\n", + " 6 occupation 32561 non-null object\n", + " 7 relationship 32561 non-null object\n", + " 8 race 32561 non-null object\n", + " 9 sex 32561 non-null object\n", + " 10 capital.gain 32561 non-null int64 \n", + " 11 capital.loss 32561 non-null int64 \n", + " 12 hours.per.week 32561 non-null int64 \n", + " 13 native.country 32561 non-null object\n", + " 14 income 32561 non-null object\n", + "dtypes: int64(6), object(9)\n", + "memory usage: 3.7+ MB\n" + ] + } + ], + "source": [ + "print(\"\\nDatentypen:\")\n", + "#print(df.dtypes)\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:34.030250Z", + "start_time": "2025-03-20T12:18:33.974088Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Fehlende Werte:\n" + ] + }, + { + "data": { + "text/plain": [ + "age 0\n", + "workclass 0\n", + "fnlwgt 0\n", + "education 0\n", + "education.num 0\n", + "marital.status 0\n", + "occupation 0\n", + "relationship 0\n", + "race 0\n", + "sex 0\n", + "capital.gain 0\n", + "capital.loss 0\n", + "hours.per.week 0\n", + "native.country 0\n", + "income 0\n", + "dtype: int64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"\\nFehlende Werte:\")\n", + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:34.431804Z", + "start_time": "2025-03-20T12:18:34.372676Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Statistische Zusammenfassung:\n" + ] + }, + { + "data": { + "text/html": [ + "
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agefnlwgteducation.numcapital.gaincapital.losshours.per.week
count32561.0000003.256100e+0432561.00000032561.00000032561.00000032561.000000
mean38.5816471.897784e+0510.0806791077.64884487.30383040.437456
std13.6404331.055500e+052.5727207385.292085402.96021912.347429
min17.0000001.228500e+041.0000000.0000000.0000001.000000
25%28.0000001.178270e+059.0000000.0000000.00000040.000000
50%37.0000001.783560e+0510.0000000.0000000.00000040.000000
75%48.0000002.370510e+0512.0000000.0000000.00000045.000000
max90.0000001.484705e+0616.00000099999.0000004356.00000099.000000
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" + ], + "text/plain": [ + " age fnlwgt education.num capital.gain capital.loss \\\n", + "count 32561.000000 3.256100e+04 32561.000000 32561.000000 32561.000000 \n", + "mean 38.581647 1.897784e+05 10.080679 1077.648844 87.303830 \n", + "std 13.640433 1.055500e+05 2.572720 7385.292085 402.960219 \n", + "min 17.000000 1.228500e+04 1.000000 0.000000 0.000000 \n", + "25% 28.000000 1.178270e+05 9.000000 0.000000 0.000000 \n", + "50% 37.000000 1.783560e+05 10.000000 0.000000 0.000000 \n", + "75% 48.000000 2.370510e+05 12.000000 0.000000 0.000000 \n", + "max 90.000000 1.484705e+06 16.000000 99999.000000 4356.000000 \n", + "\n", + " hours.per.week \n", + "count 32561.000000 \n", + "mean 40.437456 \n", + "std 12.347429 \n", + "min 1.000000 \n", + "25% 40.000000 \n", + "50% 40.000000 \n", + "75% 45.000000 \n", + "max 99.000000 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"\\nStatistische Zusammenfassung:\")\n", + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:35.616458Z", + "start_time": "2025-03-20T12:18:34.680587Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Prozentuale Verteilung der Einkommensklassen:\n", + "income\n", + "<=50K 75.919044\n", + ">50K 24.080956\n", + "Name: proportion, dtype: float64\n" + ] + } + ], + "source": [ + "# Überprüfen der Verteilung der Zielklasse\n", + "plt.figure(figsize=(8, 6))\n", + "sns.countplot(x='income', data=df)\n", + "plt.title('Verteilung der Einkommensklassen')\n", + "plt.xlabel('Einkommen')\n", + "plt.ylabel('Anzahl')\n", + "plt.savefig('output/Verteilung_Einkommensklassen.png', dpi=300)\n", + "plt.show()\n", + "\n", + "# Prozentuale Verteilung berechnen\n", + "income_counts = df['income'].value_counts(normalize=True) * 100\n", + "print(\"Prozentuale Verteilung der Einkommensklassen:\")\n", + "print(income_counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:35.950107Z", + "start_time": "2025-03-20T12:18:35.872971Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Spalte 'workclass' hat 1836 Einträge mit '?'\n", + "Spalte 'occupation' hat 1843 Einträge mit '?'\n", + "Spalte 'native.country' hat 583 Einträge mit '?'\n" + ] + } + ], + "source": [ + "# Überprüfen auf fehlende Werte oder '?'\n", + "for col in df.columns:\n", + " missing_count = df[df[col] == '?'].shape[0]\n", + " if missing_count > 0:\n", + " print(f\"Spalte '{col}' hat {missing_count} Einträge mit '?'\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Datenvorverarbeitung" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Leere Werte durch häufigsten Wert der Spalte ersetzen\n", + "\n", + "So stellen wir sicher, dass die Daten vollständig sind und die Daten so nah als möglich an den realen Daten liegen." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:36.357635Z", + "start_time": "2025-03-20T12:18:36.201432Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ageworkclassfnlwgteducationeducation.nummarital.statusoccupationrelationshipracesexcapital.gaincapital.losshours.per.weeknative.countryincome
090Private77053HS-grad9WidowedProf-specialtyNot-in-familyWhiteFemale0435640United-States<=50K
182Private132870HS-grad9WidowedExec-managerialNot-in-familyWhiteFemale0435618United-States<=50K
266Private186061Some-college10WidowedProf-specialtyUnmarriedBlackFemale0435640United-States<=50K
354Private1403597th-8th4DivorcedMachine-op-inspctUnmarriedWhiteFemale0390040United-States<=50K
441Private264663Some-college10SeparatedProf-specialtyOwn-childWhiteFemale0390040United-States<=50K
534Private216864HS-grad9DivorcedOther-serviceUnmarriedWhiteFemale0377045United-States<=50K
638Private15060110th6SeparatedAdm-clericalUnmarriedWhiteMale0377040United-States<=50K
774State-gov88638Doctorate16Never-marriedProf-specialtyOther-relativeWhiteFemale0368320United-States>50K
868Federal-gov422013HS-grad9DivorcedProf-specialtyNot-in-familyWhiteFemale0368340United-States<=50K
941Private70037Some-college10Never-marriedCraft-repairUnmarriedWhiteMale0300460United-States>50K
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" + ], + "text/plain": [ + " age workclass fnlwgt education education.num marital.status \\\n", + "0 90 Private 77053 HS-grad 9 Widowed \n", + "1 82 Private 132870 HS-grad 9 Widowed \n", + "2 66 Private 186061 Some-college 10 Widowed \n", + "3 54 Private 140359 7th-8th 4 Divorced \n", + "4 41 Private 264663 Some-college 10 Separated \n", + "5 34 Private 216864 HS-grad 9 Divorced \n", + "6 38 Private 150601 10th 6 Separated \n", + "7 74 State-gov 88638 Doctorate 16 Never-married \n", + "8 68 Federal-gov 422013 HS-grad 9 Divorced \n", + "9 41 Private 70037 Some-college 10 Never-married \n", + "\n", + " occupation relationship race sex capital.gain \\\n", + "0 Prof-specialty Not-in-family White Female 0 \n", + "1 Exec-managerial Not-in-family White Female 0 \n", + "2 Prof-specialty Unmarried Black Female 0 \n", + "3 Machine-op-inspct Unmarried White Female 0 \n", + "4 Prof-specialty Own-child White Female 0 \n", + "5 Other-service Unmarried White Female 0 \n", + "6 Adm-clerical Unmarried White Male 0 \n", + "7 Prof-specialty Other-relative White Female 0 \n", + "8 Prof-specialty Not-in-family White Female 0 \n", + "9 Craft-repair Unmarried White Male 0 \n", + "\n", + " capital.loss hours.per.week native.country income \n", + "0 4356 40 United-States <=50K \n", + "1 4356 18 United-States <=50K \n", + "2 4356 40 United-States <=50K \n", + "3 3900 40 United-States <=50K \n", + "4 3900 40 United-States <=50K \n", + "5 3770 45 United-States <=50K \n", + "6 3770 40 United-States <=50K \n", + "7 3683 20 United-States >50K \n", + "8 3683 40 United-States <=50K \n", + "9 3004 60 United-States >50K " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Ersetzen von '?' durch NaN und dann durch den häufigsten Wert\n", + "df_clean = df.copy()\n", + "\n", + "for col in df_clean.columns:\n", + " if df_clean[col].dtype == 'object':\n", + " # Ersetze '?' durch NaN\n", + " df_clean[col] = df_clean[col].replace('?', np.nan)\n", + " \n", + " # Ersetze NaN durch den häufigsten Wert\n", + " most_frequent = df_clean[col].mode()[0]\n", + " df_clean[col] = df_clean[col].fillna(most_frequent)\n", + "\n", + "df_clean.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Umwandlung von Kategorischen Daten in Numerische\n", + "\n", + "**Label Encoding**\n", + "- Wandelt Kategorien in Zahlen um => Jede Kategorie bekommt eindeutige Zahl\n", + "- Income => *('>50K', '≤50K') in 0 und 1*\n", + "\n", + " \n", + "**One-Hot Encoding**\n", + "- Kategorisch geordnete Daten in Binärformat darstellen\n", + "- Für jede Kategorie werden neue Spalten erstellt, wobei 1 bedeutet, dass die Kategorie vorhanden ist, und 0 bedeutet, dass sie nicht vorhanden ist\n", + "- Z.B. education => *education_Bachelors education_Masters education_PhD*\n", + "\n", + "\n", + "**Zweck:**\n", + "- ML-Algorithmen arbeiten mit mathematischen Operationen\n", + "- Können nur mit Zahlen rechnen, nicht mit Text\n", + "- Benötigen numerische Eingaben für Berechnungen" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:36.714586Z", + "start_time": "2025-03-20T12:18:36.582665Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Kategorische Spalten: ['workclass', 'education', 'marital.status', 'occupation', 'relationship', 'race', 'sex', 'native.country', 'income']\n", + "\n", + "Label Encoding für 'income':\n", + "<=50K -> 0\n", + ">50K -> 1\n", + "\n", + "Neue Spalten durch One-Hot Encoding:\n", + "['age', 'fnlwgt', 'education.num', 'capital.gain', 'capital.loss', 'hours.per.week', 'income', 'income_encoded', 'workclass_Federal-gov', 'workclass_Local-gov']\n", + "\n", + "Datensatz nach Vorverarbeitung: (32561, 107)\n" + ] + } + ], + "source": [ + "# Kategorische Variablen in numerische umwandeln\n", + "categorical_cols = df_clean.select_dtypes(include=['object']).columns\n", + "print(\"Kategorische Spalten:\", categorical_cols.tolist())\n", + "\n", + "# Label Encoding für die Zielvariable\n", + "label_encoder = LabelEncoder()\n", + "df_clean['income_encoded'] = label_encoder.fit_transform(df_clean['income'])\n", + "print(\"\\nLabel Encoding für 'income':\")\n", + "for i, label in enumerate(label_encoder.classes_):\n", + " print(f\"{label} -> {i}\")\n", + "\n", + "# One-Hot Encoding für kategorische Variablen (außer der Zielvariable)\n", + "categorical_cols = categorical_cols.drop('income')\n", + "df_encoded = pd.get_dummies(df_clean, columns=categorical_cols, drop_first=False)\n", + "\n", + "\n", + "print(\"\\nNeue Spalten durch One-Hot Encoding:\")\n", + "print(df_encoded.columns[:10].tolist())\n", + "\n", + "print(\"\\nDatensatz nach Vorverarbeitung:\", df_encoded.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Daten aufteilen und Modell trainieren" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Datensatz aufteilen in Test und Trainingsdaten\n", + "\n", + "**In den Testdaten wird das Ergebnis *(income, income_encoded)* entfernt**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:37.018743Z", + "start_time": "2025-03-20T12:18:36.962517Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Trainingsdaten: 26048 Beispiele\n", + "Testdaten: 6513 Beispiele\n", + "Features: 105 Merkmale\n" + ] + } + ], + "source": [ + "# Features und Zielwerte definieren\n", + "X = df_encoded.drop(['income', 'income_encoded'], axis=1)\n", + "y = df_encoded['income_encoded']\n", + "\n", + "\n", + "# Daten in Trainings- und Testdaten aufteilen\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)\n", + "\n", + "print(f\"Trainingsdaten: {X_train.shape[0]} Beispiele\")\n", + "print(f\"Testdaten: {X_test.shape[0]} Beispiele\")\n", + "print(f\"Features: {X_train.shape[1]} Merkmale\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Instanz des Random Forest Classifier erstellen\n", + "\n", + "1. Trainieren mit Trainingsdaten\n", + "2. Vorhersagen für Testdaten\n", + "3. Ausgabe der Modellgüte durch Vergleich von Testdaten und Vorhersagen" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:45.888131Z", + "start_time": "2025-03-20T12:18:37.243261Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.8531\n", + "Precision: 0.7313\n", + "Recall: 0.6161\n", + "F1 Score: 0.6687\n" + ] + } + ], + "source": [ + "# Random Forest Modell trainieren\n", + "rf_model = RandomForestClassifier(n_estimators=100, random_state=42)\n", + "rf_model.fit(X_train, y_train)\n", + "\n", + "# Vorhersagen für die Testdaten\n", + "y_pred = rf_model.predict(X_test)\n", + "\n", + "# Modellgüte evaluieren\n", + "accuracy = accuracy_score(y_test, y_pred)\n", + "precision = precision_score(y_test, y_pred)\n", + "recall = recall_score(y_test, y_pred)\n", + "f1 = f1_score(y_test, y_pred)\n", + "\n", + "print(f\"Accuracy: {accuracy:.4f}\")\n", + "print(f\"Precision: {precision:.4f}\")\n", + "print(f\"Recall: {recall:.4f}\")\n", + "print(f\"F1 Score: {f1:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Berechnung und Darstellung der Konfusionsmatrix" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Klassifikationsbericht:\n", + " precision recall f1-score support\n", + "\n", + " <=50K 0.88 0.93 0.91 4945\n", + " >50K 0.73 0.62 0.67 1568\n", + "\n", + " accuracy 0.85 6513\n", + " macro avg 0.81 0.77 0.79 6513\n", + "weighted avg 0.85 0.85 0.85 6513\n", + "\n" + ] + } + ], + "source": [ + "\n", + "# Confusion Matrix\n", + "cm = confusion_matrix(y_test, y_pred)\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', cbar=False,\n", + " xticklabels=['<=50K', '>50K'],\n", + " yticklabels=['<=50K', '>50K'])\n", + "plt.xlabel('Vorhergesagt')\n", + "plt.ylabel('Tatsächlich')\n", + "plt.title('Confusion Matrix')\n", + "plt.savefig('output/Confusions_Matrix.png', dpi=300)\n", + "plt.show()\n", + "\n", + "# Klassifikationsbericht\n", + "print(\"\\nKlassifikationsbericht:\")\n", + "print(classification_report(y_test, y_pred, target_names=['<=50K', '>50K']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ausgabe eines Entscheidungsbaums des Random Forest zur Veranschaulichung" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:52.630675Z", + "start_time": "2025-03-20T12:18:46.231962Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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JE4qMiJR/Un+lSplS/v5J5eLy6E9QiecVTzly5FTDhg3tFAMAAAAAcDtCaQAAAADAPbt06ZJGjhyp/v37a/Xq1UqRIoXatWun9u3bK3369M4eHvBMuXjxouP/45o1a+xJIVH/H9OlS+fs4QEAAACAA6E0AAAAAOCuzNdGE0Cb4GvEiBG6evWqqlWrphdeeEE1atSQu7u7s4cIPPPWrVun3377TUOHDlVwcLCqVKli/4/Wrl1bHh4ezh4eAAAAgGccoTQAAAAAIEbnz5/XsGHDbNC1YcMGpU6dWh06dFDbtm3tzwAeP5cvX9bo0aPt/9tly5YpWbJkatOmjf2/mzlzZmcPDwAAAMAzilAaAAAAAOBgviIuXbrUBlom2AoNDbWVlqbi0lReurm5OXuIAO7R5s2b7f/lIUOG6Ny5cypfvrz9v1y/fn3FixfP2cMDAAAA8AwhlAYAAAAA6MyZMza4MgHW1q1blSFDBltZaSoszbzRAJ5cpuX+uHHjbAv+hQsXyt/fX61atbIBdfbs2Z09PAAAAADPAEJpAAAAAHhGma+D8+fPt0H02LFj7fV69erZoKpChQpydXV19hABPGQ7duzQgAEDNGjQIJ0+fVolS5ZUx44d9fzzz8vHx8fZwwMAAADwlCKUBgAAAIBnzMmTJ20gZYKpXbt2KUuWLDaUMpWTAQEBzh4egEfg2rVrmjhxoj0pZfbs2UqUKJFatGhhT0rJmzevs4cHAAAA4ClDKA0AAAAAz4DIyEgbPJkAasKECXZu6IYNG9oAqnTp0nJxcXH2EAE4yZ49e/T777/rjz/+0PHjx1WkSBH7t6FJkyZKkCCBs4cHAAAA4ClAKA0AAAAAT7GjR49q4MCBNnDav3+/cuXKZcMmUxGZJEkSZw8PwGMkLCxMU6dOtSevTJ8+XfHjx1ezZs3s34yCBQty8goAAACA/4xQGgAAAACeMhERETZQMsGSCZjixYunxo0b2xbdRYsWJVgC8K8OHjzoOKHl8OHDypcvn/0bYkJq0+obAAAAAO4HoTQAAAAAPEUhkgmQTJBkQqT8+fPbEKlp06aESAD+80kuM2bMsCe5TJkyxZ7k0qhRI/u3pVixYpzkAgAAAOCeEEoDAAAAwBPebtcERSYwMsGRmf/11na7APAwpwMw804PGDDATgeQM2dO+7emZcuWTAcAAAAA4K4IpQEAAADgCbRnzx4bDA0aNEjHjx+3bblNOGTadJtgGgDiSmRkpObMmWNPhpkwYYJcXV31/PPP279BZcqUoXoaAAAAwB0IpQEAAADgCXHt2jUbAJkgyARCiRMnVosWLWwQlCdPHmcPD8Az6OTJk/rzzz/t36Vdu3YpS5Ys9m9S69atFRAQ4OzhAQAAAHhMEEoDAAAAwGNux44dNvAxwc/p06dVqlQpO5+rqUz09vZ29vAAQObw0oIFC+zfqrFjx9pq6rp169qAumLFiraaGgAAAMCzi1AaAAAAAB5DV69etcFO//79tWjRIvn7+9vKww4dOih79uzOHh4AxOrMmTMaOnSo/fu1detWpU+f3v7tatu2rVKkSOHs4QEAAABwAkJpAAAAAHiMbNq0yVYaDhkyROfPn1eFChVspWG9evUUL148Zw8PAO6ZOeS0bNky+zdt1KhRCg0NVa1atezftKpVq8rNzc3ZQwQAAADwiBBKAwAAAICTXb582QY2JrhZvny5AgMD1aZNG1tZmClTJmcPDwAemDnJZvjw4fbv3Pr165U6dWq1b99e7dq1sz8DAAAAeLoRSgMAAACAk6xdu9YGNMOGDVNwcLCtHDQVhKaS0MPDw9nDA4CHzhyGWrNmjW3tPWLECF25ckXPPfec/dtXo0YN/vYBAAAATylCaQAAAAB4hC5evGiDGBPImFA6VapUtlLQXNKlS+fs4QHAI3Pp0iXbJcL8PVy1apWdb9rMO226RJh5qAEAAAA8PQilAQAAACCOma9dK1eutMHLyJEjFRISYisCTWVgtWrV5O7u7uwhAoBTbdiwwXaOGDp0qC5cuKDKlSvbv5F16tSRp6ens4cHAAAA4AERSgMAAABAHDl37pwNWEzQsmnTJqVNm9ZWAJpKQFMhDQCIzrTzHjNmjP27uWTJEgUEBKh169Y2oM6SJYuzhwcAAADgPyKUBgAAAICHyHzFWrx4sa2K/uuvvxQeHm4r/UygUqlSJbm5uTl7iADwRNi6dasNpwcPHqyzZ8+qbNmy9m9pgwYN5OXl5ezhAQAAALgPhNIAAAAA8BCcPn1af/75pwYMGKDt27crU6ZMtiq6TZs2CgwMdPbwAOCJZaY8GD9+vD3ZZ/78+UqSJIlatmxpA+qcOXM6e3gAAAAA7gGhNAAAAAD8R5GRkZo3b56t5Bs3bpxcXFxUv359G5SUK1dOrq6uzh4iADxVdu3aZU/+GTRokE6ePKnixYurY8eOatSokXx8fJw9PAAAAACxIJQGAAAAgPt0/PhxG4iYYGTPnj3Kli2bDUVM5V7SpEmdPTwAeOqFhoZq0qRJ9qSgWbNmydfXV82bN7d/i/Ply+fs4QEAAAC4DaE0AAAAANyDiIgIG3yY9rGTJ0+Wu7u7rcwzVdElS5a0VdIAgEdv3759+v333zVw4EAdO3ZMhQoVsn+bmzZtasNqAAAAAM5HKA0AAAAAd3H48GEbdJjA4+DBg8qTJ48NO0xFnp+fn7OHBwD4R3h4uKZNm2arp82/3t7eNpg2f7MLFy7MyUMAAACAExFKAwAAAMA9BBtNmjSxbWEJNgDgyTyhyPwNNycUJU6c2NnDAwAAAJ45hNIAAAAA8I/9+/c7WsAePXpUBQsWtCGGCaQTJkzo7OEBAP7D1AszZ860JxmZOag9PT3VsGFD+7e9RIkSnGQEAAAAPCKE0gAAAACeaaGhoTaoMIGFmTM6QYIEatGihW33mj9/fmcPDwDwkBw/flyDBg2yf+/37t2r7Nmz27/1rVq1kr+/v7OHBwAAADzVCKUBAAAAPJN27dqlAQMG2IDi5MmTKl68uA0nGjVqpPjx4zt7eACAOBIZGal58+bZcHrcuHG2WrpBgwb2PaBcuXJUTwMAAABxgFAaAAAAwDMjJCRE48ePt0GECST8/PzUsmVLG0TkypXL2cMDADxip06d0uDBg+37wo4dO5QpUyb7ntC6dWsFBgY6e3gAAADAU4NQGgAAAMBTb+vWrTZwMMHD2bNnVbZsWRs6mMo4Ly8vZw8PAOBk5vDYokWL7HvFmDFj7FzUderUsXNPV6pUSa6urs4eIgAAAPBEI5QGAAAA8FS6cuWKDRZMwLBkyRIlTZpUbdq0UYcOHZQ1a1ZnDw8A8Jg6d+6chg4dqv79+2vz5s1Kly6d2rdvr7Zt2ypVqlTOHh4AAADwRCKUBgAAAPBU2bBhgw2iTaBw4cIFW+FmKt1MxZunp6ezhwcAeEKYQ2YrVqyw7ykjR460U0DUqFHDvqc899xzcnd3d/YQAQAAgCcGoTQAAACAJ15wcLANDExwsHLlSiVPnlzt2rWzlW0ZMmRw9vAAAE+4ixcvavjw4fZ9Zu3atbZiOup9Jm3atM4eHgAAAPDYI5QGAAAA8EQyX2XWrFlj26uOGDFCly9fVrVq1exc0aaSzcPDw9lDBAA8hcx7jwmnTUhtToqqWrWqfe+pVavWE/3eY6a4OH/+vCZMmODsoQAAAOAp5OrsAQAAAAB4OFxcXO566datm54GpiX3Tz/9pAIFCqhw4cKaPn263nrrLe3fv19Tp05V3bp1n+hQAADweCtYsKB++eUXHT16VAMGDLBzUDdo0ECpU6fWBx98oD179jhtbGb+69vf/4OCgpw2HgAAACAKldIAAADAU+L48eOOn0eNGqVPPvlEO3bscCxLkCCBvRjma0BERMQTMx+mGe+yZctsZZrZt9DQUNWsWdPO62kq1Nzc3Jw9RADAM2zTpk32PWrIkCG22rhChQq2erpevXqKFy/eIw2lTUtx89hRzHtkQEDAv96WSmkAAADEJSqlAQAAgKeEmUc56pIoUSJbHRV1ffv27fL19bVVxabCyxwgX7x4sT0AbSqLb9W5c2eVK1fOcT0yMlKfffaZ0qdPL29vb+XNm1d//fXXI9mnM2fOqG/fvsqdO7dKliypBQsWqEuXLjp48KA9aF69enUCaQCA05n3qX79+tnq6cGDByssLExNmza1c0+bbh7mffhRMe/3t34mMIG0ORHNhNVR7+VZs2bVd999d9f7Me/1Zr/M9v7+/qpUqZKdKiOKqRLPnj27vLy8lC1bNtvFBAAAAIjNk1EWAQAAAOCheP/99/XVV18pQ4YM8vPzu6fbmEB66NChtlVp5syZtXDhQrVo0cIe5C5btmycVEWb8NlUnI0dO9aG4iY4//bbb1WxYkW5unJuLQDg8WQC3JYtW9rLtm3bbHD7559/6ptvvlHp0qVtBfPzzz9vt3uUzHupaeM9ZswYGzAvXbrUdhtJkSKFGjVqdMf2x44ds6F6nz59bLX3pUuXtGjRIvsebQwbNsx2ZPnhhx+UP39+rVu3zu5b/Pjx1bp160e6bwAAAHgy0L4bAAAAeAoNGjTIVjybNpzG/PnzVb58eVtdXKdOnbu26jS3W79+vb3NtWvXlCRJEs2ePVvFixd3bNOhQwdduXJFw4cPf2hjPnnypD1wbw7g79y50wbg5gC3ObidLFmyh/Y4AAA8Sua91LzP9u/fX3PnzlXixIltaG3e40wl8sNu320CZQ8PD8ey3r176/XXX79j21dffdVO/RHV/eTWzwRr1661nVX279+vtGnT3nHbTJkyqWfPnja4jtKrVy9NmzbNBt4AAADA7aiUBgAAAJ4hhQoVuq/td+/ebcPnypUrR1tu5nQ2lVEPo3Jrzpw59kD9xIkTbRW0qSAz18uUKWNbkAMA8CQzU2Y0btzYXsz76u+//64//vhD33//vYoWLWrDabMuQYIED+Xx3nnnHRswR0maNKn998cff9TAgQPtFBhXr1617+X58uWL8T7MVB2mO4kJzatWraoqVarY92fTZcW08N6zZ88dc1eHh4fb6UMAAACAmBBKAwAAAM8Q01bzViYEvr15kpkHM0pwcLD9d+rUqXZezNsPsv9XZs5Nc0DeHJjft2+fcubMqS+//NJWjpnKbAAAnkamwthMi9GjRw9NmTLFnoRlgt033nhDzZo1sz+bCuUHYUJo8zi3GjlypN5++219/fXXtvOJmXfavO+uWLEixvtwc3PTrFmzbNXzzJkzbYD+0Ucf2e19fHzsNmaaDROq3347AAAAICaE0gAAAMAzzMwLvXnz5mjLTOvuqLafOXLksOGzqap60PmjIyIiNGPGDHsQ2xyI9/T0tJVhZr5qc4CcqmgAwLPCvM+auZrN5cCBA7aC2Zyo9euvv6pAgQI2nDYhdcKECR/K4y1ZskQlSpTQyy+/7Fhmqp3vxrwvlyxZ0l7M/NGmjff48eP15ptvKmXKlNq7d6+aN2/+UMYHAACAp5+rswcAAAAAwHkqVKig1atXa/Dgwdq1a5e6du0aLaQ2lVSmsspUcJn5ns0BbDPPpKmYMtfvhQm0u3XrZue5rFmzpj34bm5v5rw01dLmIDmBNADgWWXC3u7du9v5mydPnqygoCA733OKFCnUrl07LV++/I6uJvcrc+bM9v3+77//1s6dO/Xxxx9r1apVsW5vKqLNXNTmNuZ9fNy4cTp16pSyZ89u15vxmorvfv362fvbtGmTfU//5ptvHmicAAAAeHpRKQ0AAAA8w8w8kebA9LvvvquQkBB78LtVq1b24HKUnj172opqc/DZVEUlTpzYVnF9+OGHsd6vaQFuWn6btqSmOtq0Db+1LSkhNAAA0bm7u9uTt8zlyJEjNuQdMGCA/TdXrlz2PdRMc2Hmdb5fL774otatW2c7lJj34KZNm9qq6enTp8e4vanQXrhwofr27auLFy/a4Ny0/q5WrZpd36FDB9vG27QAN3NYm/d5M/90586dH/h5AAAAwNPJ5fqDnmoJAAAAAP8woXXUAfTjx4+rSJEi9iB6kyZNlCBBAmcPDwCAJ0pkZKRmz55tT/KaOHGiDa6ff/55+95aunRpTvICAADAE4NQGgAAAMADCQ0N1YQJE+xc0ebAeaJEidSiRQt7wDxv3rzOHh4AAE+FEydO2KkzzPvt7t27lTVrVvteazqcmI4mAAAAwOOMUBoAAADAf7Jjxw5bFT1o0CCdPn1aJUuWVMeOHW0Fl2npCQAAHj5zKG/+/Pk2nB47dqy9Xq9ePfseXL58ebm6ujp7iAAAAMAdCKUBAAAA3DMz77Q5AG7aiJq5JpMkSaLWrVvbuSVz5Mjh7OEBAPBMMSeFDRkyxAbU27ZtU4YMGex7ctu2bZU8eXJnDw8AAABwIJQGAAAA8K82b95sD3ibA9/nzp2zlVimZaipzPLy8nL28AAAeKaZw3tLly6179WjRo1SeHi4atWqZd+rq1SpIjc3N2cPEQAAAM84QmkAAAAAMbp8+bJGjx5tD3AvW7ZMyZIlU5s2bWwFVubMmZ09PAAAEIPz589r2LBhtqvJxo0blSZNGrVr185eUqdO7ezhAQAA4BlFKA0AAAAgmnXr1tkg2hzQvnTpkipXrmznqTQVV56ens4eHgAAuAfmkN+qVavse/qIESN09epVVatWzVZP16hRQ+7u7s4eIgAAAJ4hhNIAAAAAdPHiRXvA2hy4XrNmjVKmTGkrqtq3b6906dI5e3gAAOABmJPMot7nV69erRQpUjje59OnT+/s4QEAAOAZQCgNAAAAPKPMV4GVK1faA9QjR460FVTVq1e3FVTmXyqoAAB4+qxfv96+9w8dOtSG1ZUqVbIdUWrXrk1HFAAAAMQZQmkAAADgGZxr0hyINgeko+aaNJVSpmIqKCjI2cMDAACPwOXLlzVmzBj7eWDp0qUKCAhQmzZt1KFDB2XJksXZwwMAAMBThlAaAAAAeAaYj/2LFy+2B57NAejw8HA7R7SpjDJzRru5uTl7iAAAwEm2bNliPyMMHjxY586dU7ly5WznlPr168vLy8vZwwMAAMBTgFAaAAAAeIqdPn3aHmA2B5q3b9+ujBkz2gooUwmVPHlyZw8PAAA8RkJCQjRu3Dj1799fCxYsUJIkSdSqVSsbUOfIkcPZwwMAAMATjFAaAAAAeMpERkZq/vz5Nog2B5bNR35T6WQOKJcvX16urq7OHiIAAHjM7dy5UwMGDNCgQYN06tQplShRwnZYadiwoXx8fJw9PAAAADxhCKUBAACAp8Tx48ftgWNzAHnPnj3KmjWrDaJNhZOZJxIAAOB+hYaGauLEifZkt1mzZilRokRq3ry5/YyRL18+Zw8PAAAATwhCaQAAAOAJFhERYQ8QmwPFkyZNkru7u61gMgeKS5UqJRcXF2cPEQAAPCX27t2r33//XX/88YeOHTumwoUL288cTZo0ka+vr7OHBwAAgMcYoTQAAADwBDpy5IgGDhxoDwwfOHBAuXPntgeFW7RoIT8/P2cPDwAAPMXCw8M1depUO/f0jBkzbDvvpk2b2s8ihQoV4qQ4AAAA3IFQGgAAAHiCDgBPnz7dHgCeNm2avLy8bGWSOQBctGhRDgADAIBH7tChQ44T5czPefPmtXNPmxbfptU3AAAAYBBKAwAAAI+5/fv32wO95oDv0aNHVaBAARtEN2vWTAkTJnT28AAAAOyUIn///bedUmTy5Mny9PRUo0aN7GeWEiVKcPIcAADAM45QGgAAAHgMhYWF2TmizYHdmTNnKkGCBLbiyBzYNaE0AADA48rMN23mnR4wYID27dunHDly2M8wLVu2lL+/v7OHBwAAACcglAYAAAAeI7t377YHcAcNGqQTJ06oWLFi9iCuqTQywTQAAMCTIjIyUnPnzrVTj0yYMEGurq5q0KCB/WxTtmxZqqcBAACeIYTSAAAAgJNdu3ZN48ePtwds582bp8SJE9tKInPANnfu3M4eHgAAwAM7efKkBg8ebLvA7Ny5U5kzZ1aHDh3Upk0bJUuWzNnDAwAAQBwjlAYAAACcZNu2bfbArDlAe+bMGZUuXVodO3a0FUTe3t7OHh4AAMBDZw5FLly40H4G+uuvv2w1dZ06dezJeJUqVbLV1AAAAHj6EEoDAAAAj9DVq1c1ZswYeyB28eLFdl5FUyFkKoWyZcvm7OEBAAA8MmfPntWQIUPs56ItW7YoXbp09jNR27ZtlTJlSmcPDwAAAA8RoTQAAADwCGzcuNEecDUHXi9cuKCKFSvaiqC6desqXrx4zh4eAACA05jDk8uXL7dTmYwaNUqhoaGqUaOG/axUrVo1ubm5OXuIAAAAeECE0gAAAEAcCQ4OtgdWzQHWlStXKjAw0Fb+mAqgjBkzOnt4AAAAjx1z8t7w4cPt56f169crKChI7dq1U/v27ZUmTRpnDw8AAAD/EaE0AAAA8JCtWbPGHkg1B1QvX76s5557zlb61KxZUx4eHs4eHgAAwGPPHLI0n6lMpxk+UwEAADz5CKUBAACAh1jVYw6crlu3zlHVYy5p06Z19vAAAACe6O4zI0eOtJ+zTPeZ5MmTq02bNnSfAQAAeIIQSgMAAAAPOP+hOUBq2nRfu3bNzn/YsWNHW8nD/IcAAAAP18aNG+1nryFDhtiTAitWrGirp+vWrat48eI5e3gAAACIBaE0AAAAcJ/Onj2roUOH2hbdW7ZsUbp06WyljpkvOmXKlM4eHgAAwFPvypUr+uuvv2xAvXjxYiVNmlStW7e2AXXWrFmdPTwAAADchlAaAAAAuAfmY/PChQvtgU9zADQiIsJW5JgDn5UqVZKrq6uzhwgAAPBM2rp1qwYMGKDBgwfrzJkzKl26tO1c06BBA3l7ezt7eAAAACCUBgAAAO7u1KlT+vPPP20YvXPnTmXKlMkG0aYSJzAw0NnDAwAAwD/MVCrjx4+33WzmzZunxIkTq2XLlvazW+7cuZ09PAAAgGcaoTQAAABwm8jISM2ZM8cG0RMmTJCLi4uttDEVN2XLlrXXAQAA8PjatWuXfv/9d/3xxx86efKkihUrZsPpxo0bK378+M4eHgAAwDOHUBoAAAD4x7Fjx+yBS9P+cd++fcqePbsNok2Fjb+/v7OHBwAAgPsUGhqqyZMn25MNZ86cqQQJEqh58+Y2oC5QoICzhwcAAPDMIJQGAADAM83MDf3333/bA5XmgKWnp6caNWpkD1SWKFGCqmgAAICnxP79+2319MCBA3X06FEbSpsTEJs2baqECRM6e3gAAABPNUJpAAAAPJMOHTpkD0iaA5Pm57x589og2lTOmPkHAQAA8HQKDw/X9OnT7dzT06ZNk5eXl5o0aWID6iJFinBSIgAAQBwglAYAAMAzIywsTFOnTrVV0TNmzJC3t7etjDEHIAsVKsQBSAAAgGfM4cOHHdO3HDx4ULlz57YnKrZo0UJ+fn7OHh4AAMBTg1AaAAAATz0zP7Q50GgOOJp5owsXLmwPNpqKGF9fX2cPDwAAAI/BlC6zZs2yJy9OmjRJ7u7uatiwof3MWKpUKU5eBAAAeECE0gAAAHgqhYaGauLEifbAojnAaOYJNBUv5sBivnz5nD08AAAAPKaOHz+uQYMG2ZMa9+zZo2zZstnPkK1atVLSpEmdPTwAAIAnEqE0AAAAnio7d+60QfSff/6pU6dOqUSJEvYgoql0iR8/vrOHBwAAgCdEZGSk5s+fb+eeHj9+vF1Wr149+9myfPnycnV1dfYQAQAAnhiE0gAAAHjihYSEaOzYsTaMXrBggZ3/r3Xr1urQoYNy5szp7OEBAADgCXf69GkNHjzYft7cvn27MmbMaD9rtmnTRsmTJ3f28AAAAB57hNIAAAB4Ym3ZssUeGBwyZIjOnj2rcuXK2cqV+vXry8vLy9nDAwAAwFPGHEpdvHix/Qw6ZswYhYeHq1atWurYsaMqV64sNzc3Zw8RAADgsUQoDQAAgCfKlStXNHr0aNtGcdmyZQoICLAVKqZSJUuWLM4eHgAAAJ4R586d09ChQ21AvWnTJqVJk0bt27dXu3btFBQU5OzhAQAAPFYIpQEAAPBEWL9+vQ2ihw0bposXL9pKFFMVXadOHXl6ejp7eAAAAHhGmcOrK1eutJ9VR44caaeWqV69uv2sav51d3d39hABAACcjlAaAAAAj61Lly5pxIgRtvpk9erVSpEiha08MRUo6dOnd/bwAAAAgGjMyZNRn1/XrFmjlClTOj6/pkuXztnDAwAAcBpCaQAAADxWzMfTVatW2QN55oDe1atXVa1aNVtpUqNGDSpNAAAA8ERYu3at/UxrOv0EBwc7Ov3Url2bTj8AAOCZQygNAACAx8L58+ftATvT9nDjxo1KnTq1Y04+8zMAAADwJLp8+bJGjRplA+rly5crWbJkatOmjTp06KDMmTM7e3gAAACPBKE0AAAA4lRkZKRcXV1jXGc+ii5dutQG0WPGjFFoaKhq1aqljh07qkqVKnJzc3vk4wUAAADiyqZNmzRgwAANHjzYnpRZvnx5Wz1dr149eXl5OXt4AAAAcYZQGgCAh+TatWtav369Lly44OyhAHEqfvz4ypMnj3x9ff91WzMPtGm5PW3aNBUsWNCx/MyZM/ZAnKkW2bZtm50f2hyMMxUjZt5oAAAA4GlmpqgZO3as/Ty8cOFCJUmSRK1atbKfiXPkyPHQHufo0aPauXOnPfkTeJK5uLjI399fefPm5eRlAHhCEUoDAPCAwsLC1LlzZw0dMlgXLwU7ezjAI+EVL57q1KmjX/v3V6JEiWLcZvfu3SpRooQyZsyoOXPmyNvbW/Pnz7dV0ePGjbNV0qYixBx4q1ChQqzV1AAAAMDTbPv27bZ6+s8//9Tp06dVsmRJ+xm5YcOG8vHxibbtjBkztGPHDr3++us2pIvNhg0b9PLLnbR06bJHsAfAoxMYGKjXXntNH3744V3/DwAAHj+E0gAAPKDGjRpp/PixeqVsOlXNkUz+CTzF1yI8rcwHx0sh4Zq/47T6zT+g7LnzasHCRfL09Iy23cmTJ20gbc5gHz9+vCZPnmwPtJmgOkuWLPYgW+vWrRUQEOC0fQEAAAAet+5bEydOtNXTs2fPtid/tmjRwn52NtWhxsiRI9W0aVN9+eWXevvtt2O8H1MZbT6Lp0jmrzdeaquiBfLak0qBJ1nk9es6fPSYRk+Ypl/+HKEuXbqoZ8+ezh4WAOA+EEoDAPAAzJf9rFmz6puGOdW0cJCzhwM8Usv2nlX9X1Zp+vTpeu655xzLg4ODVa5cOe3du1dFixa1B9RMOP3888/buaJLly7NGe0AAADAXezZs0e///67/vjjDx0/flxFihSx4XSTJk30+eef69NPP9XQoUPVvHnzO2775ptvavjQIdq4YIr8Esfc1Qh4kn346df66Y/h9mRoM70UAODJQI9EAAAewNSpU+Xt6a66+ZgDF8+eYun9lC7A11ZBR4mIiLBzR69Zs0bnzp3Trl271LVrVx08eNAeNCtTpgyBNAAAAPAvzBQ4vXv3tp+jzdQ3Zi5dc4JnihQpdOLECdWqVUtt2rTRrFmz7rjtlCmTVbd6JQJpPLXaNm2gK1euaN68ec4eCgDgPhBKAwDwAMzBgMBE3vL2cHP2UIBHzoTLaf28bOVGFPOzqZC+tcLj448/VvLkyZUyZUqtXbvWSaMFAAAAnjweHh6qV6+epk2bpv379+utt96y80qbE0PNfNMmnF6wYEG025w4cVLp06R22piBuJYh7Y3f71u/iwIAHn+E0gAAPIDIyEi5uT6ct9Ole84qxbt/68LVMDlb4c8WqP+i/c4eBp4A7q43/h9ESZUqlcLCwmwLbxNOL1u2zM6L179/fzvnXdq0aZ06XgAAAOBJtHLlSn3xxRfasmWL0qVLp6CgIFspauahrl27drRtzedzd3fnnDi9/9AReabMrvWbt/2n2w8eNV4B2YroSVWpQSu99UlvZw/jqWemhzInSd/6XRQA8Phzd/YAAACA84xafUSfTNquHT0qRls+/bXi8vF8dAcx/jdqk0avOaqWRYPUp0HOaOs+GL9Vg5YdUqOCKfVd49wP5fFM+D+wVT5VyxWop925K6H6aMJ2zdp2Uq4uLqqRO1A9a2dT/Hixfwys/8tKLdt7LtqymF6buzHzeqVPn95eAAAAADyYTZs2acmSJUqWLJk90bNw4cIKDAyUp6ensmfP7uzhPXV6fPWDen3zoyMADUoRqDrVKqnbu68rwV3mMB49oJ+tbn+YTMg/5vfv7eM/SUJCrund7l9o9KRpunYtTJXLldT3n32iwICksd6mfecPNGT0hGjLqpQrpSnDf3sEIwYAxDVCaQAAcIekCTwf+WOmTOyliRuOq3vtbI526CFhERq//phSJfbS4ygsIlIebg+38cz5K2HycHO5a2h8P14ZsUknL17TqBcKKSziut4YvVnvjN2in5rlvevtmhcJ0rtVMzmu06IeAAAAcJ727dvby+MsNDRUT5McWTNpxqiBCg+P0NJVa9XxzS66cjVEP/XpHuO+mxMEkvgl1pPq8pUrNkj2T+L3UO7v7W6fafrshRrxa18lSuir/33UU43av64Fk4bf9XZVy5fWb99+6rgez/PRH58AAMQN2ncDABAHIiOvq9/cvSry2UKl/3CWKn67RFM2Rp/raM62UyrZZ5Fd3+CXlTp07mq09V/N3K1K3y6Ntsy01DattW81YtVhlf16sdJ+MFN5e87ThxO2Otb9snC/yn+zRBk+mq2Cny7Q++O36vK1cEe78M6jN+tiSLitHDYX85gxte8+fO6q2gxaq4xdZivzx7PVceh6nbp07Y6xjllz1N42yydz9NKwDQoOufFY9yJ3qoQ2mJ626YRj2bTNJ2wgnStVwmjbzt1xSrV/WqGsn8xRjm5z1XLgWu0/c8WxPjQ80j4P5vlI9+EsFeq9wL4eUftmtBu83u7zrc/njC0nVbnvUnubop8v1Nezdis84mY7MLP9n8sOqvUfa+1z+t2cvTZEfnn4RuXsPte+liW+WKSRq47ofpjHmL3tlF4Ysl75es2Pti8PYueJYM3bcVpfPZ9TBdIkVtH0fupVN5smbDiu4xdC7npbb09XJfON57j4enEuIwAAAPCkmjprnm2LHRERYa+b9tqmAvfDT792bPPiW13U+tV3HdfHTZ2pvOVqKkG6PMpcpKK+/eWPaPdpln367U9q+/p78s9SSJ3e7XrH45rHe+GNj5SrdHUdPHzULjt/4aJefrergvKUkm/6vMpXvpYdX0z27D+o+m1esdv6ZSqo4tUaas7C6N+Tfxk0XDlKVrX3ZbZr/ML/HOvGTvlb+SvUVsIM+ZQ8ZzE916itDV/vhbubu5InC1BQyuRqVKe6mtavqSkz5zoqqQtVqqeBw8YoS9FK8k2f74723V0++1YlazS+434LVqrrqMJevX6TqjVupxQ5iytp1sKqWL+l1m3cEu05Nhq2f82+XlHXjUkz5qhIlfp2v7MWq6yeX/+o8PB7/w5uXL9+XQuXrVSHzh8qdd7SWrJyrR6GCxcv6Y8R49Sn23sqX6qYCuTJqd++6a1lq9dpxZr1d72tCffN8x518Uuc6KGMCQDgfBxdBAAgDvSbt1dj1x3TF/VzKENSHy3fd06vjtykJPE9VSJjEh05f1Xth6xXm+Kp1aJoam04fEHdp+y478cxAWm3yTv0YfUsqpA1qS6FhGvl/pttl11dpF61sylNEh8dOHtF74/fpp7TdurzejlUKG1i9aidTV/O3K3F75Sy28ePoWW3Cdjb/rnOtvMe91JhRURe1wfjt+nFYRs07qWbc32ZIHXGlhMa0raAzl8N14tD1+v7+fv0wXOZ73l/mhRKZVuKNyiQ0l434W7jQqm09LZW0ldCI/Ri6XTKkSKBLodG6Mu/d6vdn+s0u3MJubq66PclB/T31lP6tUU+G2ofPR9iL1GtyXP3mKe+jXKpfNaktqW1YV6j10dtss+XCW/N/rwz9kbA/1blmxXDX83ao4+qZbHPnZuri/rM3KVdJ4M1rF1B+cf31L4zV2yF973YduyS3d9x644pPPK6audNrr9eLKycKW+G8OaEg8PnYg+QzViHty8Y47o1B88rkbe78qW++SW+TCZ/u89rD11Q9USxV6CbMY1de8wG0pVzBOiNihkfaUt3AAAAAA9PqaKFdCn4sg2jC+bNpUXLVylpEj8bSEYxy95+uYP9ee3GLWr24hv6+K1X1LB2NS1fvV6vfdBD/n6J1apxPcdtTFD90Rsvq8ubr9zxmNeuharFy2/pwKEjmjdhqAL8k9g5gGu16GjHMuj7L5QhXRpt27nbtsiOSfDlK6pWsYx6vP8/WzE79K+JqtfmZW1eOE1pglJqzYbNeuPj3vqj3xcqXjifzp67oCUr1tjbHjtxUi1fflufdXlLdapVto+5ZMVqG8T+F95eXgoNC4sWmI+fNkujBvSLcfwmxO7zfX+7XcZ0aeyyLTt2adPWHRr123f2uhlTi0Z19W2vLrqu6+r7yx+q3fIlbV0yQ74J4mvp9DFKlbukBnzbW1XKl3I8zuIVq9Xuf+/rm54fqVTRgtq7/6AN+g3zmv2bvQcO2TbZw/6aqFNnzqlu9Uq2RbgJkKPUat5Ri/95LmOSJiiFNsyfEuM68/sTFhamiqWLO5Zly5xBaVKl0PI161W04I0QPybmd9Lsc+JECVW+VFF1f/d/D616GwDgXITSAAA8ZNfCI9Vv7j6N7ljIBr9GWn8frdx3TkNXHLKh9J/LDimtv7e61cpm12dKFl/bjwfrh/n77uux+s7ZqxfLpNMLpdI6lt0aQHYsnc7xc+ok3nq/aia9O26rDaU93V2V0MtdJpI1wWNsFu0+o23Hg7Xi/dJKldjbLuvXJLfKfb1E6w9dcDxe5HXpu0a5leCfitrnC6TU4t1nzLnd97w/Joz+bMYuR9X4qv3n9XPzvHeE0jVzJ492/ZtGuZSr+zztPBmsbMl9deR8iD0ZoGi6xHJxcVFqvxvjvrU1udn3W/f7m1m79Wq59GpUKJXjNTPtq3tN3RktlK6XL4WaFL6xjXHkXIhypUzoeB7M83w3Zy+H2hMWRq8+YiuZK2QL0Gf1cqhy9gD7mtxuaLuC0aq1b+d1l7baJy+FKmn86K3O3N1cldjbI1ql++3MPgb5eSt5wnjaeuySPp2+U3tOXdbAVvnvum8AAAAAHk+mfXLenNm0YOlKG0qbf1/v2NpW7AZfvqwLF4O1e99BlS5e2G7f99dBqlCqmA2cjSwZ02vrzt36+uffo4XS5UoW1RsvtXVc33/oRteoy5evqE7LF3UtNEyz/vrTPr4xZ+EyrVq3SRsXTLH3aWRImzrWcZsxm0sUE1BOnD5bU2bO08vtmuvgkaOK7+OtGpXL2RA3bVAq5c+dw257/MQpWzlct3plu9zInT3Lf3r+TMg6cvwUlSt5M7Q1AfXAfp/bsD0mObNmVp4c2eztop7HEeOmqEiBPMqU/sZ3+FtDYOPnL3vYinYTzNaoXN5x3+b5M1XDUXp9/aPeefUFtWpU1/Ecdn33dX3Y66tYQ2nzOo+ZOF1DxkzQstXrVa5EEX3yzmuqV72y4vv43LH9L1/11NWQ2E+Q9vCIPVo4fvK0PD09bLB8q2QBSe262Jj5o+tWq6x0aYJs0P7x531Vq8WLWjR5RKwnLgAAnhyE0gAAPGT7T1/R1bAINf5t9R3zD5vw0th18rIKpI4+11TBfwLse3U6+JqOX7ym0pli/gJsLNx1Rt/P26vdJy/bKmpT5RwSHmkrje+16tWMNWUiL0cgbWQNTGArcE0IfDOM9XIE0oYJfE8H39+cYiYwrpgtqQ1szcnrFbMH2Orj2+09ddlWeJtqXxPymkA8KiA2oXSjgqnUZMBqlfpysa2GrpQ9QOWyJL3rY285dsmG4N/90+Y7qkr89ucrb1D0L9WtiqdWhyHrtenIRZXN4q/nciZT4XSxn8U9cMlBfT17j61wXvrezaA/NrcG6o9Ky2I3DwplT+GrwITx1LD/als9ns7/zoMVAAAAAB5/ZYoXtmGnCZFNNXGvD97UX5Nm2JbNpsI4ZfJkypzhxonN23ftUa2qN1tFGyUKF9D3A4bYltxRAaEJuGNiKpRTpQzUzNGD5O19s0PThi3bFJQi0BFI/xsTpPb86kdNm7NAx0+akDnCBqUmjDYqlSlpK6ZN+2pTSVylfGnVfa6SfHy8lSdnNhusF6hQR5XLlVLlsiVUv0bVe24HvXn7TtsyPCIyQqGhYapWsay++7SLY33aoBSxBtK3VksPGjnOhtKmQnv0hKn6X8c2jvUnTp1W1y++s6/LydNnFRERqStXr+rQkWN3vd+NW3do6ep1+vy7Xx3LzDjNnNBXrly1+3+7cVNm6sW3P1bObJm1evZ4G5rfTaoUgXrUGtet4fjZnECQO0dWZStexZ5EUeGWqmsAwJOJUBoAgIfscuiNOZxMG+sUiaJXIMdUCRsb03rbtO+6VXjEzete7ncPlQ+dvapWf6xVq2Kp9X7VzErs42Fbe785ZosNyKWHe5axh2v0fTNdsSP/Q1u0poWD9OGEbfbnz+pmj3GbVoPWKcjPS181yGkDU/Mw5b5ZotB/KorzBCXUivfLaO72U1q4+4xeHLpBpTP7a0DL2FuEXbkWoberZFL1XMnuWOd1y+t2e5hfMVuAVn1Q1j7Wgl1n1Kj/arUpkUZda2aN8XFaFA2Sm5uL/lpz1Fab18gdaKvKS2RIYluP3+5B2ncn8/XU6cvRTwwwVdfnr4Yp4C7V8bcrkObGQZt9pwmlAQAAgCdVmeJFbEC6Yct2W+Vq2imXLVHYBn5mnufSxW5USd8PU6Uck+cqltHwsZNtq+Zbq4FNC+z78V6PL+0c0p9/8o4ypksrb694avJCZ9sa2jDV0Sv/Hmv3YdaCJerx5ffq9fUPWjptjK3SnT5qoJatWmfX/ThwmD75/DstnjpK6dME/etjm+B83KAf5e7urpSBAXau41v5ePvcU8hq5u0280RfDbmmQ0ePq2Gdao717f/3gc6cO6+ve3xow3XTorxMrabR2oTHJPjKFX3y1qu2Cvx2Xl4xf9erVbWCvur+voaMnqhizz1vK7GbN6it5yqUloeHx53bP0D77uTJktog3/xe3VotffLUabvuXpkKcNNm3rRAJ5QGgCcfoTQAAA9ZlmQJFM/d1baQNq26Y5I5WXzN3Hrqjvl/b+WfwNO2XzZnU5sW1Mbmo5cc601VsqmiXbT7rEpm8r/jMTYcuWBD4W41szrCzkkbj0fbxsPNxVZP340Z69ELIXYe7Kiq3h0ngnXharjd14fNVDab0Nzscrmsd35ZNZXRppX0V8/nVLH0NyqSV+yL3t7b8PVyV518KezFtPtu9vsanbsSKj8fzxv7fVtgnjtVQnu/6ZPGv+8xmwpv0/bbXAanP6SeU3fEGkonT+Rl52c2l1X7z2n0mqNqP3i9EsRzV/38KWxAnTV5gofSvrtgmsT2dTJzlucNuhEsL95z1v5eFLilzfu/ifq9MycAAAAAAHgymbmHzRzG/X770xFAm6D6yx9/07nzF6O14c6WOaOWrVob7fZLV61V5gxp76mNcsdWTWwlbv02r2jikJ/t4xi5c2TR4WMntHPPvnuqljaP2bJRXdvSOapy+sBh0yL8ZoBuQuOKZUrYi2ldHZCtqOYtWa561avY79IlihSwly5vvqxMRSra9t+dX7xZrRwbTw8PR5vt/yooZXJboT5i/BRb4V2pTAklS+ofbf/6ffaJrcI2TIX06bPRv9+awDgiMvp3wvy5ctjn8H7GZyrEX3+htb2YSusho8fbeahNi/NGdaqr+fO1VaRA3ofSvrtAnpx23HMXL1f9GlXssh279+ngkWMqdpf5pG93+OhxG9rf2rocAPDkIpQGAOAhM2HxS2XSqevk7TZQLpLeTxevhmvVgXPyjedug0tTvfzrwv3qMWWHmhUJ0sYjF2zL6lsVz5BEZy5v04/z96lmnuSat+O05u04Fa1F9tuVM+q9cVttKFoha1IFX4uwj9O+ZFql9/dRWMR1/b70oKpkD9DK/ec1ZPmhaI9hQu3LoRFatOuMcqT0lbeH2x2VwGUy+yt78gR6ZcQm9aiVzX4Zfn/8NhXP4Bdt/uqHxc3VRQvfLuX4+XZmPmQ/Hw87P3egr6cN/82cx7f6ZeF+BfrGU65UvnJ1cdGUjcdt1XAiLw/Hfi/efVZF0vnJ08yx7OOhNypltJXlqRJ72RDbhOJmPmUz1/f7z8Xe1qzP37uUJyiRsgbGV2j4dc3edkqZ7zGsN22+zaVn7WyaseWkRq0+op8X7tes/xW3bbOjxvpfZQlMYEP+t//aoj71cygs8ro+mrBNdfMmt+G4cexCiG3N/X3jXMqfJrFt0T1u3THbRj2Jj6d9DszvsjkBIMc/YwIAAADw5DGhZO7sWe28xlFtqEsXK6RmL71pK49vrZR+48U2Kl69kT799ic1rF1Ny9ds0M9/DNf3n31yz4/3SvsWtqV03VadNHlof5UsWtCG0+YxG7/wP33Z9T1lTJ9WO3bvteFx1fKl77gPE7pOmDbbVvWabbr16afIWwLaqbPmad+BwypVrJD8EifUjDkL7XoTeK9cu8GGopXLlrRttleu26hTZ87aCvFHqWm9murx9Q+2cvjL7u/fsX/D/5pk26BfuhSs93t+eUc1edrUKTVv8TKVKJzfVlKb1/GjN1+2z2vqVClVv2YVubq6auOW7dqyY5d6vNf5X8eUJ0dWfdntfX3W5W39PW+RBo+eoAr1W2pk/+9Us0r5B27fbebAbtu0vt7t9rmSJE6khL4J1PmjXjaQLnpLKJ2rdHX1+vANe9KBOeGg19c/qV6NygpMFmDnlP6g11fKmD6NnWsaAPDkI5QGACAOvFc1k6107jdvnw6O3aKEXh7KncpXr1e48eU3yM/btpLuOnmHBi49aMPdD57LojfGbI4WKH5WN4f6zdurb+fstW2eXyqb3oaxUUzAbeY87r/ogHpM3WFDxJp5bnxxzJkyoa2S/nHePvWevtOGiuYxXh+1yXF7E4iagPzFYRt07kqY3qqU0bawvpX54v9H6/zqMnGb6v2y0rYVN0Hnp3Vibq39MJgq59iYqu9fmue14yn/zVJlDPBRz9rZ1eDXVY5tEsRz008L9mnv6Ss22M4XlNBWHEdVjJsq5m6Td2jYisNKniiebb9t9mlw2wL6dvYe/TB/nzzcXJUpIL6aFUl117F6uLva5/fQuas21DcnIfzSPM997a+pdq6bL4W9HL8QovjxHt5HtB+b5rZBtAmezf7XyBWoXnWyRWsJbyrEr4bdOLBjqsjNSQoDFh+wc2mb+cTN717nihkf2pgAAAAAOEeZ4oXsvM5RlctJ/BIre+aMOnn6tLJmulm5nD9PTg3/9Vt1/7Kfevf9RSmSJVXXd15Tq8b17uvxTFVuZOR11W75oqYM+03FC+fXqN++s225zbzTl69eVcZ0afTph2/GeHsTnHZ88yOVrd3MtnF++5X2uhQc7FifOGFCTZg+Sz2/+dHOp5wpQ1oN+ekrW6W9bdceLV6+Wt//NlgXg4OVJlVK9fnkPT1XoYwepfo1q+p/XXrJzdVNdZ6LPk/3r1/3stXKRas2sFXVPd9/Q+/36BNtGzPmd7t/rt+H/aVUyZNp18o5NqSdMPhnffrNT/rqxwG2ajlrpgxq16zBfY3NVJmbwN9czp47r/CICD0sX3X7QK4urvYEhGvXQlW5XMk7Tmow1d4XL954Pc3zs2nbDg0ZM0HnL16yLdMrlS2pbu++rnjxordOBwA8mVyumxIuAADwn7z77rsaN7i/Fr91c44s4FnSYuBa+WYrqfHjxzt7KAAAAADMSb6+vur2zqs2EAaeVvFS5dAvv/yijh07OnsoAIB75HqvGwIAAAAAAAAAAAAAcL9o3w0AAOLU4XNXVfbrJbGuX/BWSdvOHAAAAACAR8EvU8FY100e9qtKFS30SMcDAMCzgFAaAADEqeQJ42l25+J3XQ8AAAAAwKOyata4WNelSh74SMcCAMCzglAaAADEKXc3V6VPGt/ZwwAAAAAAwMqUPq2zhwAAwDOHOaUBAMADKfzZAvVftP+et1+656xSvPu3LlwNi9NxAQAAAACeDZmLVFS/3/685+0XLF0pz5TZdf7CxTgdFwAAuIlKaQAA8ECmv1ZcPp5u97x9obSJteHjckroFXcfQ0LCItR9yg5N3HBc18IjVS6Lvz6vl0MBvrG3Cp+66YQGLz+kTUcu6tyVMM3qXFy5UiZ0rD93JVRfzdyjBTtP68j5ECVJ4KlqOZPp3SqZlNDbw25z9nKoXhmxUduOBdvtkyaIp6o5A/TBc1nkG4f7CwAAAADPsqXTxyi+t/c9b1+8UD4dXL9QiRL6xtmYQkKu6d3uX2j0pGm6di1MlcuV1PeffaLAgKT3dPtX3uum34aM0lfd39frL7R2LF+3cYs+/PRrrd6wWW5urqpXvYq+7PaeEsS/s0PZmbPnVKhyPR05dkInt61Q4kQ3v+MCAPCoUSkNAAAeSNIEnvcVSnu6uyqZbzy5uLjE2Zi6Tt6hmdtOqX+LvBr3UmGduHhN7Qevv+ttroRGqGi6xPqoWpYY15v7OH4xRJ/UzKp5b5XUd41yad6O03rzry2ObVxdXPRczmQa1Ca/Fr9bWn0b5dLCXWf13rib2wAAAAAAHq4A/yTy8bn3UNrT01PJkwXE6ffSt7t9pqmz5mvEr301Z9xgHTtxUo3av35Pt50wfZZWrNmglMmTRVt+9PhJPdekvTKmT6PFU0ZpyrDftHXHbrXv/GGM99PxrY+VO3vM33EBAHjUCKUBAECsgkPC9fLwjcrw0Wzl7TlPvy7cr/q/rNTHk7bF2r7btOYetuKw2v65Tuk/mqUSXyzS31tOPrL23RevhmnEqsPqXjOrSmXyV96gRPq2US6tOnBeaw6cj/V2DQum1JuVM6lMZv8Y12dL7qvfW+VXlRzJlM7fx973+89l1qytJxUeEWm3SezjodbF0yhf6kRK7eet0pn91aZ4aq3YF/vjAgAAAABidyn4slq98o4SZyygNPlK67v+g1SpQSu99UnvWNt3m9bcA4eN0fPtXlWiDPmVo2RVTf577iNr333h4iX9MWKc+nR7T+VLFVOBPDn12ze9tWz1Oq1Yc/cTpk1V8xtdPtWfP/aRh3v0jlvTZs+3y/r1/kRZM6VXoXy59cMX3TR+6kzt3ncg2ra//jlCFy5e1BsvtYuTfQQA4H7RRxIAAMSq65TtWnXgnP5sk18Bvp7qM3O3bW+dM+XdW5x9M3uPulTPok9qZNHvSw7altarPiwjPx/Pe3rcZr+v0Yp952JdH+TnpQVvlYpx3cYjFxUWcd0GwlEyJ0ugVIm9tPrAeRVMm1gPy8Wr4Urg5S53t5jP8zt+IUTTNp9QsQx+D+0xAQAAAOBZ8k63z7Vs1VqNG/SjkgX4q/uX32vdpq3KmzPbXW/X65uf1LvL2/r843f008Bhav3qO9q9co6S+N3bd8JazTtq8Yo1sa5PE5RCG+ZPiXHd2o1bFBYWpoqlizuWZcucQWlSpdDyNetVtGC+GG8XGRmptq+/pzc7tVPOrJnvWH/tWqg8PTzk6nrzO6i3141pqpauXKtM6dPan7fu3K1Pv/3JVlPvO3j4nvYXAIC4RigNAABirZIes+aofmqaxxHw9m2YS/l6LfjX2zYqlFL18qewP39YLbMNptcduqAKWQPu6bG/fj6nnRc6NrGFwMbJS9fk6eaiRP/M8xzFhOqngq/pYTlzOVTfztmjFkVT37Gu07ANmrH1pELCIlUle4DdHwAAAADA/VdJDxkzUYN//FIV/gl4B3zbW2nzl/3X27ZsXFdN6tWwP/f8oLN++H2IVq3fpKrlS9/TY//yVU9dDQmJdb2HR+yH1o+fPC1PT4875nBOFpDUrovNlz8OkLubm15t3zLG9eVKFdU73b/Q1z/9rtc6tNTlK1f1Ue9v7LpjJ085guuWL7+tzz5+R2mCUhJKAwAeG4TSAAAgRgfOXrEVx6YVdZSE3h7KGODzr7fNkeJmJbWPp7t8vdx1Ojj0nh87RSIvPc4uhYSr5cC1yhKYQG9XznjH+u61s+nNyhm199QV9Z6xU92m7NDn9XI4ZawAAAAA8KTae+CQrTgunC+3Y1mihL7KkjHdv942d/asjp/j+/gooW8CnTx95p4fO1WKQD1Kprr6hwFDtOLvsbHOdW2qp3/v+5ne7f6Funz2rdzcXPVqu5YKDEgq139u0+Wzb5QtUwY1b1D7kY4fAIB/QygNAAAeOnfX6F+gzbXr1+/99g/SvjuZbzyFRly3c1bfWi196lKoAhLcaGv2oBXkZnwJ4rlpYKt88oihatuMwVxM23Azz3Tdn1fqjYoZFZjwwR8fAAAAAPDvbp+P2QS91yPv/Yvpg7TvTp4sqUJDw+yc1bdWS588ddqui8niFattaJ6xcAXHsoiICL3bvY++/22wdq2cY5c1rV/TXk6cOq34Pt52v/r2H6T0aW908Zq3eIU2b9+pcalz2evX//kyniJXCb3/+ovq+s5r9/wcAADwMBFKAwCAGKVN4iMPNxetP3xBQX7edtnFq2Hae/pKnM+R/CDtu/OkSmjHvWj3GdXMndwu233yso6cD1GhB5xP2lRINx2wWp7urhrUpoC8PNz+9TaR/xwACA2PfKDHBgAAAIBnTYa0qeXh4aHVGzbbVtTGhYuXtGvvAZUuVihOH/tB2ncXyJPTjnvu4uWqX6OKXbZj9z4dPHJMxWKZT9pUNke1KI9Ss9kLatagtlo3rn/H9qY62hg0Yqy84sVTpTIl7PVRA76LNu416zfrhTc/0rzxQ5QhXZp/3W8AAOIKoTQAAIhRAi93NSyYUj2n7pSft4eSJoinL2ftlimCdrG1z3HnQdp3mxbjTQsHqdvkHXbcZj+6TNxuA+mCt4TSpb5cbOe7rp7rRku2c1dCbXB94sKNeaf3nLwcrerZBNJNBqzW1dAI/dA0j4KvhduL4R/fU26uLpqz7ZROBYcqX+qEiu/prh0ngtVj6g4VTpdYqZPcCPYBAAAAAPfGN0F8tWxYRx/0/FJJEidSQNIk6vHVD3J1dYm1xfXD8iDtu02L8bZN6+vdbp/bcZvW4Z0/6mUD6aK3hNK5SldXrw/fUN1qleWfxM9ebq/2NpXVWTOldyz7aeAwFS+UT/Hj+2jOwqV6v+dX+vTDNx0V2RlvC57PnD1v/82WOeMdc1wDAPAoEUoDAIBYda+ZTe+O26qWf6yTr5ebXi6bXkfPhyieR+yVyo+D7rWy2vC8w5D1uhZ+XeWy+t8xp/OeU5dt0Bxl5tZT6jx6s+P6S8M32n/fqpRRb1fJpE1HLmrtwQt2WfEvFkW7r5Xvl7Ghs5eHq4atPKyuk4NtZXTKxF429H61/M0DCAAAAACAe/dlt/f1ynvdVLdVJyX0ja+3Xm6vw0ePK168x3t6pK+6fSBXF1c1fuF/unYtVJXLldT3n30SbZude/bp4sXg+7rfVes3qsfX3yv48hVlzZRBP/bpphbP13nIowcA4OFzuR41qQQAALhv7777rsYN7q/FbxXTs+BKaLjy91qgrjWzqlmRIGcPB4+BFgPXyjdbSY0fP97ZQwEAAABgqot9fdXtnVf1+gut9TS6fOWK0hUopz6fvKu2zZ539nDgJPFS5dAvv/yijh07OnsoAIB7RKU0AACIlakONvMx50+TSBevhuubOXvs8qo5kzl7aAAAAACAZ8C6TVvtfMyF8+fWxYuX1Ovbn+3yWlUrOntoAADgPhBKAwCAu/p54X7b6trTzUV5ghJpQqcidg5lAAAAAAAehW9/Gaide/bL09NDBXLn0NzxQ5XUP/r8ywAA4PFGKA0AAGKVO1VCzfxfcWcPAwAAAADwjMqfO4dW/D3W2cMAAAAPyPVB7wAAAAAAAAAAAAAAgNgQSgMAAKf536hNavPnOmcPAwAAAADwjGrf+QM1aPuqs4cBAMBTj/bdAAAAsYiIvK6vZu3W2LXHdOrSNQUmjKdGhVLpjYoZ5OLiYrcxy3tN26kFO8/oQkiYiqX306d1sitDQHzH/YSERaj7lB2auOG4roVHqlwWf31eL4cCfOM5tknx7t93PP7PzfKobr4Uj2hvAQAAAACPm8xFKurA4aN3LH+pdVP1++wTx/Xlq9fpky++08q1G+Xm5qq8ObNp6vAB8vb2suvrtX5ZG7ds18kzZ+SXKKEqlC6u3h+9rZTJkznu4/r16/r2lz80YNhoHTx8VEmT+OnF1k31wf9eekR7CwB4mhFKAwAAxOKH+fv057JD6tc4t7IGJtCGwxfUefRmJfRyV4dSae0X9rZ/rpO7m6sGtcmvBPHc9eui/Wr022otfLukfDxvfNTqOnmHZm8/pf4t8srXy10fTdim9oPXa9IrRaM9Xt9GuVQ+a1LHdfM4AAAAAIBn19LpYxQREeG4vmX7LlVr0l4Naj0XLZCu2byj3n21o77t9ZHc3dy1cet2ubrebJRarmQRvf96RyUPDNDRYyf1Xo8+avLC/7Rw8gjHNm9+3FuzFizRFx+/q1zZs+jc+Qs6e+78I9xbAMDTjCOdAAA8A6ZsPK6vZ+/R/tNX5O3pplwpfW2IakLT9Ycu6LMZu7TpyEWFR15XzhS+6l4rm/IEJYxWxftF/RyatfWUFu85oyA/b33bMJf843vorb+2aP2hi8qZ0lffN8mtdP4+9jZfzdytGVtOqlXx1Ppuzl6dvRKqytkD9FWDnEro7RHjOCMjr9sgeOiKw7YCOUOAj96omFE18yS3689fCdOHE7Zpwa7TunItQikSeen1ChnUpHCqOHneVu8/r+dyJlOl7AH2euok3hq//pjWHbpgr+89fUVrDl7Q/DdLKmvyBHbZF/VyKE/P+Rq/7riaFw3SxathGrHqsH5qmkelMvnbbb5tlEtlvlqiNQfOq2DaxNFC6GS3VE8DAAAAwNNi7JS/1eubH7Vn/0H5eHspX87sGjvoR8X38dHq9Zv08Wffav3mbQoLD7dVvl91e1/58+R03N4zZXb9+EU3TZ01T/MWr1CaoJT67ZteSuqfRC+9/bFWr9+sPDmy6o/vv1DGdGnsbXp89YMmzZijF1s30Wd9f9GZc+dVvXI5/fJlDyVK6BvjOCMjI/XljwP0+9DROn7qtDJnSKcPO3dSg5pV7XoT1P7vo16avWCJgq9cUVCKQL332otq3aR+nDxvAf5Jol3/8off7P6VKV7Yseztbp/rlfYt9O5rLziWZc2UPtrt/texjePntEGp9M6rL+j5dq8qLCxMHh4e2rZrj34dPFLr5k5y3DZ9mqA42ScAwLOJUBoAgKfciYvX1Gn4RnWpnkXVcwUq+Fq4Vuw7p+vXb6w31xsWTKledbLZZb8u3K8WA9do6bulleCWSt2+c/aoW81s6lYrq21X/fLwjUrr763XymdQqsReenPMZhsYD29f0HGbfWeuaPLG4/qzbX5dCgnXW2O26P3x2/RTszwxjrXfvL0au+6YDcAzJPXR8n3n9OrITUoS31MlMiZRn5m7tOtksIa1Kyj/+J72/k1r7Nh8N3ev+s3de9fnZ8FbJW3IHpNC6RJr6IpD2nPqsjIGxNeWoxe1cv95dauZ1a4PDY+0/8bzuHn2uauri+K5u2rl/nM2lN545KLCIq6rdOYbgbSROVkC+5ytvi2UNs+fCfnN89qqWGo1KZTK0SYcAAAAAJ5Ux06cVMuX39ZnXd5SnWqVdSn4spasWG27TxnmeotGdfVtry66ruvq+8sfqt3yJW1dMkO+CW5OjdS778/q0/U9e/nw06/V6pV3lD5tar37WkelTpVCHd/8SJ0/6qXJw/o7bmNC8L8mz9C4P3/SpeBgvfhWF732QQ8N/vHLGMf6xff9NXzsZP3wRTdlSp9Wi5evVpvX3lWAv5/KFC+ibn36advOPfYx/JP4ac++A7oaci3Wff+836/6ot/N8cRkw/zJNmT/N6GhoXZs/3uxjeO74snTZ2zL7qb1aqlMrabae+CQDZV7vNdZJYve/H5+K1P9PGLcZBUvlN8G0sbUmfNsCD1t9nzVav6CfW1Mi+/PurytJH43v7cCAPBfEUoDAPAMhNKmArp67kCl/id8zZ7i5hnhUdW7Ub5skFNZu87Rsr1nVTnHzbmlGhdKpdp5b1Qsv1ouvWr+uEJvVMrgaDdt2lm/MXpztPsy8yeb1temotnoVTebWg5ca4Pt2yuC7bZz92l0x0Iq9E9Qm9bfRyv3nbPBsAmlj5wLUa6UCZUvdSJH5fLdtCoWpNp5Au+6TfKEsVcmv1YuvYJDwlX6q8Vyc3FRxPXrer9qZjUocONgQaZk8W243Hv6TvWpn1M+nm7qv2i/jl4I0YlLNw5KnLx0TZ5uLkp0W3V4gK+nTgXfPHDxf/buAqrJNgwD8E2DdAqiYKIgYovd2N3d3R2/3d3d3d3d3d3YYoFFt/95X2SAAoKCI+7rnB3Z9m17NxD27fnu5+lfISuKZzWBjoYaTj32wOAdD+ATECJfVyIiIiIiouTs/Qd3BAcHo1YVF5nSFXLZ2ymuL1O8cJTtF0wZDfMchXD6wmVUdSmjuLxFw9qoX6Oy/Lp/13YoUb2xTDFXKF1cXtatbXO07zMkyn35BwRg+ayJsLYK2zcUhe+azTth8ogBsLQI64oVLiAgUBaQD25ahsIF8srLMttmwLnL17BkzWZZlH7l9g55HO2RP7ejvD5jhtg7d3Vo3hD1IrXajk7kuc6x2XXwGL56eqFFg9qKy56/fC3/HTN9rmy77ZQzB9Zt3YWKDVvL1LNIeocbPHYqFqxYD18/Pzjnz42dqxZE3M+rN3jl9hbb9h7E8tkTERISin4jJqJRh144vGVlnNZHREQUGxaliYiIUjjRVrtEVhOUnX4Ope3MUMrOFNVyWcIoTViRVLTJnnjoCS48/QIPn0CEhH6HX1AI3L76R7kfh0iFbFFQFewtI12mpwn/4FCZiBZzkwVRsA0vSAsFbIwQ+h1w/ejzS1FatBYXj9twydUolweFhMpCtCBagbdbc1O2GhfPQ7TWLpjROMbnbpxGU57+1O7b77H9xjvZelvMlL771gsj9jyUhewGBayhoaaKZS3yyAS4/cjjUFNVCXuts5vhRxA9zvqUz6L4Ope1AXwDQ7Dg1AsWpYmIiIiIKNkThdKyxQsjX9macCldHC6liqJO1YowNgo74PiDuwdGTJoli9AfPT7LgqgonL52exflfnLZh3WtEizMww6QFrOPw6U1N4O/fwA8vbxhoB82YsnG2kpRkBYK588jW3Q/fvr8l6K064uX8nErN2oX5fLAoCBZiBZEK/CG7Xrixp37KF+qKGpWKo8iBcMK2NERKeOEShqv3LANFcuUiFLEFmOwhHbNGipaiOfN5YDjZy9i5cbtGPdfH8W2fTu3RevGdfHqzVuMnT4fbXoOws7VC2XqWrwmoigvCvh2WcLady+eNgbOlerhkevzX9qBExERxReL0kRERCmcKJRual8AV15+xanHn7D83CtMPOiK/d2dYWOSBj023cEX3yCMqZFDtrHWVFeRKejAkLDW1OHUVSPaSKsg7Gt1tUiX/WgdFhreFzyefAKD5b9rWueDlWHUgrWmelh77HI5zHFlcCkcf+iOU08+ocHiq2hV1AYjfrTTTuj23WP2PUa3MplQK4+VImH+5qsfZp94LovSQu70hjjau6icHR0Y8h1mepqoMucicv+YyS2K7+Lyb35BUdLS7l6BMNeLOaWdz8YIM449kwly0Q6ciIiIiIgouVJTU8OBTctx4coNHDl1DvOWr8PwibNwdt8m2TK6bc/Bct7ztNH/yTbWWpqashW1KAZHpqGu/ss+qHo0l4kC65/w8fGV/+5aswDpLKN23RJrEiqVLQnXK8dw4NhpHDt9XiaSO7dsgkkjBiRq++6Xb9xw7MwFbF46O8rllmnDCuv2dhEHOgs5smb+pahvZmosT6LonCNbFmQuUAaXrt2UqXBRoBevZXhBWt5HtrD7fO32lkVpIiL6ayxKExERpQJix7xQRmN5EoncghNOYf/dj+hUMiOuvPiKCbUdUM4+bEfW7asfPvtE3fH/UyJt/f6bPyx/pKWvvfoGUdsWba9/ZmehJ4uv4jaiVXdMRNFXFITFaXWm1xiz71GMRem/bd8tktuRavGSaOMdPvcsMoMfBedn7j649eYbBlTMKs87WRtAQ00FZ1w/yYS6IJLi4nmGtymPzt23njDSUWdBmoiIiIiIUsx+adFC+eRpaJ8uyFqoHHYdOIpeHVvh/JXrmD1hOCqXKyW3FcVUj89fEuRxRbvtt+8/KtLFl67fgqqqapTiazh7u6zQ0tKUtxGtumNibmqCFg1qyVPxNfkxaMyUGIvSCdW+e9XGHbAwM0GV8mGvUTjRPlzcXiS/I3vy7CUqli0R4/2FF+4DAsP2/4sWzCdbrIsZ3Fky2sjLHj97If+Ny7xrIiKi32FRmoiIKIW7/uorzrh+RqlsprKge+P1N3zyDkS2H4XhTGZpsPX6W5ns9Q4Ixuh9j6GtkTCFUFFQ7bn5LoZXtYNXQAiG7XqAGk6Wv7TuFvS01WWRXLTHFkXfQpmM4ekXjCsvv0BfS10WoScfegKn9IbInlYXgcHfcfSBO7JZhLVkS4z23S725jJtbW2kI9t333nriUVnXqBxwYiZYXtuv4eprqZsVf7gvTeG7X4g24qLVunhxerGBdNj5J5HMNbRkM9z6K6HsiCd/0dR+vD9jzI5nd/WUL5mp598kvO1O5eKmP1FRERERESUXF2+fku2k3YpVUwWdC/fuA33T5+RI1tmeX3WTLZYv3W3nNPs5eUti7w62hGjoP6GtpYW2vYchInDB8DL2xu9h46TReKfW3cL+nq66N2pNfqPmCjbYhcrlA+enl44f+UG9PX1ZBF65OTZyOeUEw7ZsyIgMBD7jpxUJIoTq323KCCv3rQdzerXipIMDy/29+ncBqOnzoWTQw7kzpkDa7bsxKOnz7BxyUzF63/15l15QICxkQGevXgtn4coPot25kK5kkVk2+8OfYZg6qjBcr+8x3+jUb5k0WgL+ERERPHFojQREVEKp6eljovPPmPJmZey6JzeSFsmi0UrbGF6fUf033YPFWddQDojbQyulA2j9j1KkMfOZJoGVRwt0Gz5dXz1DUJ5e3OZyo7JwIpZYaqnKdtjv9p2DwbaGshlrY8eZcM+qNBQV8X4A4/x+osfdDTUZOF6YVMnJJZxNe0x6fATDNpxXxby0xpooblzhijznz94BsiCs7t3gCy218+fDr3LRf1AYlT17DJxLeZhBwR/R+nsppgY6XUQbdBXXniFEXt85Sxq8bqNrJ4dzQqlT7TnRkRERERE9K+Igu7Zi1cxZ8lqeHp7w8Y6HSYPHyhbYQuLpo1FlwEj4FyxLtKns8SYQb0xaPTkBHlsUXitVcUFNZt3xOev31ClfGnMmTA8xu1HDegpC+eT5yzG81dvYGSgL4u1A3t0kNdrampg6IQZePnaDTo6WihWqADWLpiGxHTs9AWZ3m71Y2b0z3q0bwl//0BZTBfP0ckhOw5sWKZIPOvo6GDngSMYPW0OfHz9YGVhjgplimNwz84yGS6I9PiOVQvQa+hYlKvTHLpp0sj51ZNjSIATERHFl8r36PpPEhERUZwMGDAA21cvxtm+hZW9lCRn6mFXHLz3Uc5bppRLHHCgn6MYduzYoeylEBERERGRLADrY2T/brJQmdqJ9PDug8dw9Sj3V1IaLWsHLFy4EB06hB0sQERESR+HFBIRERERERERERERERERUaJhUZqIiIiIiIiIiIiIiIiIiBINi9JERESUKPpVyMrW3URERERERKQ0w/t1Y+tuIiKiJIJFaSIiIiIiIiIiIiIiIiIiSjQsShMRERERERERERERERERUaJhUZqIiCiFKzjhFBafeYGkbNNVN1gNOCRPw3Y/UPZyUgS+pkRERERElBiyFSqH2UtWISlbvWkHNNPZy1Pf4eOVvRyKh1PnLyu+d3Vbd1P2coiIKAGpJ+SdEREREf0pfW11nO1fHGk01BSX7bvzAasvvsYdN0988Q3CkV5F4JjOIMrt+m+7hzNPPuGDZwDSaKmhoK0RhlSxQzYLPcU2Q3c9wOUXX/HovZe8PLpZ1/ffeWHwjvu49cYTprqaaFPMBl1LZ1Jc/+i9NyYffoLbbp5488Ufo6pnR4cSGeP9PF988sWovY9w+cUXBAaHokx2M4yraQ9zfS15/evPfphx7CnOun6Gu1cA0hpooW6+dOhZNjM01cOOJ/QPCsHA7fflWp589EF5e3OsbJk3yuPUyG0p77vt6pvxXiMREREREVFyZ6Cvh7tn9kM3TZoolz948hT/jZ2GMxevIDg4BPZ2WbBpySzYpE+n2Obi1RsYPmkWLl+/DTU1VeTOmQP71i+Fjo62vP7x0+cYNGYqLly5jsCgIOSyz46RA3qgdDFnxX0cP3MBIyfPxt2Hj+UamtWviTGDekFdPeaP5P39AzBg1CRs3r0fAQFBcCldDHMmDEdac7N4FXVd6rX85fJXN0/D0sJcfr1o1QYsWr0RL1+7yfMO2bNiSO8uqFS2pGL7LgNGyOfw9sNH6KVJg8IF8mL8kL7IkS2zovDfrvd/0a7hze2zsDAzjfa6z1++otfQcdh35ARUVVVRu4oLpo/5D3q6uvL6IgXyyLX2GTYeAYFBcX7eRESU9DEpTUREREmCCgALfS3oaUfsoPsGhsA5oxGGVLaL8XZO1gaY0cARp/sVx4a2BfD9O9Bo6TWEhH6Psl3jgtaokdsq2vvw8g9GoyVXkd5YB4d6FMGwqnaYesQVay6+VmzjFxQCW5M0ci0W+pp/9Bx9A8MeR0UF2NqhIHZ3cUZgyHe0WHkdoT/W+8TdG6Hfv2NyXQec7FsMo6rnkIX5CQefKO5HXK+toYa2xWxQIqtJtI+lo6EmX08NNfHKEhERERERpS4qKiqyCKuvF1bsFJ6+eIUytZoie9ZMOLJ1Fa4d24n/enWGtnbYQcLhBelqTTugfMliOLd/E87v34LOrZvKAmq4Wi07IyQkGIe2rMTFg1vh5JAdtVp0xvuP7vL6W/ceokbzjqhQpjguH96OdQunYe/hExgybnqsa+43cgL2HTmJDYtm4tj21Xj34SMatO3xR89fFORFcTf8FLlIbG1liXH/9ZFrv3BgC0oXKyxTyfceRex35nPKiSUzxuH2qX3Yt34Jvn//jqqN2yEkJEReX79G5Sj3L04VShdHySIFYyxICy27DcD9R644sHEZdq5agLOXrqJz/xGK6zU1NeX3LfwAACIiSjlYlCYiIkqiREE0z5iTimJluFYrr6P35ruK1K04n2v0CWQZehSVZl/A6SefYrxPkcIV7ZzvvvVUXPbNL0hedv7pZ8VlD997ocmya/I+xX1323gbn3wC8a/Vz58OfVyyomS2mHdomxfOgCKZTZDBRAdO6Q0wsFI2vP3qj9df/BTbjK1pj9ZFbWBrohPtfWy/8RZBIaGYUd8R2S31UCuPFdoVs8WiMy8V2+TJYIjh1bLL68ITy/El0tpiXbMa5IK9lb48zW7gKNPZZ3+8/mWzm2Nmg1wobWcGW9M0qJjTAp1LZsT+ux8U95NGUx2T6jigmXMGWXgmIiIiIiL6naVrN8M2b0mEhoZGubxOq65o33uIomgrzqd3Kg7jrPlRpHJ9HDt9Psb7fPHaTbZZvnk3YmTQ12+e8jKR2A0n0sLVm3aQ9ynuu1X3AfD49AX/2vCJM2UaeOKw/sibywFZMtqgesWyUYqo/UZORNe2zTCge3vkzJ5NFrBFAVZLK+zgZLFu12cv0b9be1mMzpY5I8YN6QtfPz/cexhW1N2y+4BMTw/t0xVZM9miZJFCmDC0HxasWg8vb59o1/bN0wsrNmzH5JEDUaZ44bCi8PTxuHD1Bi5di38HLPGcRHE3/BS5qF6tQhlULldKrt0uSyaZ4NbTTYPL124ptmnXrAFKFC6IjBmskdcpJ0YN7InXb9/J77kgisaR719NTQ0nzl1Cq8Z1Y1yTSKkfOnEGi6aNQaF8uVHMOT9mjB2Kzbv24+37j/F+jkRElLywKE1ERJREVXeyxBffQJyLVCwW50888kCdvGGJX5+AYJTNYY4tHQrgSM8isl1zyxXX8SZSQTa+RJG63qKrcEynj4M9CmN92/xw9wpEx7URO6c/E48nCtixnWYdf4bEJpLIG6+4wcZEB+kM435U9dWX3+Cc2SRKsbm0nSmeuvvgq2/CtQsT7brF0fqRH0dLQw2qKiq4/DzmD2Q8/YNhpKORYOsgIiIiIqLUp261ivj05StOnrsUpZXy4ZNn0LhONXne28cXlcuVxMHNy3H58DaZ9K3dqgtevXn7x48ritQV67dGbkd7mcrds24xPrp/QpNOvWO8jXg8UcCO7TRx9qJ4rUMU4w8cOyULsSLxa52rGIpVbYhdB44qtvno8Um27LYwNUXJ6o1lAb1cneY4d+maYhtTEyNZyF27ZRd8fH0RHByMJWs2ySKwKCQLgYGB0NaKegCxjraWbM99/fa9aNcnLg8KCkK5EkUUl4lW2TbWVrj4B0Xpgi61YZOnBCo3bIPzl6/HuJ1IPm/auU8+F+cCeaLdRly3etN2ZLJJjwzpLKPdRrweaXS0UbdqxRgf69LVmzAyNED+3I6Ky8TzFQXzyzdi/syBiIhSBs6UJiIiSqKM0migTA5z7Lj5DiV+JIX33v4AE11NFMsS1rI5ZzoDeQo3sGI2HLj7EYfvf0SbYrZ/9LjLz7+Co7U+/ovUMlskiPOPPyWLtFnMI1qfhbM00MLRXkV++3wSy8rzrzBm/2PZ7lusb1P7AvFKM3/0CpCF7MjMfiSQxXUJtfZ8NkZIo6mGsfsfYXAl8fp+x7j9T2Sr8Q9eAdHe5rmHj/yeDK8acwtzIiIiIiKi3zE2MkTFMiWxccdelP1R+Ny+7zDMTIwVs5DF7GRxCjdqQE9ZtBWtp7u0afpHjzt/xTrkcbTH2MERRejF08chc4EycjazKPD+LJ2lBa4c2R7r/ZoYGcZrHaLgLIruU+YuxaiBPWS6+fCJs2jQrgeObF0p08zPX4aNcBozfS4mDRsAp5w5sG7rLlRs2Bo3ju+WBW1xoPHBTctRr003mGQrIAuqFmYmstguXmPBpVRxzF6yGht37EP9GpXw/qMHxs2YL6979yGsxffPxDaamhqyaBuZhbmZvC6uRGp53qSRsvAbEBCI5eu3ony9lji3d6NMPIe78+CxLLz7BwTIlPSWZXPgYJc1yn0tXLkeg8dOk0Vp8X3av3GZbK8dnRUbtqFR7aqxtt1+7+4Bc9OoI6jEjG3xvfwQj+dIRETJE4vSRERESVjdvFbot/UeJtR2gJa6KrbfeIeauS2hqqqiSEpPPfIURx+646NnAIJDv8M/KARuX/3/+DHvv/WSrbxFuvlnol14dEVpdTVVZDL79fJ/RSTHRYtvUdhdeOoFOqy9hd1dCsm5y0mJmZ4mFjfLjUHb72PZuVcyIV0rjyVyWRvIr3/27pu/bKNePVda2aqbiIiIiIjob4hEdOf+wzFnwgjZjnrD9j1oULOKorWzt48Pxkydh/3HTsn5yMHBIfDz98crtz9PSt++/wgnz1+W6eafPXv5OtqitChUirbXCSl8NJZo192zQyv5tSiWi/bYi1dvkkXp8G3aNWuIlo3qyK9Fm+/jZy9i5cbtcg6zmK3c478xshB9YsdamYBevmEr6rTqgvP7N8MqrQVcSheTLcK7DRqJ1j0GQktTU86uPnvpmmJ/PrGIduPiFK5Iwbx49vIVZi1ZhZVzJkdslyWjLPx7enlj295DaNtzMI5uXx2lMN24TnWUK1lU/ixMX7ACTTr2xqld66PM4A6fw/3wyVOsnDMpUZ8bERElbyxKExERJWEu9uYQu8RHH7gjTwYDXHrxBaOqRzpqfe8jOUNazDrOZJoG2hqqaL/mFgJDos4ICxde9/weaUx1UEjUmdU+gSHycYdW+TWZm9ZAK8b23aWmnYv1ufQomxk9y2ZGYjDQ0ZCnzOa6yG9jhBwjjsvEeO0fbc5/R8xldveOOjPb40dyOaFnNotZ0RcHlZQzutVVVWCoowGn0SdgmztqC7T33/xRb9EVFLA1xpS6EUezExERERER/alqLmXQ6ft37D92EgVy55JF0qkjBymuHzh6ipwhPXF4f2TJaCsLro3a95JtpaMTfnCtKNSGCwoOjrKNj48vqrqUxvghfX+5vVVa8xjbd+cuXT3W5zKwRwcM6tERcWVmYiSL3fZ2WaJcLlpkh7e3tvyxnl+2yZoZr93eya9PnL2I/UdP4uODSzDQ15OXzXHKKV+3NZt3yVnUQq+OrdCzQ0uZjDY2NMCLN24YOmE6MttGf8CxpYUZAgODZLvzyGnpj+4e8rq/UTCPE85diWhBLojEc3jhX7Qdv3bzDuYuXYP5k0cptjE00JcnkRB3zpcbFvaFsfPAUZmIjkyksXPntFe0L4+JpbkZ3D9FjCgTRPvzz1+/Ie1fPkciIkr6WJQmIiJKwkTSt4qjBbbfeKtIKTulj9g5vfLyKxoUsEYVx7SK5PTrL34oAuNo789UL6zNlkhVwzrssntvPaNsI1K7++58QAZjHZmAjgtlt++OTHwU8h3fYyzMR6eArSEmHnyCoJBQaPx4zqeefJKvd2Kt21Q37Htx1vUTPHwCUcHBIkpCWhSknawNMLOBY6IfSU9ERERERKmDSLjWquyCDdv34unzVzKlHLml8/kr19G8QS25TXhy+uUbN1HWjPb+wlsxiyRtuFt3H0TZJk8uB+zYdxgZM1jLonBcJEb7blGELZDbUbYMj+zJsxewSZ9Ofi3WKB77121eomLZEvJrX7+wzmQ/76epqKgi9HvU/VDR6lvcn7Bpxz5kSGclk9fREQVdDQ0NmcquU7WCvOyR63O8cnuHwvmjn/UcV7fuPZBtvWMT+v07AgKjHqwdmTjuQBx8IOZlRyZ+RrbuOYixg/v8dh1iZrUouov52eEF7BNnL8l534Xy5o7z8yEiouSJRWkiIqIkrk7edGix4joeffBB3XxRk7+ZzNLgwN0PqOBgDrE7PPmQq9yRjImOhhry2xhizsnnyGCiAw/vQEw65Bplm9ZFMmDdpTfovP42upbOJIuyzz18sevWO0yr5wi1aAqkidW++4tvoGxF/uFbWGr56UcfRXpZnF5+Eut6j1J2prLIK4q5c088l8+zXA6zKHOZRQJczIcW7c3v/ijE21noydnTtfNYYdqRp+iz5R66lc6Eh++9sPTsK4yqnl1xH4HBoXj80Vt+HRT8He+/Bcj70dVUi9dz33jFDdksdOUBAldffsXw3Q/RobgtslqE3Yd4DnUXXkF6Y22ZgBeJ6nCRU9uPPnjLIvpX3yB4BwQrnpNjpBnjRERERERE0bXwrtWyM+4/ckWTulHTyCI5u3P/UVR1KSMLqiMnz5YFw5iI+cHO+XNjytwlyGiTHu4enzBi8uwo23Ru1QTL121Bsy790K9LWzl3+emLV9i8cz8WTRsDNTW1f9K+W+jTpQ2aduqLEoULoFRRZzlTet+Rkzi6dZW8XjznPp3bYPTUuXByCJuvvWbLTjx6+gwbl8yU24gCsUg+t+k5GEN6dwlr371uK168dkPlcqUUjzVt/jJUKFNCFq937j+CKfOWYv3C6Yrn6/buAyo2aI0VsyeiYF4nmUhu3bgOBoycKAvuIoXda8hY+XjO8ShKz16yChkzpIdD9qxyXvSK9Vtx4twl7N+wVLHNkPHTUalsCWSwTgcvbx85Z/zU+cvYt36Joq36lt0H4FKqmJw5LtY6ee4S6OhooVK5klEeb8uuAwgOCfnlZ0m4cuM2WvcYhEObV8DaKi3ss2VBxTIl0KnfMDn3OigoGD2HjpEt5MOL90RElHKxKE1ERJTEFc9iAiMdDTx190GdPFGL0qOq5UDvLXdRfd4lmOhqyoKqV0DUVmk/m17fEX233kPF2ReQ1VxXtulutDSijZelobacxzz2wGM0WnoVAcGhSG+sgzJ2ZvjXgd3D993Ra/NdxflO62/Lf/uWz4J+FbLKOduXnn/BkrMv8c0vCOZ6WnDOZIzdXZxhphdRwBXP98KzL4rzLjMvyH8vDyopi/Oi9ffG9gUweMd9+bqY6GqgT/nMaF44oq3aB88Axe2EBadfyFORzMbY3qmQvGzTVTe53neTK8b4nMT3cfyBx/jqFyTT6KKteccSER+2iHbszz/5ylO+caei3Dby/TZbfg1vvkTMDg9fW2yPTUREREREVKZ4YVn0FGngRrWrRbluyshB6NBnCErVaCKLkf26toWXd9jBuTFZPH0cOvYZisIV68nk9YShfVGlcTvF9aLYeHLXOvw3bpq8PCAgUCaTK5Yprphl/a+IBPi8iSMwee5i9B42HnaZM2HTklko5hwx77pH+5bw9w9E/xETZVtpJ4fsOLBhGbJktJHXm5kaY+/6JRg+cSYqNmglC6uiALxtxVxZxA536MQZTJy9SKaPxX2I6yuVLRmlzbn4HoQnr4WpIwdDVUUVDdv3lK+TmE09Z8LwKM8hW6FyaN6gNob36xbtcxQtwAeOngy39x+QRkcbueyz4+Cm5ShdzFmxjTh4oE2PQXj30R2G+vrIZW8nC9LlSxWT12traeHcpauYs2Q1vnzzRFozUxQvXACndm2AhZlplMdbsWGbfF0jtxwPJ56beI6RW7qvmjsZPYeMlQV58f2vXaUCZoz9L47fQSIiSs5Uvkce+EFERETxMmDAAGxfvRhn+xZW9lKSNVHMFYnhR6PLITmbctgVF559VhSpk4I6Cy8jZzp9jKlhnyj332z5dejnKIYdO3Ykyv0TEREREVH86OvrY2T/brK4mlqt3rQDfUdMgPvDy0hJfH39YOlYBHvWLkapoklnvzMxtO01GF+/eclifnS0rB2wcOFCdOjQ4Z+vjYiI/sy/PRSNiIiIKAae/sHIMvQoxu5/hOTq+CN3DKtih6Rg2/W38vUUSXIiIiIiIqLU5punF4yz5sfgsVORUpw8fwllijmn6IL02UtX5fdNzD0nIqKUhe27iYiISOmqOqZFoYxG8mvRSju5OtC9CJKKig4WyGdjmOxfUyIiIiIioviqXbUCihbKJ782Mvi1rXRyVaV8aXlKyfI7OeLKke3yaz3dNMpeDhERJSAWpYmIiEjp9LTV5YkSDl9TIiIiIiJKrfT1dOWJkh8dHW1kzWSr7GUQEVEiYPtuIiIiIiIiIiIiIiIiIiJKNCxKExERURSvP/vBasAh3H3rqeylEBERERERUSr04rUbNNPZ4+bdB8peChERESUQFqWJiIiI4mjqYVdZsI98Kj7lbJRt/INCMHjHfTiMPI4sQ4+i7eobcPcKiLXo7+0fjLoLL6Pk1LN4+9X/nz4nIiIiIiIiSj5GT50rC/aRT44lqkTZxt8/AD0Gj4ZlzsIwzpofDdr1wAd3j1iL/l7ePnCp1xJOparhzdv3//Q5ERFR6sBBg0RERJSqvPnih/TGOn98++xp9bC5QwHFeTVVlSjXj9jzCEcfumNxs9zQ11bHkJ0P0Hb1Tezu6hzt/Xl4B6LpsmtQVQV2di4EE13NP14bERERERERJX2v3ryFTfp0f3x7h+xZcXDTcsV5dbWoH/P3GzkBB46exoZFM2FooI+eQ8agQdseOLV7fbT35/7pM6o37QBVVVWc2LEGpibGf7w2IiKimLAoTURElAqFhn7HgtMvsPbSa5nMNdPXQnPn9OhVLssv24aEfkf/bfdw1vWzTPxaG2mjZVEbtC9uq9jm/NPPGLP/ER6994GGmoos3M5r4oQMxjq499YTw3c/xK03nlBRATKZ6WJyHQfkyWD4z56vl38w9tx+j83X3uLRey88GFXuj+9LXVUFFvpa0V7n6ReEDVfeYH5jJxTPaiovm9HAESWnnsO1l1+R39YoyvZuX/3QcMk1WBlqYWXLvNDV4lszIiIiIiJKHUJDQzF9wXIsW7cFr9++Q1ozM7Rr3gCDe3b6ZduQkBB07j8cJ89dwnt3D2RIZ4VOrRqje7sWim1Onb+MwWOn4v4jV2hoqMPBLitWz58C2/TWuHXvIfqNmIBrt+5CRUUFWTPZYv7kUcif2/GfPV9PL29s23MQa7bsxL1Hrvhw/+If35coQltamEd73TdPL6zYsB2r501BmeKF5WVLpo+HU6mquHTtJpzz54my/Wu3d6jcqC2srdJi24q50NPV/eN1ERERxYaffBIREaVC4w8+xrpLbzCqeg4UymSMD54BcP3oE+22od+/w8pQWyZ/TXQ1cOXFV/Tfdh9p9bVQI7clgkNC0XrVDTQtlB4LmuRGYHAobr7+hvD8cNcNd+BorY+JdRygpqKCe++8ZOE6Jk2WXcOl519ivD69sTZO9S0ep8L7GddPshC9/+4HWBloo24+K8xq4BglNV1q2rlY76dH2czoWTaz4vwzD1/kGXMSWhqqyG9jhP8qZ1Mkr2+7eSIo5DtKZAsrSAvZLPRkIf/qT0Xppx99MHr/Y+RObyBfNy11TlUhIiIiIqLUY8j46Vi+fiumjByEYoXy4f0HdzxyfRZjAdvayhIbFs+EibERLly9gS79R8jCbP0alREcHIx6bbqhbZP6WDN/KgKDgnDlxh2o/NgzbdmtP/I42mPOhBFQU1OVRWp19Zg/Ghep4bOXrsV4vU16K9w6ufe3z1Gs+/iZC1izZRd27j8CaysLNK5TA0tnToiSms5dunqs9zOwRwcM6tFRcd71+UvY5i0JbS0tWWQeO7i3Inl9/fY9BAUFoVyJIortc2TLDBtrK1z8qSj9+OlzDB4zFfly58Ta+dOgpcXOXURElHhYlCYiIkplxPzipWdfYVxNezQoYC0vy2iaBs6Zom/PpaGmiv4VsirO25ikwbVXX7H79ntZlPYKCIanfzDK25vL+xHs0upFSQN3KZVRFmeFzOaxH3U9rV5OOZc5JupqsRdvn7r7YNNVN2y7/g6+gcGo7mSJze0LoGDGX5+fpYEWjvaK2FGPjlEaDcXXeW0MMauhI7KY68pC/vSjT1FrwWWc7FMMetrq+OgVAE01FRjqRNxGMNfXhLt3xFxpocemO3JNS5rl+aUFOBERERERUUom5hfPXbYGs8YORYsGteRlWTLaoJhz/mi319DQwIj+3RXnM9mkx6WrN7F1z0FZlBYpZJEQruJSSt6PYJ8tS5Q0cJ/ObWVxVsiWOWOs61s4dQz8/P1jvF4ksWMjir2rN+/E+q274ePnh3rVK8l220UK5v1l23SWFrhyZHus92diFNFprFA+JyydOR52WTLh/Ud3jJ02D2VrN8ONE3ugr6eL9x89oKmpASNDgyj3YWFuJq+LrE3PQShaMB82Lp4JNTW1WNdARET0t1iUJiIiSmWefPRGQHAoSmQzifNtVpx/hQ1X3GSB2T8oFEEhociZTl9eZ5xGEw0LpJMJ55LZTGVKuIaTJdIahLW47lgiI/puvYet19/K60SROLx4HR2Ryv4botX4hWdf0KJwBoysnh06GmqxFrhFO/G4Kpcjoj2ag5U+8tkYouCE07JA36RQ+nits4KDBQ7e+yhT3OI1ISIiIiIiSi0ePnmKgIBAlImU5v2dBSvWYeXG7bLA7OcfINPQuXPmkNeJ9HSLBrVRtUl7lCtRFOVKFpGFYKu0FvL6nh1aoVO/YVi/dRfKliiKutUrKorX0RGtrP9GlwEjcPrCFXRo0RBTRgyCjk7M+7kisS3aicdVpbIlFV87OWRHobxOyFqoHLbuPoDWTerFa53VKpTF7oPHsGP/Efl6ERERJSYWpYmIiFIZ7ViKtNHZefMdRu99hBHVssv203paaph/6gVuvPqm2GZmg1xoW8wWJx55YPet95h08Ak2tS8gt+9XIStq57XC0QfuOP7IA1MPu2JB09yo4pg2Udp3j66RAxsuu2HHzXfyMevktUK9fOmQ3TIivf037bsjE4nozGZp8PyTrzwvZk0HhnzHN7+gKGlpd69AmOtFnUPds1xm2Fvpo8v62/j+HTJ1TkRERERElBpoa8fvYORNO/dh4JgpmDx8gGw/LRLBYh715eu3FduI9HDXts1w+ORZbNl1ACMmzcKBjcvk9sP7dUOj2lVx4NgpHDp+BqOnzcHaBdNQq7JLorTvnjpqMFZu2CbXvf/IKTSqUw1N69VAzuzZftn2T9p3RyYS0SL57frilTxvaWGGwMAgfP3mGSUt/dHdQ14XmbjPXPZ2aNG1P75//y5T50RERImFRWkiIqJUJpNZGmhrqOLMk89o6hxzYjmcmCFdIKMRWhWNOIr85Y8ibGS5rA3kSRRxq829KIvC4TOURbtrcepYMiM6r7uFTVfcYixK/237bsd0BhhXy0AW0Y88cMeWa25wmXUe2dPqyeK0KJCL4vGftO/+mU9AsHwtxP0KTtYGcl62mGVdLVdYkVnM6nb76o8CkeZJh+tTPgtE5+6uG0Rh+jtq5rGKdS1EREREREQpQbZMttDR1saJMxeQqWn9325/4coNFCmQF51aNVFc9uxHETayvLkc5Glg9w4oUb0RNu7Yp5ihLNpdi5NITTfr3BerNu6IsSj9t+27xfzqmeOGYvKIAdh39CTWbN6FQhXqImf2rLI43bBWVTkP+0/ad//M28cHz16+RtO6NeT5fE45Zbvz42cvok7VCvKyR67P8crtHQpHmicdbkjvLlBVVUXLbgPkfmmDmlViXQsREdGfYlGaiIgolRFJ6W6lM2Hs/kfQUFdBoYzG+OQdiEcfvKNtQS2K2Fuuv5UpaBsTHdmG++YbT9gY68jrX332xZpLb1DRwUK27BYznZ95+KJ+/nTwCwrBmH2PZIE2g4kO3n3zx80331A1V9pEa98dTlNdVT6OOHl4B2L7jbfYcu0tZh1/hvsjy/5R++5Rex/Bxd4cGYx18N7TH1OPPIWqqgpq/SgmG+hooHHB9Bi55xGMdTTknOmhux7KgnR4gf5nvcplkTOlu268g9DvkEVzIiIiIiKilExbWwv9urbD4HHToKGpIecae3z6jPuPXKNtQS3aW6/dukumoDNmsMa6bbtx9dZdZMwQtg/7/NUbLF27GdUrlIGVpQUeu76A67OXaFavJvz8/DFozBTUqVYRGW2s4fb2A67duotaVaIvSCdE++5wmpqaqF2lgjy5f/qMDdv3yAL1hFkL8f7exT9q3z1w1GRUrVAaNumt8e79R4yeOgdqqqpoWLuqvN7QQB+tG9fBgJETZTHbQF8PvYaMlQXp8AL9zwb37AQ1VTVZmA4N/S5T5URERAmNRWkiIqJUqPePQuiUw6744Bkgk8NiBnN0mhfOgLtvPdFp3S2oqEAWYFsWyYATDz3k9WJms0gDb7l6E198A2FhoIXWRW3Q3DkDgkO/44tPELpvugMPrwCY6GrKhHQ/l6z/9Pma6WmiQ4mM8iRmav8pUVQX7bbF8zTV05QF/X3dCsv7DzeqenaZfm635iYCgr+jdHZTTKztEOv9di+TGaoqKvJ1+o7vqJM3LHlNRERERESUUg3p3Rnq6moYPWUO3n5wh5WFGdq3aBTttu2bN8TNuw/QtFMfqKiooGGtKujYsrFsxS2k0dHGI9dnWLtlJz59+QorC3OZqha3Cw4Olpe16TEIHzw8YGZiLBPSI/p1/6fP19zUBD3at5Snh0+e/fH9vHn3Hs279JPPSdynKOif2btRfh1u6sjBUFVRRcP2PeXsbpfSxTBnwvBY73dA9/byoOvWPQbKxHTjOtX+eI1ERETRUfku/sIQERHRHxkwYAC2r16Ms30LK3spRErRbPl16Ocohh07dih7KUREREREBEBfXx8j+3eTxU+ilErL2gELFy5Ehw4dlL0UIiKKo9iHMhIREREREREREREREREREf0FFqWJiIj+UiibjlAqxp9/IiIiIqKkR8wFJkqpRPNXNoAlIkp+WJQmIiL6CwYGBvjiE8Adfkq1PvmGwMjISNnLICIiIiKiHwwM9OH+6bOyl0GUaMJ/vrkvSkSUvLAoTURE9BfKlCmDrz4BuPj8i7KXQvTPuX31w+3XX1C6dGllL4WIiIiIiH4oU6Ys9h4+gdDQUGUvhShR7D10HCoqKihZsqSyl0JERPHAojQREdFfKFKkCOyz26HH5vs4//QzQpiYplRAtEm7/cYTrVffhpmpCWrWrKnsJRERERER0Q+tW7fGwydP0aHPULx2e6fs5RAlmMDAQOzYfxgDRk9BtWpVYWlpqewlERFRPKh85/AFIiKiv+Lm5oYK5cvh/sNHMEijBeM0mlBRVUncB/3+HSEhoQgNDZFHB6upqSf+Y1LS8/07goODZZFYVVUVampqgEri/+x5+gXhs7c/rCzT4uChw3ByckrcxyQiIiIionhZuXIlOnbsKIt41laW0NbSRHIkPrgO3+dRV1eHamLv76RQ4jUMTeavoRib9vHTJ/j4+Mqudbt27YK+vr6yl0VERPHAojQREVECEG3RLl26hJMnT+Lbt2+J+ljv3r3Dvn378OXLFxQrVgzOzs5hxUhKvanl27dx/PhxaGpqonLlysicOXOiPqauri4KFy4s23ZraGgk6mMREREREdGfEfume/fuxePHjxEQEIDkuJ+9Y8cOPH/+HA0bNkSGDBmUvaRkXZTeunWr/DyhUaNGsLKyQnIjDsg3NTVFpUqVkDNnTnmeiIiSFxaliYiIkgnxIcKoUaMwefJk5M6dWx75nitXLmUvi5KI169fo3379jh06JBs1zd9+nQYGRkpe1lERERERER/VJBu1aoVNmzYIBOxVapUUfaSkj1vb2+UL18erq6uOH36NBwcHJS9JCIiSmVYlCYiIkoGrl69KnfIxRHuw4cPx8CBA5lQpV+It3XLli1Dnz59YGBggCVLlsjkNBERERERUXLar+nZsyfmzp2L9evXy2QvJYzPnz+jVKlS8t+zZ88iU6ZMyl4SERGlIqrKXgARERHFno4eMmSIbJUsWjOL4vTQoUNZkKZoifZl7dq1w927d+VR7yJN0LZt20RvKU9ERERERJRQRowYgTlz5mDhwoUsSCcwExMTHD58GDo6OnBxcZHtvImIiP4VJqWJiIiSKFGAFm2YHz16hGHDhmHQoEEsRlOcibd4S5cuRd++fWFoaChT02L2FhERERERUVIlxhCJfZhJkyZhwIAByl5OivXixQsUL14cxsbGOHXqlCxWExERJTYmpYmIiJJwOloUoUVxWhSlWZCm+KamxYxpkZq2t7eXbbyZmiYiIiIioqRKjCISBenBgwezIJ3IMmbMiCNHjsiktOiwJeZNExERJTYmpYmIiJKQa9euydnRTEdTYqamxdcVK1ZU9rKIiIiIiIikLVu2yFbdHTt2xLx58+RBtpT4xEHwZcuWRaFChbB3715oa2sre0lERJSCMSlNRESURNLRYla0s7Mz1NXVmY6mREtN58iRQ7bxFueZmiYiIiIiImU7ePAgmjZtKovSc+fOZUH6HypQoAD27NmDc+fOoXHjxggODlb2koiIKAVjUpqIiEjJrl+/jpYtW+Lhw4eyEC1albEYTYlFvPUT86VFatrIyEi2yKtQoYKyl0VERERERKnQ2bNn5f5IuXLlsH37du4LK8m+fftQq1YtNGnSBCtWrICqKrNsRESU8PjXhYiISEkCAwNlEVq0yQpPRw8fPpw74ZSoROqgQ4cOitS0aOMtUtOenp7KXhoREREREaUiN27cQNWqVeU+8ebNm7kvrETi+7B69WqsWbMGvXr1kgczExERJTQmpYmIiJSUjhazox88eCDbdv/333/cAad/TrwNXLx4Mfr16wdjY2M5a5qpaSIiIiIiSmyPHj1CiRIlYGtri2PHjsHAwEDZSyIAixYtQqdOneQB86NGjVL2coiIKIVhUpqIiOgfp6PFzp04Ely0w7py5QpGjBjBgjQpLTXdsWNH3LlzB3Z2djI1LVLUTE0TEREREVFiefXqFVxcXGBubo4DBw6wIJ2EiP3DiRMnYvTo0Zg+fbqyl0NERCkMk9JERERKSEcPGTJEpqM1NTWVvSwiSbwlFEfF9+/fX6amxaxp8UERERERERFRQvnw4QNKliwpD9gW86Stra2VvSSKxuDBg2VxWuwXtmnTRtnLISKiFIJJaSIiokQmdrZFGtrZ2VmRjh45ciQL0pTkUtOiTZtITWfLlk228RZHyTM1TURERERECeHr16+yO5PYxzh69CgL0knY+PHj5f5h+/btsXXrVmUvh4iIUggmpYmIiBLRjRs3ZDr6/v37TEdTsktNi1nTpqam8uj48uXLK3tZRERERESUTPn4+MiCtNg3Pn36NBwdHZW9JPqNkJAQNG/eXBal9+zZI79/REREf4NJaSIiokRMR4vZ0cLly5eZjqZkl5q+e/cusmbNKtt4i9S0l5eXspdGRERERETJTEBAAOrUqYObN2/KGdIsSCcPampqWLVqleyiVbt2bZw7d07ZSyIiomSOSWkiIqIEJna0RTr63r17MhktEtIsRlNyFRoaqpg1zdQ0ERERERHFN23bqFEjmbTdv38/ypYtq+wlUTz5+fmhcuXK8rOOkydPIk+ePMpeEhERJVNMShMRESVgOlqkoQsWLCgLeSIdPWrUKBakKVkTc9A7d+4sZ01nyZJFpqZFipqpaSIiIiIiio3IQnXo0AE7duzApk2bWJBOpnR0dLB7927ZRUukph8/fqzsJRERUTLFpDQREVECpqNFu2ORjh46dCiL0ZTiiIMtFi5ciAEDBsDMzEympsuVK6fsZRERERERURIjPnLu27cvZsyYgTVr1qBZs2bKXhL9JQ8PD5QsWRLe3t44e/YsbGxslL0kIiJKZpiUJiIi+gtBQUEyDR05HT169GgWpCnFpqa7dOkiU9OZMmWSbbxFipqpaSIiIiIiimzs2LGyID1nzhwWpFMIcWDykSNH5Kxp0UHr48ePyl4SERElM0xKExER/aFbt27JdLQo0A0ePBjDhg1jMZpSDXEQxoIFCzBw4ED54cTy5cvZjo+IiIiIiGQhukePHrIwPWTIEGUvhxKYq6srSpQoAUtLS5w4cQJGRkbKXhIRESUTTEoTERH9QTpapKELFCiA4OBgXLp0CWPGjGFBmlJdarpr1664ffu2TE2LNt4iRS1auRERERERUeq0evVqWZAWrbvFaCtKecRs6cOHD+Ply5eoVq0afH19lb0kIiJKJpiUJiIiigdRgBPpaPGvSEeL2dFaWlrKXhaR0lPT8+fPl6lpCwsLOWuaqWkiIiIiotRl586dqFevntxnXrJkCVRUVJS9JEpE4gB9cXBy8eLFsXv3bh6oT0REv8WkNBERURzT0SINLdLR4uvwdDQL0kRhqelu3brJgzVsbW2ZmiYiIiIiSmWOHTuGhg0bok6dOli0aBEL0qmAs7Mzdu3aJVt4i7nhISEhyl4SERElcUxKExERxSMdPWjQIDk7msVoorilpsWs6TJlyih7WURERERElEguXryI8uXLyznDokjJxGzqwoQ8ERHFFZPSREREcUhHBwYGyh3tsWPHsiBNFMfUtI2NjWzjLWZPMzVNRERERJTy3LlzB1WqVEHevHmxbds2FqRToVq1amHFihVyjFO/fv3ADBwREcWESWkiIqIYdqzFUb63bt2Sic/hw4ezGE30B6npefPmyQ4DadOmlanp0qVLK3tZRERERESUAFxdXWU62tLSUrZwNjIyUvaSSInmzJmDHj16yIP7hw4dquzlEBFREsSkNBER0U/paJGGzp8/PwICAmQ6ety4cSxIE/1harp79+4yNZ0hQwbZxlukqJmaJiIiIiJK3tzc3GTLbgMDAxw6dIgFaZL7fqNHj5Yjz+bOnavs5RARURLEpDQREdFP6eibN2/KdPSIESNYjCZKwNS0+GBCpKZFkoKpaSIiIiKi5MnDwwMlS5aEj48Pzp49Kw9AJRJEqUG08J4+fTpWrVqFFi1aKHtJRESUhDApTUREqV5wcLBMQ4t0tL+/v0xHjx8/ngVpogROTYtWbiI1nT59epmaFkfSiw+yiIiIiIgoefD09ESlSpXw6dMnHDlyhAVpikJFRQVTp05F27Zt0aZNG+zatUvZSyIioiSESWkiIkrV7t69K9PRN27cwIABA2Q6WltbW9nLIko1qWkrKyuZmi5VqpSyl0VERERERLHw8/OTBelbt27h5MmTyJMnj7KXRElUSEgIGjVqhN27d2P//v0oV66cspdERERJAJPSRESUqtPR+fLlg6+vLy5cuIAJEyawIE30j1PT6dKlk228mZomIiIiIkq6goKCUL9+fVy9ehX79u1jQZpipaamhrVr18oOWTVr1sSlS5eUvSQiIkoCmJQmIqJU5969ezIdff36daajiZJAanrOnDkYPHiwTE2vWLFCzqcjIiIiIqKkk3pt1qwZtm3bhj179qBixYrKXhIlE+LAY/Hzcv/+fZw+fRqOjo7KXhIRESkRk9JERJSq0tEiDS3S0WLHiOlooqSRmu7Zs6dsAShS06KNtzjP1DQRERERkfKJPFPXrl2xefNmrF+/ngVpihddXV3s3bsXtra2cHFxwdOnT5W9JCIiUiIWpYmIKNWko4sUKYKhQ4eid+/eMiVdqFAhZS+LiH7Ili2bnEs3Y8YMLFmyBLlz55ZH0hMRERERkfL8999/WLRokXyPXq9ePWUvh5IhIyMjHDp0CAYGBihfvjzc3NyUvSQiIlISFqWJiCjVpKO9vb1x/vx5TJw4kelooiQ6d6xXr14yNW1paSlnTTM1TURERESkHGLfWZymT5+ONm3aKHs5lIxZWFjgyJEjshV8hQoV4OHhoewlERGREnCmNBERpVhiZpGYHX3t2jX069cPo0aNYjGaKJkQH1bMnj1bJjOsra3lrOkSJUooe1lERERERKnCwoUL0blzZwwfPlzuSxMlhMePH6N48eKynfexY8dkepqIiFIPJqWJiChFpqPF0dx58+aFl5eXTEdPmjSJBWmiZJaaFq32b9++LVPTYta0SFH7+voqe2lERERERCnahg0b0KVLF3Tv3h0jR45U9nIoBbGzs5OtvJ88eYIaNWrAz89P2UsiIqJ/iElpIiJKceno1q1b4+rVq+jbty9Gjx7NYjRRCkhNz5o1C0OGDEH69OllalocXU9ERERERAlr7969qF27Npo0aSLfd6uqMtNECe/cuXNwcXFBuXLlsH37dmhoaCh7SURE9A/wXQUREaWYdLRIQ4t09Ldv3+QOzuTJk1mQJkohqek+ffrg5s2bchZZyZIlZYqaqWkiIiIiooRz6tQp1K9fH9WqVcOyZctYkKZEU6xYMezYsUOmplu2bCkPRCYiopSPSWkiIkr2Hjx4IGdHh6ejxbwrHR0dZS+LiBI5NZ0hQwYsX76cqWkiIiIior8k9qfLli2LQoUKybQ0D/Cmf2HLli1o1KgROnTogPnz50NFRUXZSyIiokTEw92IiCjFpKPPnj0r09EsSBOljtS0mZkZU9NERERERAkwBqtSpUpwcHDAzp07WZCmf0Yk85csWYKFCxfKA4+JiChlY1KaiIiSbTpazI6+fPmyYnY0i9FEqS81PXPmTAwdOlSmpsXMO9EGjoiIiIiI4ub58+ey85CpqSlOnjwJExMTZS+JUqHp06fLz3ZE8GDAgAHKXg4RESUSJqWJiCjZFaFEGlqko798+SJnR0+ZMoUFaaJUmpoWH1yEp6ZLlCghU9RMTRMRERER/d67d+/g4uIi96cPHz7MgjQpjdiPGzZsGAYOHIjFixcrezlERJRImJQmIqJk4+HDh3J2tEhHix2WMWPGsBhNRIoDVmbMmCFT0zY2Nli5ciWKFi2q7GURERERESVJnz9/RqlSpeTB3mIUVsaMGZW9JErlRJmiZ8+emDt3LtavXy9nTRMRUcrCpDQRESWLYpNIQ+fJk0exwzx16lQWpIkoSmq6X79+MjUtWg+KFoQiRe3n56fspRERERERJSne3t6oUqWKTEofOXKEBWlKElRUVOR4pmbNmqF58+bYt2+fspdEREQJjElpIiJK8uloMTv60qVLTEcTUbxT07a2tnLWNFPTRERERESAv78/qlWrJjuQHT9+HAUKFFD2koiiCA4ORv369XHw4EEcOnQIJUuWVPaSiIgogTApTURESbaoJNLQIh396dMnnDlzhuloIop3atrY2FimpsV5pqaJiIiIKLUX+xo3boxz585hz549LEhTkqSuro4NGzbIA4vFARTXrl1T9pKIiCiBsChNRERJzqNHj1CiRAkMGDAAXbt2lYWlYsWKKXtZRJTM5MiRQ37gNmnSJDmXTBzkcuHCBWUvi4iIiIjonwsNDUXbtm2xd+9ebN26Vc6TJkqqtLW1sXPnTjg4OKBixYp48OCBspdEREQJgEVpIiJKUunoadOmycKRh4eHTEeL82nSpFH20ogoGaem+/fvjxs3bihS0+I8U9NERERElFqI6Y29evXCmjVrsHr1alStWlXZSyL6LX19fezfvx9WVlZwcXHBixcvlL0kIiL6SyxKExFRkklHizlBoljUuXNnpqOJKEHZ29vj7NmzmDBhAubMmYO8efPi4sWLyl4WEREREVGiGzFihHwPvGDBAtm+myi5MDExweHDh2Vyunz58nj//r2yl0RERH+BRWkiIkoy6eiPHz/i9OnTmD59OtPRRJQos8nEWACRmjY0NJQHvjA1TUREREQpmdi/HjNmDCZOnIiOHTsqezlE8SaS0keOHJH7bRUqVMCXL1+UvSQiIvpDKt9F/xYiIiIlePz4MVq3bi1nvPbs2RPjxo1jMZqI/ong4GB5QMzw4cOROXNmrFixAoULF1b2soiIiIiIEszy5cvlHOlBgwbJjkFEydn9+/dlh71s2bLJIrWenp6yl0RERPHEpDQRESklHS2O1s6dO7ciHT1jxgwWpInon6amBw4cKFPTBgYGMjUtUtT+/v7KXhoRERER0V/bunUr2rdvj06dOmH8+PHKXg7RX3NwcMDBgwdx79491KpVCwEBAcpeEhERxROT0kRE9M/T0W3atMH58+fRo0cPuXPMYjQRKTs1PXXqVDlrT6SmV65cCWdnZ2Uvi4iIiIjojxw6dAjVq1dHvXr1sHbtWqiqMpdEKcepU6dQqVIlVK5cGZs3b5YHHBMRUfLAdyRERPTP0tEiDS3S0e/fv5c7ETNnzmRBmoiUTnyIIVoaXr9+Hfr6+ihatKhMUTM1TURERETJzblz51C7dm05e3fVqlUsSFOKU6pUKdkJYM+ePWjXrh1CQ0OVvSQiIoojvishIqJE9+TJE7nT0LdvX3Ts2BG3b99GiRIllL0sIqIocubMKbs4iPn24qCZfPny4fLly8peFhERERFRnNy8eRNVq1ZFoUKFsGXLFmhoaCh7SUSJQvycr169Wp569+4NNoMlIkoeWJQmIqJEI45WFYWd8HT0yZMnmY4momSTmtbV1UWRIkXkeaamiYiIiCipj8oS6ehs2bJh9+7d0NHRUfaSiBJV48aNMX/+fMyePRujRo1S9nKIiCgOOFOaiIgShaurK1q3bo2zZ88qZkeLAg8RUXKaNT1lyhSMHDkSWbJkkbOmReqEiIiIiCgpefXqFYoXLw49PT2cPn0aZmZmyl4S0T8zceJEDB48WI6M69Wrl7KXQ0REsWBSmoiIEjwdPWvWLDg5OeHt27dydrQ4z4I0ESXH1LT4cOPatWuK1LQ4HxAQoOylERERERFJHz9+hIuLC9TU1HDkyBEWpCnVEZ2tBg4cKNt4r1ixQtnLISKiWDApTURECZqObtOmDc6cOYPu3btjwoQJLEYTUYpJTU+ePFmmpkVLRJGaLliwoLKXRURERESp2NevX1GmTBk5Lkvsh2fNmlXZSyJSClHi6Ny5M5YsWYLNmzejbt26yl4SERFFg0lpIiJK0HS0m5ubnB0tZvqwIE1EKSk1/d9//8lZ02I+X+HChZmaJiIiIiKl8fX1RbVq1fDy5UscPnyYBWlK1VRUVDBv3jw0aNBAzpoW/yeIiCjpYVKaiIj+CtPRRJTaMDVNRERERMoUGBiIGjVq4OzZszh27BicnZ2VvSSiJCEoKAi1a9fGiRMnZDv7okWLKntJREQUCZPSRET0x+lokYYW6eg3b97IN/xMRxNRakxNi1nT4jxT00RERESU2EJCQtCsWTO5D75r1y4WpIki0dDQwJYtW1CgQAFUqVIFt27dUvaSiIgoEhaliYgo3p4+fSrnVvXs2RNt27bF7du3Ubp0aWUvi4jon3J0dMSFCxcwatQoTJ06Ffnz58fVq1eVvSwiIiIiSqFEw8uOHTti+/bt2LRpE8qVK6fsJRElOeLA4T179siW9hUqVMDjx4+VvSQiIvqBRWkiIopXOnrOnDkyHf369Wt5ZLY4r6enp+ylEREp7Uj8IUOG4Nq1a9DS0pKzpsV5pqaJiIiIKKEL0v369cOyZcuwfPly1KpVS9lLIkqyDAwMcPDgQZiamsLFxUV+hkVERMrHojQREcXJs2fPULZsWfTo0QOtW7dmOpqIKJJcuXLh4sWLcs70lClTZLs4UagmIiIiIkoI48aNw/Tp0+XYrBYtWih7OURJnpmZmZwrraqqKgvTHz9+VPaSiIhSPRaliYjot+nouXPnyoLLy5cvcfz4cXme6Wgiol9T00OHDpUtvMXXYr6fOM/UNBERERH9DbEPPmzYMIwZMwbdu3dX9nKIkg1ra2tZmP769SsqVaqEb9++KXtJRESpmsp30fuFiIgohnR0mzZtcOrUKXTp0gWTJk1iMZqIKA6CgoIwceJE+cFh9uzZsXLlSjlzmoiIiIgoPlavXo2WLVuiT58+mDp1KlRUVJS9JKJk586dOyhVqhRy5syJQ4cOIU2aNMpeEhFRqsSkNBERRZuOnjdvnpwdHZ6OFudZkCYiihuRlBZplsipaXGeqWkiIiIiiqtdu3bJA8Xbtm3LgjTRXxDd//bv348bN26gbt26CAwMVPaSiIhSJSaliYjol3S02OE9efIkOnfujMmTJ7MYTUT0l6npCRMmyNR0jhw5sGrVKuTLl0/ZyyIiIiKiJOzYsWOoUqUKatSogY0bN0JNTU3ZSyJKMf+vatWqhfXr1/P/FRHRP8akNBER/ZKOfv78uXyjPn/+fBakiYj+kkhKDx8+XKam1dXVUahQIZma5tH5RERERBSdS5cuoWbNmihTpgzWrl3LwhlRAilXrpw8yGPbtm3o1KkTmNcjIvq3WJQmIiJZhC5fvjy6deuGFi1ayFk7ZcuWVfayiIhSlNy5c+Py5cuyQC3mTRcoUADXr19X9rKIiIiIKAkR++OVK1dGnjx5ZOFMS0tL2UsiSlFq166N5cuXY+nSpRgwYAAL00RE/xCL0kREqTwdLdLQYraOaNt99OhReV5fX1/ZSyMiSvGpaZF4EalpcZ6paSIiIiJ6+vQpKlSoAFtbW+zduxe6urrKXhJRiiQCGbNnz5az2sWoJSIi+jc4U5qIKBWno8Xs6BMnTsiWRWJ2NIvRRET/dtb0+PHjMXbsWDg4OGDlypXImzevspdFRERERErg5uaG4sWLQ1NTE2fOnIGFhYWyl0SU4o0ZM0YeJDx37lx07dpV2cshIkrxmJQmIkqF6egFCxZESUeL8yxIExH9+9T0iBEjcOXKFaioqMjUtDjP1DQRERFR6uLh4SET0iEhIThy5AgL0kT/yNChQ9G7d285zk7MbyciosTFpDQRUSry4sULmY4+fvw4OnbsiClTprAYTUSUBIhCtEhNjxs3Djlz5pSpaTFHkIiIiIhSNk9PT5QrVw4vX77E2bNnYWdnp+wlEaUqojzSrl07rFq1Ctu3b0eNGjWUvSQiohSLSWkiolTyBnvhwoUyHe3q6iqPvBbnWZAmIkoaRJvGkSNHytS0ULBgQXmeqWkiIiKilMvPz08WwJ48eYJDhw6xIE2kBKJr1eLFi1G7dm00aNBAjrkjIqLEwaQ0EVEKJ462FunoY8eOMR1NRJQMMDVNRERElPIFBQWhTp06cl9dHDherFgxZS+JKFULCAiQB4mcP39e/r8U45WIiChhMSlNRJRCiWOOFi1aBEdHRzx+/BiHDx9mOpqIKBmlpi9fvix/l4vU9KhRo5iaJiIiIkohxOzoli1bynT0jh07WJAmSgK0tLRk+24nJydUrlwZd+/eVfaSiIhSHBaliYhSaDraxcUFnTp1QpMmTeQbaXGeiIiSj7x588p23v/99x/Gjh0rj9S/deuWspdFRERERH9BHHTYrVs3bNq0CevWrUPFihWVvSQi+kFXVxf79u2DjY0NKlSogGfPnil7SUREKQqL0kREKTwdLc4bGBgoe2lERPSHqWmRkhap6dDQUBQoUECeF+0eiYiIiCj5GTJkiOxiJmbY1q9fX9nLIaKfGBkZ4eDBg9DT00P58uXx9u1bZS+JiCjFYFGaiCgFpaPFUZwiHd24cWOmo4mIUlhq+urVqxg8eDDGjBnD1DQRERFRMjRp0iRMmDAB06ZNQ9u2bZW9HCKKQdq0aXH06FEEBwfLz9Y+ffqk7CUREaUILEoTEaWAdLQ4wjpXrlx49OiRnEklzjMdTUSU8lLTo0ePlqlpMYdQpKbFeaamiYiIiJI+0cVs0KBBGDZsGPr06aPs5RDRb4gW3keOHIG7u7ucMe3l5aXsJRERJXsq30U1g4iIkqVXr16hXbt28k2y+Hfq1KkwNDRU9rKIiCiRBQYGysS0SNo4OTlh5cqV8l8iIiIiSno2btyIJk2ayFnSs2bNgoqKirKXRERxdOPGDZQuXRr58uXD/v37oaOjo+wlERElW0xKExElQ+J4oiVLlsjZ0Q8ePJCzbsR5FqSJiFJPaloUpS9duiST0iI1Lc4zNU1ERESUtOzbtw/NmzdHs2bNMHPmTBakiZLhKCXx/1jsezVs2JD7XEREf4FFaSKiZJiOrlSpEjp06IAGDRrI2dEVK1ZU9rKIiEgJ8ufPL2dNDxgwAKNGjULhwoVx584dZS+LiIiIKFUSI1YiO336NOrVq4dq1aph+fLlUFXlR7FEyVHx4sWxfft2GQpp3bo1QkNDY/x/T0REMeM7ISKiZJSOXrp0qUxH379/HwcOHJDnmY4mIkrdtLS0MHbsWFy8eFG29RaFanGeR/ATERER/VtVqlTBxIkT5dfXrl2TxeiiRYtiw4YNUFdXV/byiOgviIDIunXr5P/n7t27y8/pPD09YWJiIlt8ExHR77EoTUSUxIg3tT179sSVK1cUl71+/RqVK1dG+/btFelo8WaYiIgonGjhHZ6aHjly5C+p6ZcvX6JNmzbw9fVV6jqJiIiIUqIPHz7g8OHDSJcunRyzJTqaOTg4YOfOndDW1lb28ogoAdSvXx+LFy/G/PnzMXToUOjq6srRSlu2bFH20oiIkgUWpYmIkpiNGzdi9uzZCAgIkAXqZcuWyXT0vXv3mI4mIqI4p6bF3xGRmh43bpxMTYv5heLI/mnTpil7mUREREQpjpg5K95v5cyZEy4uLrCyssL+/fuhr6+v7KURUQJq27Ytpk6divHjx2P69OmoWrUq9uzZo+xlERElCyxKExElISK9NnDgQNSuXRu2trYyHd2uXTs5g4rpaCIiik9qWrSM7N+/P0aMGCFT06K1nOjEIVpKurm5KXuJRERERCnK3r17kS9fPjRs2FAmo0Vq2sPDA58+fVL20ogogYjwiGjV3bVrV5mUFl2qxP938ZndixcvlL08IqIkj0VpIqIkRKTX3r9/j4IFC8p0tHhTK46sFmlppqOJiCi+qWmRkg5PTYsPScVlosXcf//9p+zlEREREaUY4r2WKEK/efMG3t7eaNq0qZwnnT17dtkJjYhSBnGgSaFChWQnhI8fP6Ju3bpYtGgR1NTUZLcEIiKKncp3cXgPEREpnUitZcuWDZaWlnj+/Dlat26NKVOmIDAwUF4m2oARERHFlzjYSU9PT7aXmzRpEtKnT49Xr17h8uXL8iAoIiIiIvo7u3btQq1atWRhKnzfXbT0bdmypfxXzJwlopTh8ePHWLVqFdasWYPXr1/LFv1eXl5ydNLVq1eVvTwioiSNRWkioiSiZMmSOHPmjGz7I46mFkdXi6KBmAMqjqzu3r27spdIRETJzIEDB1ClShWoqqrKYrSpqSmePXuGb9++yTER4iAoHvRERERE9HdEQVoUpu3t7dG5c2c0btwYZmZmyl4WESWi0NBQnDhxAitWrMDGjRvlZcHBwcpeFhFRksaiNBFREiFSbOLNa86cOZElSxZkzJhRcSpXrpxsuUpERPQnH5SIQrSYcSaK0OIkxkP4+fnhy5cv8sh+IiIiIvpznz9/hqurq2zrS0Spz9evX2WCmr8DiIhix6I0EVESIX4dM61GRET/Cv/uEBERERERERHRv6L+zx6JKJkQSdXTp0/j1q1b8Pf3V/ZyiOJFFBdEa9YKFSrItqxERKQ8okX2wYMH5SgGtnEjShxi7EmuXLlQunRpqKtz95aIose/yUSJS3TeKVGiBJycnHjQIynNhw8f5Pgi8a/oGEWUUHR1dWUK3tnZmb/jiP4S99qJIjl37hzq1qmNDx/dkUZLAzqaaspeElG8hH4HPH0DEBL6HbVr1cT6DRvlh7VERPRvTZgwASNHjkBgYBAMdXWgrs73FESJwS8gEL7+gTA3M8XWbdtRsmRJZS+JiJLk3+SRCAwMhKGhITQ0NJS9JKIU133Hy8tL/h/Lmzcv9u3bBysrK2Uvi1IRUYDu0qULlixZIn8ejQwNoKaqquxlUQohfqZ8/Pzg7x+ALFkyY9++/ciePbuyl0WUbLF9N9EPYvZP3jy54ZhWGyOqZkVuawMe+UTJkndAMPbe/oD/dj9GjVq1sXHTZmUviYgoVVm6dCnat2+PrlULoGPlArA25cxmosQidmdvPf+AEetP48Zzd1y/cQN2dnbKXhYRJbG/yX169UCvbt2QPr21spdElCKJgvSxEyfQsWt36Onp486dO+xgQv/MoEGDMGXKFIwf1B3N61aDqbGRspdEKUxISAjOXb2JXiOm4LOnDx48eAAjI/6cEf0JFqWJfhg1ahSmTRqPG4OLQVeLb5wp+Vt+/hWG73XFu3fvYG5uruzlEBGlGvnz5YWlug/W9Kml7KUQpRq+AUFw7LYIPXr3w+jRo5W9HCJKIvLnzw+b9NbYvnmjspdClCpcuHgJxUqXxbFjx1C2bFllL4dSgaCgIFhaWqJl3SqYMLinspdDKdxLt3fIXqIGVq1ahRYtWih7OUTJEvtYEP1w9PAhlM5qzII0pRhVHdPKI/lOnjyp7KUQEaUaX758wfUbN1G9YDZlL4UoVRGjd8o7ZcSRw4eUvRQiSkp/k69fR51aNZW9FKJUo7BzIaRLZ4UjR44oeymUSty8eROfP39GrUo8CIISn621FfI7OeDo0aPKXgpRssWiNNEPX79+hYW+prKXQZRgwn+exc82ERH9G9++fZP/mhvqKnspRKmOhVEafP3yRdnLIKIk9jc5rYWFspdClGqIMXji/xw/h6B/JfxnLa25qbKXQqmEpbkpf8cR/QUWpYl+EJ3sE3KGdJ1FVzFs96Mkcz9xNfXIU5SfeSFJrSmu6xSX5RpzClYDj+DAvY9I7cTPs/iR5pQGIqJ/J/x3rqpqwr2niI9X7t9g2ngK7rz48Ee3X3/qLjK1nY2UILrnsurYLeTquhBmTaZg4f6rSOq6LtiPZtN2KHsZyYaqigrf9xBRNH+TlfPR14sXL6GqrYubt2790e1Xrl4D47TpkBzF9bmXcamEXv36/7N10b8h/s/x7zH989/1Kqm7zDFm5mIUqtok1m1cGndEv9HT/tmaUir+jiP6O6n7tzVREnL+6WdZTP3mFxTl8mXNc2NgxSxIShJyTZ3W3UbjZdejXHb8kYd8LUSROTJxPv/4M/LrziVtsbl9fsV1jz94Y9rRZ5hcxx63hpZE2exmSA6++Aahy4Y7yDb8OLKPOIE+W+7BJyD4twcFiNcn8mnA9vv/bM1ERET/Yj7w6A2nkb/nYqRrMR12Heai+qgN2H/1yR/fp6dvAAauOIoeNQrh7rzOaFEuN5K6CS3LYV6nykhJ7r38iKoj18vvqzhAYPbuS7+9jTjQ4ufT9vMP/sl6iYhSs4OHD8vi8vv376Ncni5jZmSys4+2EH3s+AlkyJAeb188hWPOnPK6k6dOy+uUlSxj8ftXW7Zth71TXugYmsApf0HsP3gw1u3Dv4c/n37+2SCiv5PRuRKmLFgZ5bKhk+ZAO3NBnLp47Zcic+s+w+N835sWTMaIPp0U5+1K1MCc5euR3IiC8KgZC+VrZWRfHJWbdYHr81e/LdqL1zDyyal8vX+2ZiKKwOG5RPEUGBwKTfV/dzyHcRoNJDUJuaaiWUwwet9jBIeEQl0t7HU9//QL0hlq4/yzqO0Xzz39jGJZjOXXYva3rlbEdS8/+8l/KzmYJ2ji/WdffYOgoaaSYLPHu264g49eAdjULj+CQkLRe8s99N/+APMb54r1dk0LWWNAhYgDA3Q01BJkPURElHwFBocgpei77DCuub7DxFblkT29KT57+eHy47f44uX/x/fp9slT/q2tkDczLI31kBwYpIn0ZkdJ3nh4Ir2ZQYLclzgwoN6ELSjpaItpbSvg/mt39Fh0EIa62mj5m4ME5nSqjHK5MyrOG6bRTpA1ERElhsDAQKQExYsWhbq6Ok6ePoNGDerLyx48fAg/P3/4+vrJQnTGjLby8hOnTkFLSwvFihaBmpoaLC0tlbz6lOX16zey2J8Qzl+4iCYtWmH8mFGoVqUy1m/cjNr1G+HaxXOKAwli8vDOTRjo6yvOW7A9PqUggYFB0NRU7uewJZzz4/Sla+jfuZXiMlGMTm+VFqcvXkOpwmEBHf+AAFy+cRfN6lSN832bGBlCWa/r52/fYGmeMAGiaYtWY/7KTVg6dSQypk8nC9TVWnXHzcOboa0V8/6Tg11m7F8zT3FeXY2lMSJlYFKa6DdEKvW/nQ9lu2qHUScVqd6H773RZNl1ZBl2XLaM7rbxLj75xLzjueX6W1ScfRFZhx2H05hTMh3r4R22/evPfqi7OOxotxwjT8rka8/Nd6NtlS2Kot033UWOkSeQaegxuYZnHj6K6zddfSsTtyceeaDE1PNyfWLNHzwDoqSyK8+5hMxDj8lta8y/jNdf/H5Zb8GJZ2A3/IRMM3tHSu/+vCax3fSjz9B5/W15n3nHncaK86/j9PqKIrNPYAhuvfGMWN+zz+heJiNuvPoG/6CwD9jFvzdee6JYFpNf2neLr1usvCm/TjfoqHz9wq27/Ea+DhmHHEPxqeew8kLc1hWZKJgffeCO9mtvIc+403jxKepr9adEuvvE40+YWs8B+WwM4ZzJGGNr5sDOW+/x3jP2D91FEdpCX0tx0tfmGykioqTs0PWnspV0SGioPC/aa4u056gNpxTb9Fx8EB3n7lWc333pEYr2Ww6r5tORp/sizNt7Jcp9isumbj+PzvP3wbbNLPRecuiXxxWP133hATj3XSaLi8I3H3/0WXoIOTrOk2nVYv1XyPVF5/mHL2g6dYfc1qbVTJQbsgYn77yIss2ywzdQsPcSeV9iu1YzdkV5DsUHrIB1ixnI2n4Oao/bBB//339Qf/DaU/SuWRgueTPDxtwQeTJbokOlfGhaJuKgrYCgYAxfewI5uyxAhlYz4TJ0Lc7efxVjK+/iA8ISB/l6LpGvvWh1Hp2LD9/IJK9Ys0jyDlp5LMqaw173C/J1F69J7u6LcOCqKzw8feVrJS4rMWAFbjx9/0sr8X1XniheK1GcFYXy+LTvrjF6o1zPyHUnkaXdHNh3modJW89FuU18vr+xFY/XnriNaqM2oNSgVUgoW8/dlwd4igJzjgxmqFPUHu0r5cP8OLRSN0yjhbRGeoqTtibf+xDRn9m7/4Bsix0SEravKVpMi8TnoKHDFNu069QFzVu1UZzftmMnHPMWgLaBsUwIT5s5K8p9isvGjJ+Ilm3awdDcEh27dPvlccXjtenQSaZTX70K2y8VyeGOXbvD0iajTKzmyldAri86T58+Q616DeS2+qYWKFSsBI4eOx5lm/mLFsMup5O8L7Fd/cZNFddt3b5DJmLTGJnCLF0GuFSuCh+fiM8SoqOnp4eCBfLLonQ48XXxokVQrEhhnDx9WnH5qdNnULhQIWhra0dp3y2+LlsxrOuHiaW1vLx1uw6K24WGfseA/4bA1Co9rGwzYeSYcVHWIF4r8bzFcxavbcOmzfHhQ8SYEnFftes3jHIbkYoW6ejw60+dOYPZc+cr0r1iTbG1TN+5e4/idaxUrYYsCMf1+zB63AT5ffxZ3kKFMWzkaMSHeO7jJk5Gdsfc6Nm3HxLK7HnzUamCC/r36Q37HDkwZuRw5MubB3MXLPrtbS3MzeUBB+EnZbXHJ0oIImnca8Rk2dLaOn95WdgUZi1dh/yVGsEkZwlkKVYVPYZNhLePb5Tbnr96S97e2KE4LPOURbWW3fHlW9h7+9DQUEyevwLZS9aUSd6CVZpg+/5jcVpTqSL5ceHabQQHh30O6+Xtg5v3H6FfxxayWB3u4vU7CAgMRKkiUX/frNuxXyagLZxKo3mP/+Tto2vfLb5+5fYO/cfOUCSHw527chNlG7SXaxfPv8+oqfDxjf9nodfvPEDvkVOQqUhlbN0b8Vnt36ak567YgEHd2qC6Synkss+GZVNH4d0HD+w+HLFvHR11ccCUuZniZGZilCBrIqL44Z48URxsvvYWLYukx+4uYX+gRYvteouvokkha4yqnl0WTMceeIKO625ja4dfdz6E4JDvGFAhK7Kap5HF6JF7H8vC87o2+ZDOSBtLmzuh3ZrbONuvqCwwaseQxu615R6eefhiZcs80NdSl4/bbPkNnOpbFBo/ksZ+QSFYePol5jTKKWfriYL5qH2PZfpWFFhbr74lk7YLmuSSHwzefOOJyNliUXQ9eM8da1rlxVe/IPm85px4gcGVssb4Gi04/QI9ymRCP5csOPn4E4bteYTMZmlQys401tc2i7kuLA20cO7ZF+S3NZLF7ztuXljdKi2WnXuNa6++yUL01ZffEBAciqI/ktKRiVbeGYx15GsjWneH23bjHaYcfopxtXIgVzoD3Hnrif7bHiCNphoa5P/9bK4H77yw6dpbbL/xHsGh31HDKS22dsiPnOkijgouNe083nyNuYDsnNEI69vmi/Y68dwMddSRJ33EkYols5rI79n1V56o4hhzAmj7zXfy+Vnoa8LF3hy9y2WWz4uIiJKmIjnSw9svELeff0TeLJY4/+ANTPV1cO5+xMFS5x+8Ro/qzvLrm8/eo+2sPRhYryhqFckhU8IDlh+Bsb4OmpRyVNxm7t4r6F+nKAbULfrLY4qibfs5e/Ha/Rv2jWgMM4M08oPfBpO2wtsvCAu6VkWmtEZ45PYJajHMwPbxD4JLnkwY2rA4NNXVsenMPTSdsgOXpreV6VlReB286hgWdKmKQnbp8MXbHxcehX1w+/6Lt3z8kU1KoWrBbPL5X3j4BnGZvmVhpIujN5+hWiE76OtoRrvNwBXH8MjNA0t7VIelsa4s+DaYuBVnJrVGFquo7xdqF8kOa1N91Bm3GUfGNpNfi9cjuiK8uI//GhTH7I6V8cnLV7b8HrjyGOZGaqO98MBVDG1YAv1qF8WC/VdlgbqQnTWals6FUU1LYdT6U+iyYD/OT2mt6ODiFxCE6TsvYn7nKtBQV0P/5UfRbvYeHBgVUTCIi42n76JLlQI4PKYZrjxxQ7eFB+Rjl3HKGO/vb2TitqfuvpT3L15LKxM91C/mEOV5iwMbxIESselVqzD61Coc7XVXnrxFEfv00FSPeM9S1ikTZu++jK/e/jDSi/m9z4AVR9Fr8SHYpjVE63J50KS0Y6J2xyGilKtEsaLw8vLCjZu3UCB/Ppw6cxZmZmayqBru9JmzGNC3j/z62vUbshA6YugQNKxfV6ZMu/bsDVMTE7Rq0VxxG1GoHvbfIAwf8t8vjxkQECCTqS9evsTpY4dhbm4uixZVataWa1mzfBmyZM6M+w8fQu3Hfv3PvH28UbliRYwdNUImklevXY8adevj4e2bsLHJgKvXrqNnn35YvXwpihYujM9fPuPMufPytu/evZOPP2n8WNSuUQNe3l7yurjMxCxdsqQsykdu41yqZAlZZBdfh78GoljdumWLX24v0r1bN65HvUZNFClbHR0dxfWr165D7x7dcfHMSVy4eAmt23eUBW+X8uXka1SrfgPo6erh5JFDskjTrVdvNGrWEieOxN5uOtzMaVPw2NUVOR0cMHr4UHmZeP1j4uvri/GTJmPVsiXQ1NRE15690Lh5S5w9eSxO34c2LVtg9LjxuHL1mizoCzdu3sTtO3exbeOG365XHCiwfecu+bqcOHVaFvr79OyBBvXqKLZZt2EjOnXrEev97N+1AyWKF4v2OvE69+4ZVnwLV6F8eezas+e368tbqAgCAgPg6OAg/0+IZDxRcrZ2+z50aFoXJ7YsVVymqqqCaSP6IWOGdHj+yg09h0/CfxNnY/aYQfL6W/cfyZbRLetXx7ThfWWxU6SZQ0LCDkCevGAlNuw8gLljByFLxgw4e/mGbLNtZmqEks4RowijU7pwAVkAv3r7Pgrnc4IoEGfLZINalcti0ITZMiEt0sCnLl6Fbfp0Mikc7tkrN+w5fBI7lk7Hl29eaNZ9MKYsXIXR/bpE28q7YNUmaNuoNto0qqW4/OnLN6jRugdG9umExZOGwf3zF1lYFsX7JVNG/Pb1fPfRQz73tdv3wvXFa1QuXQwLJgxF5TLFFdt0GzIBG3ZFfwBWuE93Iw56iuz5aze8d/+EssUKKS4zNNBDwTw5cenGbTSoXiHG+xTryVS4MrS0NOGcNxfG9O8GG2t29SD611iUJoqDTGZpMKyKneL8jGPP4JjOAP9VyhZxWb2cyD/hDJ66+8hC688aF7RWfG1rmgZjamZH5TmX5fxg0QraWCesPYyZniYMf3z9M5GIPnTfHbs7F0TBjGFHc81r5CgfVxSRqzullZcFhXzHpDr2yGga9mFrm6IZZJJZ8AoIgad/MMrbmymut0sbtYVl6PfvmNUgJ/R+tKiul88KZ10/x/oaFbQ1QvcymeTX4vlfefEVi8++/G1RWhCFZtGyWxS1Lz3/IovZ4nUonMlIXi6K0iI9bWOiI4vPPxOvn4FO2FpFajicSFCPqGaHqo5hr4u4/eMPPlhz8U2MRenPPoHYduO9PBBBJJnL5jDDhNo54JLDPNq27Wvb5JUHHMREWyPmo4Y/egXCTDfqB+2ihbmRjjrcvSKS7T+rnccS6Y20ZTH//ntvjNv/BE/dfbG8RdKfjUlElFqJNsy5Mlrg3INXsigtEr2dqhTAlG3n4e0fKJOpz95/RVH7DHJ7Uegs6WiDfnXCis1ZrUzw+I0H5u65HKUoXSKnDbpWiziqPTz9K4rJjSZvQ2BQCHYNa6RoA33q7gtcd32PC9PayPsUMqaN+QhxR1sLeQonirWiYHngmivaV8yHN588kUZLAxXyZZHF4wzmhnDKFPZ398NXH3kwXLWC2eTlgoNNzB8CRzajXQV0nLsP2drPQU5bCxTObo0aznZwzp5eURxdf+oObs3pJIunQrdqhXDs1nN5+bBGEQepCTqaGjD5UfAUxWiRtI3OzF2XUK+4vfzeCKK4LeY6Vx+9EVPbuCjSueXzZEar8nnk1/3rFsGKozfl97Vm4ezysh41nFFp+Dp8/OajeCzROnxS63IokDXsPci8zpVRpN9y2aY8f1YrxFVOG3MMqFdMsb6lh2/g9L2Xsigd3++v4PruMzacuovNZ+7LWd61CmfH9iENZKH7Z6Lt+cmJLWO9P+NYCssfv/rA1iJq20Bzw7D3ox+++cRYlB5cv5j8WRffxxN3XqD/iiPwDghEx0qxf6hHRBQdQ0ND5MntJFO+sih9+gx6de8mC4ne3t749s0Trk+folTJsA/QZ8yajXJlSsuCs2CXLZssHk+dMStKUbps6VLo26un4nx4Gtfb2wfVatVBQEAgjh86IB9fEOnay1eu4v6t6/I+hcyZw/apo5PbyUmewol0687du7F73z5069wJr16/hq6urmzHrK+vD1tbG+TNE/a36t3797KgW6dmTXm5kMsx4v1EbMqUKokJk6fIwraVlZVMHffr3Uve38LFYUWcZ8+ey8cX2/5MtPI2MTZWpGyNjKL+XXJydMSIoWGF/GxZs2LewkU4dvKkLEqL+dR37t7Ds4f3Fa2rRbFYpNYjF31jI15vTQ1NpEmjE6eW4kFBQZgzYzqcC4W9v1q5dDEccueT36tCBQv89vuQPr01KrqUx4rVaxTrW7F6LUqVKBHr91f8HK5au04m2sXr1LRxIyycOwdZsmT+Zdsa1aoq1hcT63QxH4j//sMHpP2p7XbatBby8phYWVliwZzZ8v+MOMhi6YqVKFOhkjyYIF/evLGuhSgpy5oxA8YPinqQR/c2TRRfi6LvyD6d0X3YBEVRetqiNciXy15xXnCwCxuxJ37Xi5S0aBMtispCZpv0Mlm9dP2O3xals2aygbWlhWzVLW4v0tElCuWTyd4M6dLKhHTpIgVw+uJ1RSvvcOJAHlE41tcL+1y6Se0qOHk+aretyK281VTVoK+bJkpbbTHPulHNSorXQKxn2vB+Mlk9Z+ygaNtji/bcuw6fwNpt+3Ds3CXkz+WATs3qo371CjA2/HUM0PDeHdG7fTP8iQ/un+S/FmZRP29Oa2aquC46hfLklK+NXSZbvHf3wLjZS1CuYXtcP7hR8XoR0b/BojRRHDhZR/0Dev+dlyySitbYPxMp4+iK0qI99bSjT3HvrbdMWovCryBSttl/KgrH5MlHH6irqshWz+FMdDWR1VwXTz56iz/B8jIdDVVFwTm8UOvxo7W4mAfdMH86NFl2AyWzmaBEVlOZAE5rEPGmQhR+wwvSP98+JgVso37AKFLPS85G3xLrZ0UzG2P4nsfyw1oxRzo8DV0kszHWXBJpqyzy8mKZf01Jx8Q3MER+L/psvY9+2x4oLg8J/R5rq+vl519j2tFncBYF8QHFYW0U+7zC6Irkia25c8QcKXsrfaTV10L9Jdfw4pNvlO87ERElLUXt08tkdNeqBXHxoZssnO66+BCXHrrhi4+fLPiFJ3wfu31C5fxRO5QUym6NhQeuyZbcaj9aJYq21tERCeV0pnrYObShLOSFu/PiI9KZ6isKlr8jCuaTt57D4RvPZJFZHP3vFxgMtx+twEvnyogMZgbI33MxyubOhHK5M8lUtChUO9qay8J68YErUdYpI8rkyogaztljTcNGvFYZcH1We1x1fYfLj91w+u5LLDp4DYPqFZOF+vuv3OXfdOc+EYkGISA4BCZ6cfvbLBK/4S3NC+dIj82D6uHuS3d531vPRrx3EO/YxPu2l+7fkN3aVFEYDmdhGPa+zyFD5MvC/h57fPNVFKXFgWf5MkcUn+2sTWGoqyW/12mNdKMkkGNLG/9c2Bf3Lx7nT76/Qp8lh3HuwWu0Kp8bY5uXifLz8jPxHDJbxv39WEIJPzhDEAc9iOL53D1XWJQmoj9WskRxWQQURWSRGBazdbds24az58/j8+cvSJfOShZIhQePHqFGtWpRbl+sSBHMmjNPpoVF0VXIny/6DlkioSwKlccO7o+SEL55+zbSW1srCtK/IwrmI8eOw/4DhxRFZj8/P1kMFlzKlYWtTQZksXdEJZfyqFjBBbVr1kCaNGlkEVUU1p0KFJIFU5dy5VCvTi0Y/ygWx6ZokcIyMSyS0Lmdcsl50qLVsyh+uHt44PnzF7LAL55bYeeI5Fpc5coVtThuZWmJjx/dFa99hvTpo8xSdrC3l4VtMds6LkXpmIjC9stXrxTp+f27w9LgYoZ25PvNkT274vFEUfp33wehXZvWaNuxM6ZPnijbW2/YtFl+HRtR4BWv4fTJk9CxfdtYtxUHHYjTv5Tdzk6eIv9ciIMRZs6ei9Urlv3TtRAlpLyOOX657NjZS7I4+/jZS3h6+yA4OEQmlH39/JFGRxu3HzxGncrlor2/py9fy+2qtog6xiEwKAh5HMIOYP2dEs75cPrSdQzo0loWp3t3aB5x+cVrcM7riCu37kZJOAu26a2iFFhFsfnjp9hDRj+78+Ax7jxyxcZdEd0oRFcN8Tv/xeu3yJH114NrLly/jeY9hsi51wfXLkDxQrEfqGJhZiJP/1LF0hGdI0TL74J5HGFXvDq27juK1g1r/tO1EKV2LEoTxcHPbZF9AkJky+ShlX/deYxc3I1cIBVznUvbmWJeY0eY6mrC7au/vEykmhNaeBvvcKKzYeSuXDMb5ETbYhnkPOPdt95j0iFXbGqXTxaSw24ftRWiOBdeRE8MIgktXqObrz1x7ukXdClpqyhKi6LyF98gOV86cjH2d0QCXZha1wH5MkQtmMfWwrKZs7W8fuv1dyg9/bxMWYukuCici/Y9P/ub9t2i9fbPxX6RKPvqFwzzSInv3wk/SOG5B4vSRERJWTF7G6w7eRd3X36EhrqqLEqKy84+eCXnABf7kZKOD12t6AuILnkzYcvZB7jy+C1KOob9XRW0Yyk4RmfE2pNyhvSoZqWROa2xTAq3nrlLjv8QRDr6xISWMvl98vYLTNxyFpO3ncPRsc1hqKuN7f81kEXlE7dfYMmh6xi3+SwOj2kKW4vfz+8SLa5F23Nx6lnDWc5xFjO0RQrZJyBI/r0+Nr7FL3/XdbXj9hw3DawrD4gLe13CdovE7OiW5XLL+dU/E+3Ko3uvFd5CWj2ay+L6/unnBHJsaWONH8WPiMeKeJz4fn+FcS3KYO2JO9h+/iEOX38mk+INi+eUM59/9rftu0Vb9o8/Cujh3H+cT/ujuB8X+bNYyZ8H0aJeS4O7tEQUf6Il9YpVa3Dr9m1oaKjLwqNoSS0Kr1++fEWp4hFtRuNKVzf6fbHKlSrKdsuiZXLZMqUVl0cuUMdFv0H/yXT1lInjkTVLZnl7MTM6MDBsn1IUKa9dPC9bah8+dgwjRo/FqLHjcfncaVlUPbx/r2w9fvjoMcxdsABDR47ExdOnkClTxlgfVxS1CxUoIFtJf/7yRc6TFoV4cSpa2BknTp2Sj1nsR/E6vsTrH5n4G/o9NOzvc1yoqKr+0oY8KCjs84DY7Nu5HUHBQfJrHW2dBPs+CNWrVpHtYXfs2i1fE5G+rlendqz3u3v7VtmyW8zDXrxsGZo1aYzGDepHm+7+2/bdlmnT4sPHj1Eu+/Dho7w8PgoWzI9z5y/E6zZESY3uT7+LX7x5izrt+siW3qP6dYGJoQHOXb2FToPGyMKyKErraMf8mZ33j9nLO5bNgHXaqB0JNOP4Xr1U4QLoN2YaPn35KudJi6S0IP5dumGHLPqKdLJITEemof7z79OwET3xIdbfrnEddG3Z8JfrMqSL/oDogrlzYv6EITIpXalZZ9lau0mtKqhRobR8vX72N+2705qHHST80eMTrCwi9lc+eHxCboeIA2d+x8hAX7ZFFwcRENG/xT14oj+Qy9oA++5+QAZj7SgfQMaWcBaF1SGVsymStyI5HVn4h5si9ROTbBa6crbx9VffFO27RbtpV3cf2FlkivdzECfRMrvavMvYcfO9oij9J8R85Miuv/oq1xsXopCazlAbhx+4495bL1mMFqwMw1pUi/nYgSHfUSyaedIxEUVdcduXn/xQN2/cW2JaGmjL+cziJFqQizbebdfcgp6WGurktUK9vFbIbqmXIO2789sY4ptfsPxZyJ0+7IPus0+/yA+W89n82t4mJnffesV4QAQRESW9udIL9l9TtOku5pABs3Zfwlcff5mgDicK1pceu0W5/eVHbshiZaJIScemdfk8yJHeHM2m7sCGAXXl44QnfN9+8pItm+OSphVraFzKEdUK2imS06/cPVHMPmIb8V5IJKbFqX/dosjcbg5O33uF6oXs5AfLouW2OInrcndfJNt/d4n0XOMqe3pTBIeGwj8wWLZCF++ZPDx95ev6J8JbikeWO1NaOac6MdLA4sCzG8/eK1p1P3n7Gd98AuT3OqESyPH9/gq5MqbFpNZpMaZ5GRy6/hQbT99D6cGrYJ/BDA1K5ESdojkUae+/bd9dMFs6jNt0FkHBIfKgA0Ec9JA1nUmcEvTh7rz8CCNdbRakieiv50qLlKdoqxxeqJ40dZosSosZvuHss2fH+QtRC2/nLlyAXbasipR0bDp3aAfHnA6oWa8B9u7YJovf4W2r37i54fGTJ3FKS4s1tGzeTKafBZHYffHyFUpF2kakfMuXKytPI4b8B+O06XD85CnUqVVT/k0W83/FafiQwcholwM7du+O8lxjUrpUSWzashVfv35VrF++jsXDEudiLnfH9u1ivH14sVoky+NDvPav37zB69dvFGnp+w8eyHWIxLRgbm6Ge/fvR7ndrVviYAONKIWg8Fmv4cLbmP9MJJ/FfG6RihYePX4sH88+R454fR9aNGuKlavXyOfesH693x6EINqui9OXL1+wYfMWWaAeMHiITMCLAnWtGtXlAQIJ0b67SGFnHD9xUratD3f0+HEUdnZGfIjXWSTbiVKSG3ceIvR7KCYN6SU7HQhb9x+Nso1j9qw4cf6KbEP9M/usmaClqYnXbz/8tlV3TEoVyQ8fXz/MWrYeWTPaKFLFohjdadBYHD51Xl4u2nz/DU0NDdmFK7I8ObPjwZNnchZ2XInCc5uGteRJzKQW86RHTFuA7sMmolbFMrKNuGg1Hv56/k377kwZrGFpbipf/9w/kueeXt64cvMeOjStF+f7EXO7xQzuJrV/PRCXiBLX7z/RIqJftC6aHl99g9B5wx3cfP1Ntk0+8cgDvTbfi7aoLArRmmoqWH7+FV5+8sWh+x8x81jYjOdw6Y215RFsRx96wMM7UJH0jSyzmS4qOpij37b7cvayKOB223gXVgZaqJgzbjMaX332w7gDT3D15Ve8/uKHk48/4ZmHb5wLyDG58uIb5p18IWdqrzj/GnvufES7YtHv5EVHFJxXXngtC9SRU8KiQC1etyxmaWTBOD76uWTGnJPPsfTcK7muB++8sPGKmyxyx4Uo/E+p64BbQ0vKmeKi+Ftu1kV5P5Hbd4uZ4zGdRGE9JmKWdxk7U/n9vPH6Gy6/+Iohux6iVm5LxXN9980fxaeek9cL4mdNzAcXhezXn/3kz1KPTXfl/G0Hq3/bvouIiOJHFN1E0XDrufuKVLRo6X37+Qc8ffdFUagWRNH29N1XMhkcPvNXzA6OPD/6d0TaV8yAbjxlGy4+fKMogovHbDVjl0wvv/z4FUdvPsOxm8+jvQ9RKN17+QnuvPggE94d5+yNkv4VRUzRVltc/9r9GzaduSePxs9mZYKrrm8xfedF3Hj6XiZsxf188vSTRdjfqTF6I1YevYmbz97LOdlHbjzD2E1nUNzBRs7HFgXXesXs0WX+fuy5/Fg+DzGbecbOizh8/Sn+VI/qhWS6fMCKo/I5ie/L/qtP5Pm/JQ5AHLTymHxdxPPqtnA/CmSzitc86d+J7/c3Mk11NXkgwbp+tXF3fmc0LJETm07fQ7H+KxTbhBfPYzsZx9I+vV4xB2iqq6LH4l/6dH0AAQAASURBVIN4+NoDOy48xOKD19HlxwxvYe+Vx3DuG9EG9OA1V6w5fhsPXrvj2fsvWH7khpz93b4i51cS0Z8Tbaudcjli3cZNiiJryeLFcP3GTVkkDp8nLfTp1QPHTpzEmPET5XWr1qzFvAWLosyP/p3uXTrL2cPV69TD2XPn5WXicUsWL456jZrgyNFjsg32gUOHcPDw4WjvQ7QT37FrF27euiUT3k1btpbtVMPt3X8As+fNl9e/fPkKq9etl9dnt8uGS5evYPykKbLY+urVa2zfuQvu7h6wzxG3VrJiVvQTV1ccOnJUUcSXz6FEcezcs1cWjqObJx3O1sZGFsXFGt3d3WUhNy5EcT2XY040a9UG12/ckHOdW7ZtL9cgZhuHz/IWz0sUccUaRUL87k9FaltbW1y+ckXO+fbw8Ijyuv1MFLN79OkrX7Nr12+gdfuOsi15eJH6d9+HcO1at5IHBBw8fARtWrZAfH42u3TsgItnTuHO9StwcsqFgUOGokWbiKK/SMVnzZIl1lNsRfAeXbvIdU2bOQsPHz3CyDHj5GvYrXNEgW3w0OFoGekxZ86Zi1179sp563fv3ZOJbvH8xFqJUpIsGdPLbgvzV23Cs1dvsG7Hfixdvz3KNgM6t8K1O/fRY9hE3HnwBI+evsDitVvh8fmrbJ/dq30zDBg7HWu27ZVF2ht3H8r7E+fjQsygFqnkBas3K1LSgrjMKq0Zlm3cKQvXf0u0+z57+Qbc3n+Uaxf6dWyJi9dvo9eIybh1/xFcn7/CniOn5Pm4yGKbHiN6d8LDUzuxdfE0fMd31O/YDwvXbFFsI4rsougd2ykm4m9Jt9aNMXHucuw9egp3H7qibb+R8nWpUSHi8KBKTTvL1y/coPEz5XxukYS/cO0WGnTqDzU1VTSoXvEPXz0i+lM8tJzoD4iC4e4uBTF2vysaLbuOgOBQpDfSQZnspoiuM7SZnqZsmT3hoCuWnXuNXOn0MbyqHVquuqnYRhQv+5XPIgvGvbbcQ/18VpjVIOpsJWFm/ZwYtucRWqy8icCQUBTOZCzTuj+37I6JmDctktVb1ryV6W0LAy20LpIhXq2xo9OppI1ibraY2Tyymh3KZDeLVwvvLdffKeZJRy5Kb7z6FrXzxD891LRQeuhoqGHB6ZcYs++xbMOew1IP7YtHtDGNC20NNdTKYylP7z39ofujxWdCmNc4lyxE1198DaoqKqiaywJja0R8MCBS2E/dfeEXGHZEufg+n3H9JAvtouV5OkMteZteZTMn2JqIiCjxiMKzSHmGJ5dFAU8kgEUL42zpTKIkdpf1rI6JW87JNsVpjfUwqH4xNCn163uD2HSqUkAWkRtO3oYtg+qhkJ01VvauieFrT6LDnL1yNm8mSyMMbxT9B8lixnD3hQdRecR6mOjroEeNQvDyi2hPaZhGC/suP8HkredlK2VRlFzSvZps/fzI7RMuPHiNRQeuwcsvQLa/Ht2sNMrn+f3frDJOGWViVxSi/QKCYWmsiwr5sqB/pNnCcztVxrQdF+RzeffZS66vQLZ0qJgvC/5UTlsL7B7eCOM2nUHVURvkQOmMaY1Qq8ivs+biS0dLQ75+orD/7os3CmdPj9kdKyGhxef7GxMzgzTyZ0ecxMzrhCIOKNg6uL4s8pcdslp+z/rVKSJbpofz9A2E69vPUdqVLzt8A0PWHJffD/F8xjQrjRZlI25DRPSnc6Vv3rqN0j+K0iYmJnCwzyHbGkeenZsvb15sWrdGFjvHTpgok6Gjhg9FqxZhMz7jSqRSRfGyaq06OLB7p5zJu3XjOtkOuknL1vDx8ZHtoCeMHRPt7adNmoi2HTuhWOlyMDM1xYB+feDpGXHAtJGhIXbs3C1bdvv7+yNb1ixYv3olcjo4yHnIZ86exay5c+VtRJF46qQJqFwxbh/Gi2StlpaWbJOdP1/EQUEirStaU+vp6cU639naOh1GDhuKwcOGo02HTmjRtAlWLF3828cVxYedWzbLInGp8hVlyq5SBRfMnj5VsU1FFxcMHTxIFm79/QPQumVzNG/aBHfv3lNs0693T7Rq1wE58+aX85+fPbyPjBmj/1xApJEH9O0ji81ub9/KVP3ShQvi/H0IJ4rXRQsXxucvn3+bao6JaCs/cewYjB89ShaDE4r42Vu3agWGjRyNIcNHyp+VHVs2wjFnTsU279+/x6vXYQc1CqI9eb+Bg+VrIl4jkfQ/sn8vypSOnBEnSv6c7O0weUhvTFu0GsOmzJPp5NH9u6Jt3xGKbbJltsXeVXMwfOp8FK/dSrbzLpgnJxrUCPudOrJPJ5ibGMm51M9fu8lW0SKBLGZEx5UoOot22CULRx0rJIrUorgtWnz/LZFYFq20HUrXRkBgIPyfXZHzlo9sWCSTzuUadpC/90WRvF5Vl3jdt/j9LdLR4jRr1EB8/hq1w+bf6NuxBXz8/ND1v/H46umNogVyY8+K2dDWigg5iRR0eKFdEIX3lj2H4tPXbzA3MZa3ObVtBcxNE75DFhHFTuX7z4NXiFIpRwd7FDHxxZhIBUGKm4ITz6B9MRt0KBG/Yi8lvnSDjmDhwkXo0IFHLxMR/QvPnz9H5syZsX1IA5SKNMuZUrf1p+5iyOrjeL7s9y1S6c8NX3sCRx9/xcPHT5S9FCJKQn+TReGsXNkyyl4OJQOi3Xbv/gPx5cPbv74v8XGrXU4ndO7YPk4t0lOSgkWLo0DBQli4cKGyl0KpwOHDh1GxYkU8PrMHNtZsJ0+JTyS/v2vpY8+ePcpeClGyxKQ0ERERERERERERUQIQLco3btmK9x8+oHU8E/VEREREKRmL0kSUqLbdeIcB2x9Ee116I22c6hvRhpOIiIhSB5tWM2O8btOgeiiS4+/GihAREVHc6JtaxHjd/l07UKJ4sX+6npQgbYaMMDMzw6J5c+SMaCKicKJd9oZdB6K9rnHNypg7bvA/XxMR0b/EojQR/bUrg8JmcEWnooM58mUwjPY6dbVoBnATERFRindyYssYr7My0UNKI2aBx3ceOBER0b9w4/KFGK+zTpcOqYmYEx7fWeHRCfX3SZD1EFHKI+Y4927fLNrr9PV0//l6iIj+NRaliShR6WmpyxMRERFRuMyWTA0RERElBVmzZFH2EoiIUg0LMxN5IiJKrVSVvQAi+vcKTjyDxWdexnn7808/w2rgEXzzC0rUdRERERHl6b4IC/dfjfP2Z++/gmnjKfjm45+o6yIiIqKoMtnZY+acuXHe/uSp01DV1sXXr18TdV1ERMmBXYkamLN8fZy3P3XxGrQzF8RXT69EXRcRUWJifJEoFTrQzRlpNNXivH0BWyPcGloSBtqJ9yvDPygEo/Y9xq5bHxAQHIrSdqaYWCsHzPW1YrzNvrsfsPriG9xx88IX3yAc6VkYjun0432/Z1w/YfKhp3jw3lu+Lg3yp8OgilmgrsbjdoiIiP61o+OaI42WRpy3L2RnjfsLOsMgTczvGf6Wf2Awhq09gR0XHiIwKARlcmfElNYusDCKucXepK3nsP3CQ7z95AUNdVXkzpQWQxqWQIGs6aIU4F97eEa53bBGJdGrprPi/PFbzzFx6zk8fOMBbQ11FLFPjzHNysDGPPrxKERERP/K5XOnoasb93azRYsUxtsXT2FomHh/w/z9/dF34GBs2rIVAQEBqOhSHvNmzUDatGljvE3rdh2wau26KJeJ2x3YsyvR1klEdG7nKuim0Ynz9kXyOeHFpQMw1E+8cUf+AQEYOG4mtuw9goDAQLiUKIxZowcirblpnGdmL92wHVOG9kb3Nk0Ulz959hKDJ87GhWu3EBgUDMfsWTGiTyeULlJAsc3VW/cwdPJc3Lj7ECoqKiiQOyfGD+oOJ3u7RHmuRKQcrLgQpUJmeprxKkprqqvCQl9LviFILCP2Psbh+x5Y3NQJ2zsWwAfPALRdcyvW2/gGhsA5oxGGVM76x/d7760Xmi2/gTLZTWVRe2HTXDh03x3jDrgm6PMjIiKiuDEzSBOvorSmuhrSGukl6vuUIWuO49D1p1jeswZ2D2+E91+80XLGzlhvk8XKGJNalcOZSa2wf0QTWUSuN34LPDx9o2w3uH4xWVQPP7WvmFdx3cuPX9Fs2g6UyGmDUxNbYsvg+vjs6YeW02N/bCIion/B3NwcadKkifP2mpqasLS0TNS/2b37D8Teffuxed0anDxyCG/fvUPdhhGFkZhUquAiC+bhp/WrVybaGomIBHNTY6TR0Y7z9pqaGrA0N0vU36H9x8zAvmNnsG7uBBzZsAjvPnqgYZcBcbrtrkMncPnmHaRLa/7LdbXb9UFwcAgOrl2AC7tWw8k+G+q064337h7yem8fX9Ro3RMZ0lnizI4VOL55CfR106B6y+4ICgpO8OdJRMrDojRRCuMdEIwuG+4g89BjyD32FBadeYk6i65i2O5HMbbvFq25111+g9arbyLT0GMoOvksDt3/+M/ad3v6BWHDFTeMqmaH4llNkDu9AWbUz4krL7/h2suY23rVz5cOfcpnQcmspn98v7tuv4e9lb68n0xmaVA0swmGVcmGlRdey9eSiIiIEo6XXyA6zt2LDK1mwqHzfCzYfxU1Rm/Ef6uOx9i+W7TmXnP8NppP24H0LWegYO8lOHDV9Z+17/b0DcC6E3cwtnkZlHS0RZ7MlpjTsTIuP36LK0/exni7esUcUDpXRmRMa4QcGcxkulk8/3uv3KNsp6etKYvq4SddbU3Fdbeef0BI6HcMaVACmdIay7R112oFceflRwQFhyTK8yUiIhK8vLzQrGVr6JmYI13GzJgxew7KuFRCr379Y2zfLVpzL12+EnUaNIKusRnscjph9959/6x997dv37B85SpMmzwRZcuURv58ebF88UKcv3gRFy9djvW2WlpasmAefjI2Nk6UNRJR6uDl7YOWvYbCJGcJZHSuhNnL1sOlcUf0Gz0txvbdojX38k070aBTfxg7FEfOMnWw9+ipf9a++5unN1Zu2YXJQ3qjTNGCyJfLHosnD8fFa7dx6cadWG/r9v4j+oyaipUzxkBdPWqnTY/PX+H64hX6dWqJXPbZkDWTDcYO6AZfP3/ce/RUbvPo6Qt8/voNw3t3hF3mjHCwy4IhPdrjg8dnvHJ7lyjPl4iUg+27iVKYEXse48rLr1jVKg/M9bQw+fBT3HHzRE6rqG2tfzb96DMMrZINw6vYYdn5V+i64S6uDC4B4zRxSyo1WXYdl17EvGOZ3kgbp/oWjfa6225eCAr5jhLZTBSXZbPQhbWRNq6++ob8tkZxWsOf3G9gcCi01KMen6OtoQr/4FDcfuOJolkibktERER/Z9iaE7j0yA1r+9WGhWEaTNhyDrdefICjrUWst5u87TxGNimFUU1LY8mh6+g4by9uzekIY724tbtrMHErLj58E+P16c0McH5qm2ivu/nsPYJCQlHK0VZxmZ21qbzN1SdvUTBbRDvumAQGh2D18VuyxbijTdTkwKzdlzB1xwWkNzVA3WL26FylgGKEiChCq6qoYP2pO2hcyhE+/kHYfOa+XIuGety73hAREcVXnwGDcO7CRezauhlp01pgxOixuH7zJnLnzhXr7UaPG49J48di8oRxmDN/AZq1aoMXjx/AxCRu+9ZVatTCmXPnY7ze1sYGd29EHLwW2bXrNxAUFITyZcsoLsuRPTtsMmTAhUuXUNi5UIz3e/L0GaTNYAtjI2OUKV0KY0cOh6lp3NrVEhH9bMC4Gbhw7Ta2Lp6GtGYmGD1jEW7ee4Tcv2lFPW72Eowf2AMTBvXA/NWb0Kr3cDw+sxsmRnEbe1CjdQ+cu3IzxuttrC1x49DmaK+7fveBTCWXLR7xuzJ7lowyvXzp+h04543+939oaCja9B2B3u2byWLyz0yNDWGX2RbrduxDXscc0NLUkC2+LUxNZOFbENeL7VZu3o2BXVojJDQEKzfvQo6smWCb3ipOz52IkgcWpYlSEJHs3XL9LeY3yoUSP9LDM+s7IM+407+9rZijXDtP2B/5/yplw7Jzr3Hj9TeUzW4Wp8eeVs8B/kGhMV6vrhZza5mPXgHQVFOBoU7UAri5nibcvQLj9Ph/er+l7cyw5Owr7Lj5DjWcLOVtph97Jq/74BXwx49NREREUYmU8MbTd7G4ezVFgXdup8rI2WXBb28rCrKiYCsMbVgCiw9ex3XX9yiXJ1OcHntmh4pyLnRMNH4UgaPz8ZuPbBFuqBu1tZ65YRp8+OoT6+OKlt/tZ++Bb2CQTEFv+68+TA0i2px2qJQPTpnSwlhXWyavx2w6jQ9fvTG2eVl5va2FEbYOro+2s3ajz9LDMjUtiuCbBtaN0/MmIiL605T06rXrsG7VCpT7UeAViWPrTDGPzgrXsnkzNG7YQH49fvQozJm3AJevXkWlChXi9NhLFsyHn79fjNdrqMd84Pz7Dx9ki3Ajo6gHtouiurguJhUruKB2rZrIlNEWT589x5DhI1GlZm2cP3UCamo8CIyI4p+SXrt9H1bNGIuyxcIKvIsnj0CmIpV/e9vmdauhYY2K8uvR/bpi3spNctZyhVLRB31+tmDCUPj7x/x5prpGzOWgD+6fZItwI4OowSZRVBfXxWTqwlVQV1ND11aNor1etBvfv2YeGnTsD7NcpaCqqgoLU2PsXjkbxoYGcht9PV0cXr8Q9Tv1x4S5y+RlWTNmwJ5Vc35JXhNR8sb/0UQpyMtPfjIZnCdD2B90wUBHA1nMdX97W4dISWoxb1pfSx0e3nEvCFsZxn0GSlJS2s4Uw6rYYeD2h+i+6Z4sYvculxmXnn+VySQiIiJKGGI+skgc58sScaS7SA5ntfp9e8yckdLFor21vo4m3D1jLwhHls4k9o4xiaW4QwacnNgSn7z8ZAvytrP24PCYpjA3DHtv1qVqQcW2OW0tZPG7z7LDGNaoJLQ01GWBuveSQ2hUMifqFLWHt38gJm45h1Yzd2H7fw0SdZ4cERGlXs+eP5eJ40IFCiguMzQ0RHa7bL+9rVMuR8XXurq6MDAwwMePUUdXxMba+vcdSBJaowb1FV/ncnSEk6Mjsjo4ynbj4UV5IqK4ev7aTSaOC+TOqbjM0EBPpoF/J1eOiN+zuml0YKCni4+fvsT5sa0tY+9AldCu33mAeSs34sKetTHum3z//h29RkyWM7SPbVoCHW0trNi0E3Xb98HZnatgZWEGP39/dBo0FkXy58bqmWMREhqKmUvWonbbXji3cxV0tJPn585E9CsWpYko2iSzeB/x/Xvcb/837bst9LUQGPJdzqyOnGp29w6EuX7EXMX4iuv9dippi44lbGQyWmz3+rMfxh90ha1J3FqCEhERUeIKb2cdTnzgERqP9yl/077bwlBXtt8WM6sjp6Xdv/kirVHsB/6JAnpmS3EylglnMQ977Yk76F2rcLTb589qheCQULxy90S2dCZYdvgm9NNoYWTT0optFnStCqduC3HV9V2cWocTERH9SxoaGr/+zQ6NuataQrbvtkybFoGBgXJmdeS09IcPH+V1cZU5cyaYmZnB9ekzFqWJ6J/S+CkVHN/foX/TvjutuSkCA4PkzOrIaWkx11lcF51zV27Ionm24tUVl4WEhGDg+FmYs2KjbD1+4vwV7D9+Fu9vHIOBvp7cJq/jIBw7exlrt+1F/86tsHHXIbx88w6nti2XSWph1cyxsMxbFnuOnEaD6nHrtkFESR+L0kQpiK2pDjTUVHDzjSfSG4cVVD39gvDMwxeFM/0+hfQ3/qZ9t5O1vlz3GdfPqJYrbEfR1d0Hbl/9UcAmbjNT/vZ+xZs8S4OwD5p33nqPdIbayGUdkTgnIiKivyNaUYs22defvpNFYMHTNwBP331BkRwZEvWx/6Z9d57MlvL6U3dfooZzdnnZk7ef8cbDEwXiWRQODf0uC9wxufPyo+zUYv6jxbdfQNAvnVvUVFUUiQMiIqLEkDlTJllcvnLtGmxswv5Gf/v2DY+fuKJE8WKJ+th/0747f768ct3HTpxE3dq15GWPHj/Gq9evUcTZOc5rePPGDZ8+fYKVlWU8V09EBGTKYA0NDXVcu31fFoGFb57eePL8FYoXzJuoj/037bvzOdrLdZ84dwW1K4eNE3r87AVev30P53zRz5NuUruKokV5uOqteqBJrcpoUT+sUC1S0EJ4sTmcqqoouH9XbCPOR05bh5+PT1GeiJI+FqWJUhA9LXXUz5cOY/Y/gXEaDZjpamLKkacQn10mdnfHv2nfLVqMNy5ojZF7H8t1i+cxdNdDWTjObxtxdHPxqefkvOsqjmGtaL74BskC8wfPsDc3T93D2nha6GvKlHRc73f+qRcoY2cqP/Tdd/cj5p58gUVNnRQf+hIREdHfEy23G5V0xMj1p2CspyMLrxO3noOK/LAhcR/7b9p3ixbjTcvkwrC1J+W6xfMYtPJYWPI5UlHaue8yDGtUAtUK2sHHPxDTd15EpfxZYWmkK9t3Lzt8A+++eKPmj8L2lcduuOb6DsVz2kBPWxNXnrzF0DUnUL+4A4z0wt5XueTNjAUHrmLKtvOK9t1jN55GBjMD5Mr4b1vzERFR6qGvr48WzZpiwOAhMDE2hoWFOUaOGScLCok9OuJv2neLFuNtWrVE3wGD5LpF6/AeffqiSGFnFHaOKJrYO+XF+DGjULtmDXh7e2PUuPGoW6uWTFM/ffYMA4cMRdYsWVDRpXwCPSsiSk3EfORmdapi8MRZMDYykPOTx8xc/G9+h/5F+27RYrxV/ZoYMG6GXLdoHd5n1BQUzpcLznkjitJO5ethTP+uqFmxDEyNjeQpMjEDWiSr7TJnlOed8zrB2FAf7fqNxH892kFHSwvLN+3EizdvUbls2IFO5Yo7Y/CE2eg5fBK6tGwoC9FTfsyqLlUkYpQEESV/LEoTpTCjqtthwPYHaL7iBvS11dGlVEa8/eYPLfWYE0BJwahqdrJ43m7NLQQEh6K0nRkm1s4RZZun7r7w8o9IOR2+745eW+4pzndaf0f+27d8ZvRzyRLn+z3+yAOzjj9HYHConK29okUelMthlsjPmIiIKPUZ07wM+i07jCZTtsvibvfqheD2yUvOT07KxjUvC1WVE2g1Y5dMOpdxyogpbaJ+UO369jM8fQPl12qqqjJNvfH0Lnz28oOxnjbyZrHC3hGNkSND2HsMTQ11bL/wEJO2nUdgUAhsLAzRqXJ+dKka8aFLSUdbLO5WDXP2XJYnHS0Nmc7ePKgedDRjTooRERH9remTJ6Jztx6oXqceDAz00b9Pb7x+8wbaWkl7rueMKZNk4ade46YICAiQheV5s2ZE2Uakp0XyW1BTU8OdO3exeu06fP36DemsrOBSvhzGjBgGLS0tJT0LIkruJg/pjW5DJ6BOu95hxd0OLfDm3Qdoaf35mMJ/Ycqw3jKh3LjLQAQEBsKlRGHMGjMwyjaPn73ENy/vON+nmYkRdq+YjRHTFqBS0y4ICg6GQ7bM2LpoKpzs7eQ22bNkxLYl0zFu9hKUqttG/h7P7WCH3Stny5nTRJRyqHxn3zciydHBHkVMfDGmRlh6JaXwDQxB3nGnMaKqHZoUslb2cugfSzfoCBYuXIQOHTooeylERKnC8+fPkTlzZmwf0gClHG2VvZwkTySKHbsuxJhmpdGsjJOyl0PJ3PC1J3D08Vc8fPxE2UshoiT0N/nI/r2cC5wAfHx8kD5zNkz9n727gIqq68IA/CqCICmpoEiJ3YWtGNjd3d3d3d3d3Z3Y3WI3WIiggoqEhPqvc/gAUeA3wDsw77PWLGDmzrBnxJl77z5770kT0bZ1S6XDIRVWqFgJFCxUGIsWLVI6FFIDrq6ucHFxwaMze6NaZauiwKBg2BWtgklDeqF1w5pKh0N/oX7HfviWWh979+5VOhSiJEm1SxKI6LfdfuUv5ybny2gI/8/hmHHUQ17vksNM6dCIiIhIzd166iMriPM7pJNVxVN3nJfXVy7goHRoRERE9B23Gzfw4OEjFC5YEB/9P2LshEny+prVqyodGhGRyrtx9yEeuj9DwTw54P8pABPmLpPXV69QWunQiIgUxaQ0UTK08PRz2epaSyMFclsZYFengjDRVe32MERERKQe5u+/Iltda6bSQB5bC+wf2RgmBmmUDouIiIh+MH3WbDx89BhaWlookC8vTh9zhakp26gSEf2KWcvWyVbXWpqayJczK45tXipbWRMRqTMmpYmSmVxWBnDt4aR0GEREREQ/yW1rgeMTWigdBhEREf0f+fLmxdUL55QOg4goScqbIwsu7FmrdBhERConpdIBEBERERERERERERERERFR8sWkNBH9lp5b7qDV6htKh0FERET0f3VdeADNpu9UOgwiIiK10rpdB9Su31DpMIiIkq12/Uehfsd+SodBRPTb2L6biJKVL1+/YdoRd2x3e423n0JhYZAaDQpYonc5W6RIkSIqsb7l2usY9yvjaIKNbfNH/TzruAeO3X+HO68/QUsjJR6OLvvT77rx8iPGH3yCW6/8IR46bwZDDK+SGTks9f/BMyUiIqKkbsURN6w8cgMv3vnLn7NmMEH/OsVQPq9d1DY+HwIwcv0pnLr9DAGfw+CQPi1613JCjSJZ5O1n771AzbGbY338I+OaIb99+n/0bIiIiJKGiVOmYufuPXjw8BF0dLRRzMkJk8aPRRZHx6htOnbtjmPHT8Dr9Wvo6emhmFMRuU3WLBGfv5FWrVmLmXPm4tHjJzAw0Ee9OnUwf/bMn37nE3d35C9SDBoaGnjv4/VPnicRkVLGzlqC8XOWxrjO0S4Tbh3dJr/3+/BRbnP0zEW89PKRs7ZrVCyDkb07wdBAT26zZttedBgwJtbHf3H5MMxNjbHr0HEsWb8dt+4/QkhoGLJntsOwnu1RoVTRf/AsiehPMClNRMnKvJPPsPqiJ+Y0yIEsFnq46emPXlvvwkAnFdoVt47arqyjCWY1yBH1s0g8fy8s/Buq5bZAgUyG2Hjl5wPGwJBwNFnhhorZzDCxdlZ8+fINU4+4o/Hy67g2pCQ0f3g8IiIioh9ZGutjROPSsEuXFt/wDZtO30WzaTtxcmJLZM1oKrfpsuAAPgaFYF2/OjDR18G2c/fRdvZeHBtvJGd0F3a0wr2FnWM87sQt53D67nPks0un0DMjIiJSXafPnEWXjh1QqGABhIeHY+iIUXCpWgN3b1yDrq6u3KZAvnxo2qghrDNmhN97P4weN0Fu4/HwnkwsCzNmz5GXKRPGo0ihQggMCsSz5y9++n1hYWFo0qIVShYvhvMXL/3z50tEpITsjnY4sHZ+1M+pNKJTUa993srLpCE9kdXBDi9evUb3YZPkdRsXTJbb1K9WARVLx0wut+8/Gp9DQmVCWjh72Q3lShTBmH5dYGSgj9Xb9qJO+z44s2OVnOtNRKqHSWkiFbXvlg+mH/PAs3dB0NHSQE5LfaxqmRdptDRkhe7EQ09w2+sTwr98Qw5LPYyungW5rQyi7p9+4BFMrp0NR+6/xVl3P2Qw0sHM+tlhoquFvtvvycfIkV4fcxvlhI1JGnkfUWF86O4btHDKiNnHPeAXFIYKWc0wrW42GOhoxhrn16/fMO/UM6y75Ckrk+3M0qC3s51M6AofgsIwZPcDnHrsi6CQL0hvmBo9ytqiUSGrRHndrj7/gErZzVA+m5n8OaOxDnbe9Ibby48xttNKlRLm+qnjfJz+Fe3l181XY1/B/PhtIN4HhcntrIy05XV9y9vBedZFeL7/DFvTiNeUiIhIHey59BBTtp/HU+8P0EmdCrlszLGub23oamvhuvtrjNt0BrefvUHYly/Ilckc41o4I49txL6CYNJ4Kqa3rYDD191x5u4LZDA1wNyOlWBikAa9lhyGm4c3clibYWHXKrC1SCvvM3nbORy4+hity+fF9J0X8T4gGBXz2WNWBxcYpEkd537L7D2XsOb4Lbz5EAj79GnRr07RqKrjDwGfMXDVUZy49QyBn8NgaaKHXjWd0LRMrkR53SoVcIjx87CGJWXl9NUnXlFJ6SuPvDC1bQUUcIioeBbxLjp4FTef+siktFYqDVgYRVQTCGHhX3Dw2hO0d8kX1SWGiIiSp207dmLM+Al44u6BNGnSIF+e3Ni1bYtMrF65eg1DR4yE281bMimaN3duzJg6Cfnz5Yu6f0ptXSycOwf7DhzA8ZOnkMnaGssXL4SZmSnad+qKK9euIU/uXFizfBns7SO6eIwaOx679+5Fp/btMX7SZPj6+aFalcpYsmAeDA0NY43z69evmDxtOpYuXwlvHx84ZnbAsMGDUK9ObXn7+/fv0b1XH7geO46AgABksLLC4AH90Lpli0R53Q7u3R3j55VLF8Miow2uXXdDqZIl5HUd2rWJut3GJhPGjhqBvIWc8OzZc/laiJiHjxqDPdu3opxzdGe13Ll+3mcYNmo0sjo6wrlsGSaliZKYHQeOyYpf9+eeSKOjjTzZHbFtyXToptHB1Zt3MWLaAty89xBhYeHInd0RU4f1Qb6cWaPur21XCHPHDcaBY2dw8sIVWFulx+LJw2FmnBadBo/DtVv3kDtbZiyfPgb2mTLI+4gK4r1HTqJ903qYNH85/N5/RBXnklgwYWhUFXFs77PTFq3G8k274PPWF5ltrTG4W1vUqVJO3v7+oz96jZyCY2cvISAwGFbpzDGgSyu0rF8j0V67VBoaSGcWcUzzoxxZHLBp4ZSon8VzH92vM1r3GSEXC6VKlQo62tryEumt73ucvHAViyYNj7pu2oi+MR53bP+u2Hf0FPYfO82kNJGKYlKaSAX5+Ieg88bbGFYlM6rkMEdASDguPfuAb9++ydsDQr6gfgFLjKtpIK9bfOY5mq1ww/kBxaGXOvq/9axjHhhVzVFexh18jC4bbyOTcRp0L2MjE6l9tt3DkF0PsOG7ttVPfYOx95YPVrfKh0+fw9F3210M2vUACxrHfjJ2zsmn2H7dWybA7UzT4OLTD+i2+Q6M9TRRzM4YU1zd8fhNINa3yQeTNFp46huEz2Ff43zus48/xZwTT+N9fU71KYoMaXViva1gJiOsu+wJ97eBsDfTxV2vT7j87IN8Db53weM9co45CSMdTRR3MMbAivYw1tXCr3Iw00XaNJrYeOWVTLJ/+fYNG654IbO5LjKmjd5hIiIiSu683weg/dx9GNWkNKoWyoyA4FBceOCJiL0WyJ8blcqBSa3KyesW7L+CRpO34fLM9tDXif7snbbzAsY1K4uxzcti9IZT6DBvPzKZG6JXzSKwMjVAj8UHMXDlMWwZVC/qPiIJvuviQ2zoXxufgkPRc8kh9F9xBIu7VYs11pm7L2Lr2XsyAS6qk88/8ESn+fthop8GxbNnxIStZ/HQ0xebB9aDiYEOPLzf43NoeJzPfcaui5i162K8r8/5aW1kkv3/+fL1K3ZffIigkDAUzGwZdX0hR0vsuvAAFfPZwTCNNnZdfICQsC8y3tiIhLTfp2A0Lp04iXQiIlINr1+/ltW3kyeMQ+0aNfAp4BPOnDsfdd7g06dPaNGsKebMnC6vmz5rDqrWqoNHd25BXz965NS4SZMwffIkTJ8yCYOGDkfTlq1hZ2uDQQP6yirhth07o3vvPjiwZ1fUfUQSfOv27dizYyv8/T+hXacu6NqjF9atXhlrrBOnTMP6jZuwcN5sZLZ3wOmzZ9G8dVuYmZqidKmSGD56LO49eIADu3fC1MREtroO/vw5zuc+YfJU2YI7PnfdrsHaOvbPyh999I8Yo2FsHLHw7UeBgYFYuWYtbG1skDFjRNLoyLHjMgn0yssL2fPkl6+/aAM+bdLEqG2E4ydOYtv2nXC7fAE7dsVMhhORanv95h1a9BqKCQN7oIZLGQQEBOHcFbfo99nAIDSrWxUzR/WX181ath612vTEneM7oK8X0XVBmDRvOSYP7YUpQ3th6JR5aNlrOGwzWmJA51bIaJkOHQeORe9RU7Bn5Zyo+4gk+Pb9R7Bj6Qz4BwSi08Bx6DFiElbPGhdrrFMWrsLGXQcxb9wg2NtklBXEIsFramKEUkUKYPSMRXjw5Cl2r5gNE2MjuD97ic8hIXE+98nzV2LKwtjf0yO5Hd4Ca6u4OzM9efYStk6VkTq1Forky4Wx/bvFu/3HTwEw0NOVCenYrN+5H2m0tVGnsnOcjyHelz8FBMHYKPZFUkSkPCaliVSQz6cQhH/9hio5zZHxv+RrtvTRB40lHCJalESaWic7sow6IROtFf6rEBYaFrREjTwRH/bdStug2oIr6F3ODmWzRKxSE+2se2+9G+OxQsK/Yk7DHEhvGJFYHVczK5qvdJNJ3R8ri+W2x59iS/sCMhksZDJJg8vP3mPdpVcyKf3qQ7Cs8hbzliMrl+PTwikDavxXZR2XdAZxVziLhLtI4pecfh4aKVLIZPEgFwfUzRc9T7Gso6l8ba3T6uCZX7CsOm+6wg37uhaGRspfqygSyf8dHQui9ZobmHnMQ14nqqPFXOpUbN1NRERqxOdDIMK/fEW1QpmR0Szi8z67dfT+SKmcmWJsP7OdC2zbzcH5+y/hkj+iM4nQpHQu1CoaUVXQo0YRVBqxHv1qF4VzHlt5XcdKBdB90aEYj/U5LBwLulSRbbCFSS3Lo9GU7RjTrEyM6mEhJCwcs3Zfwo4h9VHIMaJji42FES499MTqYzdlkvfVO39Z5Z3PPmL/yfq/5xOX1uXzoJZT/Cvw06WNvZoh0r0Xb+VzFc9FVJav6VMLWTNEVxSs6FkDbefshUP7eXIfQ0crFdb0qSmT6rFZf/I2nPPYwMoket+RiIiSn9fe3rKarE7NmsiUKWJUVa6cOaNuF1W53xOVzGktLHHqzFlZ2RypVfPmaFCvrvx+QN8+KFa6LIYNHgiXChXkdT26dkGbDp1iPNbnz5+xevkyWFlFLKKaM3MaqtWqi2mTJyJdupgJh5CQEJlAPnJgH4o6FZHX2dnZ4uz5C1iybLlMSr98+RJ58+RBwQL5oyqT49OpfVs0qFcn3m0sLaPPAcRHJDB69xuA4kWLImeO6BFfwoLFSzBwyDCZlBbzpl3374WWVsSCOo+nT+V9RcJ91vQpMDQwxPBRo1GxanXcvHpJbufr64vW7Tti7crlMDD4/wvUiEi1eL95h/DwL6hZqSwyWUW8p+TMGt3pqGyxQjG2XzBhCCzyOuPMpeuoUq5k1PXN61VDvaoR76l9O7ZA6bptZBVz5Nzjrq0a/TQ7WbSoXj59tKxoFmaO6odabXvL5PaP1cchIaGYsmClbJXtlD+3vM7OOgPOX72JZRt2yqT0Sy9v5MmeBQVyZ5e322SIXgQbm/ZN66Be1fLxbmNpEXsVtFA4bw4snToSjraZ4P32naw2L9ewPa4f2hQjYR/pnd8HTJy7HG0aRXTQiM2qLXvQsIZLjOrpH81cug6BQcGoWyX+2IlIOUxKE6kg0Va7pIMxnGdeQBlHE5TObIJquSxglCaihfbbTyGYdNgdFzz88C4gTCZeg8O+4NWHmCuJs3+XyDb7L6GcLV30iVEzfS18Dv8qK6L1tSPeDkQFdWRCWihobYiv34AnbwN/SkqL1uLBYV/RcNn1GNeHffkqE9GCaAXebt1N3H7lj9KOJqiU3RyFbCIS2LER1cfi8qf23PLBDrfXWNAoF7JY6OLO608YufeRTGQ3KBCxw1Urb/RBskj2Z0+nB6cp53Deww8lHUx+6feI17vPtrsolMkICxvnwpev37Dw9HOZwD/YvQh0NCNmTBERESV3OTOZoVROa5QYuArOuW1QNpeNbIdtpBexPyHaZE/Ychbn7r/A249BsoV2UGgYPN9FVCVFEu25I5kbRozByGYdfaLDzFBXJm79g0Ki2nOLCuTIhHRkVfHXb9/wxOv9T0lpUVUtqpDrTtga4/rQ8C/IZROxIK51hbxoNXM3bj3zkc+jSqHMcmZzXNLq6cjL33CwNMbJSS3l89pz6RG6LjyAPSMaRSWmxWv3MTAEO4Y2kDOlD1x5jDaz92L/yMYxkv/CK99POH7zGZb3rP5XMRERkerLkzs3ypUtg9wFC8OlQnlUKFcO9erUQtq0EYuWfHx8MGzUGJw6fQZv3r7Fly9fEBQUhBcvX8Z4nNy5ohPZFubmPyW3xXUiCe3v7x+VWBUV1JEJaaFokSIyQfvw0eOfktKi6ln8XpGs/V5oaCjy5c0jv+/UoR3qNWoKtxs3UKF8OdSqXh3FijrF+dyNjY3lJSF07dkbd+7ew5njR3+6TcyUrlDOGa9fe2P6rNlo2Kw5zp44Bm1tbbk/I9qiz54+FRUrRCQ/NqxZhfSZ7HDi1CmZ1O/QpRsaN2oQ1RKciJIW0VZbJJ4LVm6MCiWdUK5kEdSpXA5pDSPeC0Wb7FEzFuL0xet46+snOx8FBX+WCeDv5cqaOer7yFnIObPYx7hOVC37i0ph/YhjmIyWFlEJaaFIvtzyffaRx/OfktLuz1/K31u1RbcY14eK0Q3ZIxbQdmhaF426DMSNuw9QvqQTqlcojaIFIt6DYyMqjf+m2tilTPHo558tMwrlzQnHEtWxbf9RtG5YM8a24nnXbtsL2TLbYnjPDrE+3sXrt2Sl94rpo+P8nZt2H5LJ762Lp0W9zkSkepiUJlJBolp3c7v8uPL8I0498sWK8y8x6fATHOhWBNbGOuix5a6cZzy2RhY5K1rMR6624DJCw2O2xU6lEV31G/nd91W8kdeJk7d/IjD0i/y6tnVepDeIuUpNxCSUy2qKK4NK4vjDd3KudIOl19CqaEaM/KGddkK17x574BG6lbGNSjyLpLOY8SweMzIp/SNR3W2sq4mn74JRMuZoxzjtdPPGy/efsa9LYaT8r7p6QWMDZB11Aofvvo2R+CYiIkrONFKmxI4hDXD50Ss5i3np4esYv+UsXMc2RSZzI5lk9Qv4jAktyiGjqQG0NDVkZbCYffy9GPso/81C1oxxXcTXyHZ5vysgJFR+3TigLtIbx0xYp/5vMVn5vHa4Mbcjjrh54OTtZ6g9bgvaVsyLMc2iZ0UmdPtuMRM6suo5r106uHm8xpJD1zCjnQue+rzHMlc3nJvSOmrGdM5M5rjw0BPLXd0wvV3FGI+18dRtGOvroPIPs6qJiCj50dDQgOuBfTh/4SJcjx7DvIULMWzUKFw8fQq2tjZo1a6DnPcsqnjFrOjUqVOjWGlnmQz+nqam5s+fv5qpfrpOJEP+REBAoPy6b+f2GIlsIbVWxCKzyi4uePboPg4cOoyjx46jfOWq6NKpg2yFnZjtu7v16oP9Bw7i1FFXZMjw8yI0MSNbXDI7OMCpSGEYp7PCzt170LhhA6RPF7GgLXu2bFHbm5mZwdTUBC9eeMqfxZzuPfv2Y/rM2VH7MOJ11NQ1wOL5c9GmVct44yMi5d9nRfXxhWu3cPTMRSxcvQWjpi/E6R0rYZvRCu36j5LznqeP6CvbUqfW0kLpem1kMvh7mt+1o473ffZPj3OCguXXnctnwsoiOpEtaGlpRiWJH53Zi0Mnz8m50pWbdUWn5vUwaUivRGvf/T0jA30551ok0L/3KSAQNVr3gJ5uGmxZNDXG6/K9lZt3y3ne+XNFv+d+b8teV3QePA4b5k1CuRIRXTmISDUxKU2kosQOSWEbI3npU94OhSaewYE7b9CpVCZcefYBE2tnRbmsEdUxokLaLzDmDs+fEo/l7f8Z6f5LMl978REi5ypmKP/I0UIXqVOllPcRrbrjYqqnJRPC4rLGxlMmjuNKSv9t+25Ruf1jB26R5I9vv87rw2eZ5Lcw+PWZ0qJSWvyeyBPkQsTPKf54J5KIiCipEp9/RbJkkJf+dYshT/fF2H/lMbpULYRLj15hapsKqJDPTm77ytcfvp8iTpz8LVFt/dovICrJfPWxF1KmSAEHy59bW2exMpXJZ09f/zjnMQumBmnQuHROeVl19AZGbjgVZ1I6Idp3/0ic8xczo4XgkIh51il+2LkRCwF+3N8QJ7o3nLqDhiWzQzMVO7YQEanL52/xYkXlZcTQwbBxzIqde/agT88eOHfhIubPnokqlSrJbV++9MS7d+8S5PeKamsvr9dRLbIvXr6MlClTIotjdDVgpOzZssqEuLiPaNUdF5HQbdm8mbyUWLocA4YMjTMp/bftu8VnZvfefbFrzx6ccD0kk/j/j7iPuIh25IJ4zYWHjx5FJbT9/Pzw7p0vMv2XDD9/6risUI+0e+9+TJk+A+dOHoOVZfytc4lIdd5nixXMIy9De7SDY8ka2HP4JHq2ayqT1bPHDESlshFVwaJCWrShTggvvXzg5fMWlhYR534v37gt32cd7X4eb5DNwVYmxMV9RKvuuJiZpEXzutXkZWmhHRgyaU6cSem/bd/9o4DAIHi8eIUmtU1jVEhXb9VDJs63L50B7dSp47zv9gNHMbZ/11hv37znsJzLvXbOeFR2ZmcKIlXHpDSRCrr+4iPOPPFDaUdjmOpqwe2lP3wDQ5HZXDdqdvG266+Rx8oAASFfMObAI2hrJswcY5Fk7rn5LkZUdcSnkHAM3/NQJol/bN0dOVdZJMlFe2xxXlQk0P0/h8ukuWgHLpLQU1yfILeVAbJY6MlK7qMP3kY9j8Ro310hm6msthZtyMXvvO31CYvPPEfjghEHiYEh4Zh+1ANVc5rL5/TMLwhjDzyGrUkalHGM3jHyfB+MD8Hhcia2aM19x+uTvN7WRAe6qVOhVGYTeb/Bux6gTbGM8vnPPfkMqVKmQHF7toghIiL1cfWJF07feSHbXZsZpsG1J6/h6x8MR6uIkRj26dJiy5m7sgr4U3AIRq0/JeciJwRtzVSyElvMkP4UHIpBq4/JJPGPrbsFfR0tdK1aCMPWnJAtN52yWsE/KBSXHr6St4kk9MStZ5HH1kK2zg4N+wJXNw84WpokWvvuMRtPo3xeW1lJHRAcim3n7ss251sH1Ze3Z7Y0hl06I/Rd5orRTcvAWF8bB648kVXcG/tHzP+MdPruCzx/8xHNykbMkSMiouTt0uUrOHbiJCqWLwdzMzNcunIFb9++Q7asEYulMjvYY92GjXJOs7//JwwYPBQ6On83ciKSaF/dql17TJ00QT52zz790aBunZ9adwv6+vro26sn+gwYJKuESxQrho/+H2XS3EBfXyahR4weiwL58yFH9mwy6bv/4MGo55EY7btFy+6Nm7dg19bN0NfTg7d3RKtdURUtXiMPj6fYvG0bKpYvDzNTU3i+eoXJ06bL26pUcpHbOmbOjJrVq6FXv/5YPH8eDAz0MWT4SGTNkgVly5SW22TLmjXG77167bpMKv04u5qIVNPlG3dw4twVlC9ZBGYmxrhy8w7e+r1HVoeIhSwONhmxYecBFMiVDf4BgRg8cQ50tOMupPkd2qm10K7fKEwa0hP+nwLRZ/Q0OSf5x9bdgpjR3Kt9MwwYN0O+zxYrmFcmfC9cuylvE0no0TMXIX/ObMie2Q4hoaE4ePwMstrbJFr77kETZsm52tZW6fHa5y3GzloCDY2UaFA94j1UxFetZXfZdnzFjDHwDwiQF8HMOK2sUo+0dd8ROdu7ca3KsbbsFhXr04f3RaG8OeT8akEntTYMDX5vcTAR/RtMShOpIL3UGrj49D2Wnn0uk84ZjLRlZbFohS3MqJcd/Xfch8ucS7A00sZgFweMPvAoQX63SLpWyWmOZivd8CEoDOWzmWJirdhbowgDK9rDRFdLtsd+4RcMA+1UyGVlgB5lbaPabk449AQv3wfLOcsicb2oSeKdLB1fMysmH3bHoF0P4BsQCguD1GheJAP6lIuozhKttu+9DsCWa14ygS5uFzO7xfMQCflIU4+4Y8u111E/V5gd0Zpze4cCKGZvLBPrq1vmxfRjHqi+4Iqsks5paYANbfLJxyQiIlIX+jqpceH+Syw+eE0mnUWCVSSJRStsYXaHSui9zBXOg9fAykQfwxqVxIh1JxPkd9umM0K1wpnRcPJ2fAj4jIr57WRVdlyGNCghK6Fn7bmE50s/wFBXG7ltzNG7VsTcSk0NDYzddAYv336EtlYqOGXNgGU9qiGxvPMPQpcFB+DzIVDOyc5ubSoT0mVzR5wgEhXPmwbUw5hNp9B06g4EhoTB1sII8ztXiao8j7T+xG0UdrSMWgxARETJm0iCnjl7FrPnzZOJYdGie9rkibIVtrBs0QJ07NodBZyKI2OGDBg/ZhT6DxqSIL/bwd4OtWvVRNVadeDn9x7VqlTG/Dmz4tx+7KgRMDMzxaSp0+HxtBuMjAyRP29eDB7QX96upaUlE7rPnj+Xid+SxYth45rVSCyLliyVX8tWjKgij7RiySK0atFcJt3PnjuP2fPm4/37D3KudqkSxWWFs/l/c7eF1cuXonf/gahWu65MNpcuWQIH9+yK0RKdiJIuAz1dnL1yHfNWbZSJYdGqevKQXlHzkhdNGo6uQ8bDqXpzZEhvgTH9umDQxIh2/X/LPlMG1HIpi1ptesHvgz+qOJfAnLED49x+VJ9OMDM2wtSFq/D05SvZLjtvjiwY0KW1vF1LUxPDp87Hc08v6Ghro3ihvFgzZzwSyyvvN2jZcxh8P3yUSWZRaX5q+0pZrS243X0ok/5CjrK1Y9z3wendsMkQ3U1i9dbdqOlSRj6nHy3ftFMmrHuOnCIvkZrVrYplU0cl2vMjoj+X4tufDmUjSmZyZs+GosZBck6zupp2xB2H7r7B0V4Rbago6bMcdASLFi1Ghw4dlA6FiEgtPH36FHZ2dtgxtAFK5/y5tRolnMnbzuHA1cc4NamV0qGQihix7gSOPvqAB48eKx0KEanQZ/KRA/tQzjn2MQz0+0aNHY/de/fC7XLEwm2iHxUqVgIFCxXGokWLlA6F1ICrqytcXFzkvORfnW+s6kRV8d4jJ3F5/walQ6FY1O/YD99S62Pv3r1Kh0KUJCVMv18iIiIiIiIiIiIiIiIiIqJYMClNRERERERERERERERERESJhklpIorSr4I9W3cTERFRkjCwXnG27iYiIvrHRg0fytbdRESJaHivDmzdTUTJFpPSRERERERERERERERERESUaJiUJlJRhSadwZIzz6HKNl/1QvqBR+Rl+J6HSoeTLPTccifqNT14943S4RAREf2RvN0XY9GBq1BlG07dgUnjqfIyZPVxqDO+FkREyrJ1zIZZc+dBla1asxYptXXlpVe//kqHQ7/h5KnTUf92tes3VDocoiTFsWQNzF2h2lXLa7bthbZdIXnpN2a60uEkm3/3yNf0g/8npcMhSlZSKR0AESVt+qlT4Wz/YkijpRF13f47Plhz0RO3X33C+6AwHOnphJyW+lG3i+umHXHHqUe+ePXhM4x1tVA5hxkGVLSHgY7mT4nvxWeew+NdEPRSa6B6bgtMrJVN3nbe3Q9Lzr6A28uP+PQ5HHamadC5tA3q5ksf4zFEcl/EE/G7NFE1lwWGVHKAtmZ0zPF56ReMwpPPxnrbkqa5ZUwizl5b78a6ze3hpWGqpyUTzluuvf7pdkdzXZzqW0x+P7Z6FgytnBl5xp3+pdiIiIjoz+nraOHSjLZIk1or1tv7LnPFqmM3Mb55WXSqUlBed/beC9QcuznW7Y+Ma4b89unx2MsP/Za74qGnL/yDQ5AurR7qFsuGAXWLQTPVr+1/CHsvP8Kqozdw86kP3gd8xsmJLZDLxiLWbb99+4aGk7fj2M2nWNOnFqoWyvzTNn6fglFq0Cq89guAx7LuMNTVltfXLpoF5fLYoOWM3b8cGxERqR8DAwM8uOUGXV3dqOt27NqNxUuX4ZrbDfj5+eH6pfPImydPjPu5u3ug/+AhOHv+AkJCQlCpYgXMmTENFhY/f6aJ251KlsbNW7djfSzhibs78hcpBg0NDbz38Yo35hcvXqJLj544ceo09PR00aJZU0wcOwapUv36KdHTZ85i2sxZuObmhtevvbFjyybUqlE9xjYBAQEYNGwEdu/dC19fP9ja2KB7187o1L5drJ/ZVWvWxiHXIzEe6+atW5g8dbp8nd75+sImUyZ0bN8WPbt1jTc+8br36N0Xew8cRMqUKVGnVk3Mnj4Venp68vZiRZ3g9cwdvfoNkK8vESU/Bnq6uHVsG3R1dGK9vdvQiVi2cQemDuuN7m2ayOtOXbwGlyadYt3+7M5VKJgnR4zr3J+9RJHqzaCRMiV8bp6IkRTvMGBMjG1Ta2nh44Nzv/Uc6rbvg5v3HuGt73ukNdRH2eKFMX5gd1hamP20bVyxhIWFY8rClVi3Yz+8vN/C0S4Txg/shoqlI867CmNnLcH4OUtjPJ7Y7tbRbVE/n9u1GueuuKFRl4G/9RyI6P9jUpqI/kqKFIC5fuoY1wWFfkERGyPUyG2Bftvv/3QfH/8QePuHYERVRzha6MLz/WcM3HlfXresefQB56LTz2VCeniVzMhvbSgf9+X74Kjbrzz/iGzp9NC1tA3M9LVw5P479Nh8BwbaqVAhW8QOyw6315hw6Alm1MuOQpmM4P4uCL223EEKAKOrZ/ml52hppI2bw0rFuG7dJU8sOPUczllM5M818lig7H/fR+q55S5Cwr/KhPT3CedI4V++ofzsizKpHUkk5Q1+KSoiIiL6WylSpICFUcQJ2x/tu/IIV594yYTy9wo7WuHews4xrpu45RxO332OfHbp5M+aGinRoGQO5LG1gGGa1Ljz/C16Lz2Mr9++YXijmPsU8QkKCYNTlgyo5ZQVvZYejnfbRQevyf2y+PRYcgg5rM1kUvp7Olqa8qL1GwlzIiJSz8/NdOkiPusiBQYGonixYqhfty46dPk5eSpud6lWA3ly58KxQ/vldSNGj0WNuvVx4fRJmUT93oAhQ2GZPr1MSscmLCwMTVq0QsnixXD+4qV44/3y5Quq1a6DdBYWOHfyGF57e6Nl2w7QTKWJCWNH//LzDgwKRO5cudC6ZQvUbdg41m36DBiEEydPYe2K5TKZ7Hr0GLr27CWfS41qVWNsK6rixWv5o2vX3WBmboa1K5cjY4YMOH/xIjp27S6T7906x544Epq1aiOfm+v+vfL1adOhEzp26Yb1a1bJ27W0tOS/m462NpPSRMn5/dnMNNbbdh8+gcs3bv+U3C2aPzeeXToY47rRMxbhxPkrKJA7e4zrRbK3Rc+hKF4wLy5evxVnUjwqHnnm9feUdiqIAV1aI525Kby832DwxNlo0nUgTm5b8cuxjJq+EBt3H8SCCUPhaJ8JR09fRINOA3By23LkzRF9Hji7ox0OrJ0f9XMqjZhpMjOTtEhrZPjbz4GI/j+27yZKYGsveSLvuFP4+vVbjOtbrb6B3v9V0j7zDZI/5xp7CvbDj6PS3Es4/dg33kpd0c75jld0u5CPwWHyOlEtHOmBdwCaLL8uH1M8drdNd+AbGIp/rX5+S/Qpb49SDjGTtJGyptPD8uZ5UDG7GWxM0qCEgzEGuTjgyP23CP/yVW7zISgMk12fYE7DHKiTL73cLnt6fbhkN496nJ7Othjo4oBCNkby9vYlrFE2iykO3Ilue331+UeZjBaPkdFYB2UcTVArbzq4efr/8vPRSJlCJt6/vxy8+1Ym3XVTR+y06GhqxLg9ZYoUOOfuh8aFLGMknL/f5uYrf3wIDkPDgtHbEBERKWn1sZvI3nnBT/sxTaftRPdFEScsnvq8lz9n7Tgf1q1modzQtTh5+1mcj/ni7UfZFvr2M5+o6z4GfpbXiarjSPdfvkWDSdvkY4rH7jR/P3z9g6AEL79PGLTqGBZ3rSYTzN8TiVuRyI68GOvp4OC1J2hSOmfUCWYbCyM0LZMLOTOZI6OZISoXdEC9Etlw8YHnb8XRsGQO9K9bDKVzZYp3O/Hazt9/BXM6VopzmxVH3OAfGIKuVQv9VgxERBS3JctWwMrWHl+/RhzHRqpVr4FMDEZWCYuf01nbQN/EHIWLl8TRY3GPSnj27Llss3zj5s2o6z58+CCvE22YI925exdVatSSjykeu0Xrtnj37h3+teZNm2DE0MEo71w21tvPnb+AZ8+fY+XSxciVM6e8rFq2BFevXcfxEydjbHvw8GEcOXocUydNiPP3DRs1GlkdHVG/bp3/G5vr0aO4d/+BTPKKiuvKLi4YM3I4FixegtDQXz9XIu43bvRI1K5ZI85tLly8KKuwy5QuBRubTOjQro1MxF++EnOcifh3nTF7DpYvXvjTY7Rp1RKzp09D6VIlYWdni2ZNGqNVi+bYuSvuTib3HzyQFddLFy5AkcKFUKJ4McyZOQ2btm6Dl9fPndqI1IWoCrZ1qvzT+3O9Dn2jqnrdn3vKn60LucAkZykUr9kCx87GvdjlmaeXbOd88170CEPR2llcJ6qOI919+AQ1WveQjykeu3WfEXjn9wFKeOX9Bn1GT8OqmWN/6hChpaUpE9mRFxMjI+w7ehot6lX/aeGMSPY62tugbtXy8SbFIy8WZrGfE45Pj7ZNUCRfLmSySo+iBfKgX6eWuOR2RyahfzWWDbsOYEDnVqhUtjjsrDOgQ7N6qFSmGGYtWxdju1QaGjHiNTU2+u14iejPMClNlMCq57KQ7anPeUQni8XPJx6+Q518ESuKA0O+wDmLKba2L4AjPYugrKMJWq66Ac/vqoB/l0hS11tyFTmt9HGoexFsaJMPbwNC0HH9z6vXIonfJxLY8V1mH3+Kf8H/cxj0tFMh1X8nfkWS/ts34PXHEJScdh75x59Gh3W3ZAvu+B8nHEbftQAvmMkQt175yxbfwnPfIBx74ItyWWJfPfgrbnr6ywUCjQtZxbnNtuteMlFdLVfsLTaFjVdeoaSDMTKmjb21DhER0b9Ws0gW2Sb6zHfJ4vcBwTh+8ynqlYhYLR/4OQwV8tpi57AGODGxJcrlsUXTqTvh+e7XF3z9SCSpa43bglw25jg6vjm2DKqHtx8D0Wb23jjvI36fSGDHd5mx6+JvxyIS8p3nH0D3aoWRNeP/318QCWnRFrtx6VxxbuPh/R7Hbj5DsWwZkdBENXWHefsxpXX5OKu+H3i+w7QdF7CgSxWkTPn7VQtERBS7+nVry1bNokL2+1bKIknYtFHE7N6AwACZ1Dx6cL9sR+1SoYKsEhZtpf+USFKXq1RFJlqvnD+Dg3t2wefNGzRs2jzO+4jfJxLY8V0mTJ6KhBYSGiqTFalTR3dY09bWlhXSok11JB8fH3To0g1rVixDGp00sT6WSGJv274T82bP/KXffeHiZeTKmSNGm3CX8uXh7++Pu/fuISEVdXLC3v378eqVl2zPLf4mHj1+gorly0VtExQUhKYt22DerJk/VZzHxf/jRxgbG8d5+4WLl2BkZISCBfJHXVfe2Vm+vpeuXPnLZ0WUdNWtUh6+Hz7i5IXohSF+Hz7C9fQFNKoZsZAzMCgILmWK4+C6+bi0dx0qlC6Kuu374sUr7z/+vSJJXalZF+TJngXnd6/BnlVz8OadH5p2HxznfcTvEwns+C6T56/87VhEQr5N35Ho3b4Zsjva/9/tRULa9/1HmZT+nqic3n7wKGaPHhDnfQOCgpG5RHXYF68qE/33Hrnjb4h/q027D8Epf25oaqb65VhCQsNifN4I2tqpcf5q9EIv4cmzl3LRQtbSNdGy17C/+jcnot/D9t1ECcwojaas1t3p5o2S/1UK77vtI+cmF7eLOJDIYakvL5FEte/Bu2/gev8t2hSz/qPfu+L8S+S0NMCQStHtoWfWy4ECE8/A/W0g7M2iZz5FSmeQGkd7Ov3f55PYRDX3zGNP0axwhqjrnvsFyxaXc048lW2vRUvuya7uaLjsGo73KgqtVD+vqdlz0xs3X37E1NoRM6cFUSHtFxSGmguvyCR3+NdvaOGUQVZZ/ymRTM5srisrtOOy4YoXaudNJxPTsfH2/4zjD32xoFHOP46DiIgooRnpaaNcXltsP3cfpXNGVOfuufQIxvo6KJk9Yh9FVP+KS6QhDUpg/5XHMjnb3iX6hOjvWHrYTSakv29tPadjZeTutghPXvvBIf3PJ2NFW+2Tk1rG+7hp9SJmJv+O2XsuIZVGCnSo9GvPZf3J23DOYwMrk+h9u0iVRqzHrWc+CAn7gpblcmNw/RJIaMPWHkdhR0tUKfjzDGkhJCwcHebuw6gmpZHB1ADP3ihTpUFElBylTZsWlV0qYsPmLSj3X6Xwth27YGpqgrJlSsuf8+TOLS+Rxo4agV179mDP/v3xtmSOz7yFi5EvT54YLaiXL14EawdHPHr8GI6Zf/5MsLRMD7fL0Ung2BinTYuE5lS4kJxBPXDoMEwYM1ombMXsZdFaW7ScFsR1rdt3RMd27WRyVVSL/8jX11duI6qexWzrX+Ht4wML8+h9FsHCwjzqtoQ0d+Z02TI7o31mWY0oksJLFsxDqZLRn/29+w9EUaciqFm92i895vkLF7F523bs27k9zm28fd7A3CxmS17x+42N0yb4cyRKStIaGsCldDFs3nMYzsULy+t2HDwG07RGKFO0oPw5dzZHeYk0qk9n7HE9if3HTqNziwZ/9HsXrtkiE9Jj+0ePM1g8eTgcilfDY4/nyGz3cwckSwtTXN63Pv7nY/T7w/6mLVotK4K7tmr0S9uv2rIbFUo6IUP66IU8vu8/oH3/0Vg5cwwM9GNfACvmMYvnmCurAz5+CsCspetQpl5bXD+8OcZj/Yqhk+Zi4dotCAr+LKumdyyb8VuxlC/phDkr1qNk4Xywy5QBx89dke3Lv3xXMV84bw4snToSjraZ4P32nZwvXa5he1w/tAn6ej+fPyeihMWkNFEiqJsvPfptv4eJtbMhdaqUcq5xzTwWUZUpgSHhmHbEA0cfvMObTyEyUfo57Mv/rQKOz73Xn3Dew09WN//omW9wrElpUZVsaxr7CuR/5dPncDRf6QZHc130q2AXdb3oGhr25RvG1cgqW24LCxrnQp5xp2RbbJH4/564rtfWu5haNzuypIveMRHtzeccf4qJtbIif0ZDPPUNxvA9DzFD3wN9ykf/vl8VHPYFO294o3e5uJPaV59/wOM3gZjbMO6E85Zrr2WivVKOmAfIRERESqtfPLucXzy1TXmk1kyFbWfvoU7RrFH7MQGfQzFl2zm4unnA50Mgvnz5iuDQcLz6i0rpuy/e4OzdF7K6+UfPfD7EmpQW+zF26RL25PkND28sOXQNxye0jHXW449e+X7C8ZvPsLxnzGqCSOL6T8GhuPv8LUZuOIl5+y6jR40iCRbvwatPcObuC1mxHpexm07D0cpEzrgmIqKE16RRQ1nhu2DOLFmdtWHTZjSsXy9qVnJAQABGjRuPAwcPyyRseHg4goOD8eLln1dK37p9GydOnZbVzT9y9/CINSktEpUO9v+/Ui6hmZmZYcv6tejSoxfmzl8oX5fGDeojf768Ua/R3AUL8elTAAYP6Bfn44jXuHGjBjGSvKpEPIeLl69g9/atyGSdEafPnkO3Xn3kTOny5ZyxZ99+WT0tquV/hWjPXqt+Q4wYOgQVK8TeLpeI4icqorsMHo85YwYidWotWXlbv1qF6PfnwCCMm70EB0+cg/ebdwj/8gXBn0Pw0uvPq2Zv33+MUxevyurmH3m88Iw1KS3en+1tEraj0vXb9zF/1SZc2Lvul45rPF/74MiZi1g/d2KM68Xr16iGC0oWjnvBrqhmFpdIRfPnQZ6K9WULdZHo/x29OzRHqwY18PyVt0wWt+07CjuXz5TP4VdimT6iL7oMGY/cFerL+9hZW8nK79Vboztwier4SLmyZUahvDnhWKI6tu0/itYNa/5WvET0+5iUJkoEFbKZyqrcow/eIm8GQ1x69gGjq2eJun30/kc4/dgPI6o6wtZEB9qaGmi/7iZCw2POb4wUue8gVg9HEgnb74mW4BWymWFY5Z8PPi0MYrYt+b59d+kZ8a+U7lHW9q+qiuMTEBIuZ2DrpU6FFS3yxJjZaKGvJb+KZHUkUz0tWXH+Y/JeJONbrLohX+MGBWLOZxbV1fXyp0fT/6qws6XXR1DoF/TfcQ+9nG1/u4WlqHoXiel6+eOeA73h8ivktNRHngyxr2IU/46brrySccVW8U1ERKQkl/z28rNKJJ3z26fDhYeeGNfCOer2ketOyhnSo5uVgZ1FWmhrpULrWbsRGh5zXluklP/tyHy3G4OwLzG3FS3BXQrYY2TjiKqy71kY6cbZvrtYvxXxPpdetZzQp1b8XWG+J2Y+v/UPQp7ui6Ku+/L1G4avO4lFB6/hxtyOMbbfeOq2rCKvXMAh1sezMonYF8iawVSuzu+zzBVdqxWCxn8nwv6WSEg/9fkAu7ZzYlzfauZuFM2aAXtGNJLb3HvxDnsuPYzx75C5wzz52gxKhOptIiJ1Ur1qFfm5uf/gIRQqUABnzp3DjKmTom7vN2iInCEt5iQ72NtBR0cH9Rs3jXOmcWSyJMbxf1hYjG1Eolv83knjx/50//RxtIUW7btz5CsQ73MZPKA/hgzsj4QmkqpP7t+RM69F8kW0m06fyRYNbW3k7SJZe+HSJWgbxFxsVqhYSdkGfdXypTh+8pRM7E6fOTvq9RGtaTV1DbB4/lw5j/lH6SwscOVqzJnOPj5vom5LKGKRwdARo7BjyyZUrRzRFjh3rly4cfMWps+aLZPSx0+elAsG0lrEPJdQr1ETlCxeHCeOHIq67t79+yhfuSrat2mNYYMHxvu701mY483btzGuEwsf/PzeJ+hzJEqKqpYrKd8rDp44iwK5s+PclRuYOqxP1O2DJszGsXOXMGlwT9hnyggd7dRo3HUgQkNjvudGSpki8v05+rof5x0HBAWhqnNJjB/Y/af7pzOPfTSQaB2dzyX+yuwBnVtjYNfW+FXnrrjhje972VI7kuhQMXDCbMxduQmPzuyJsf2abXthktYQ1crHTKaL9uf7jp3BzGXrY7z36mZ2wvzxQ2QC+Uei3Xbe7Fng/swTv0vMdhYXkbzP6mAjK8wvud2WSe9ficXMJC22Lp6GzyEhshW5pYUZhk2eB1vruM/jGhnoI7OtNdyf//liMSL6dUxKEyUCkWSuktMcO9y88exdMOxNdZHbKjpBeeX5R5k8FdtEVk6/fP8ZReN4PBO9iAStqKqOdNfrU4xtclkZYP8dH2RMqx01l/n/UbJ9t6iQbrz8ukzKrmqZV75m34tsje3+LhCWRtpRs7n9AkOR4bsZzKISuvmqGzIZ37xIdPvvSCKBHHkyPFLkyxP7EoD4bbzihYrZzGSCPDbi33LPLR8MqRz7yWnhgsd7WbHdJJ6Z1EREREoRSeZqhR2x7dw9PPV+L6uU89hGn9S89OgVGpfOiWqFHKMqp1+89Ufx6OkZMZgYRHxui6rqSLefRZwQjpTb1gJ7Lz+CtZnhr+/HJEL7blFNXDpXzOqFehO3oUHJ7Gjyw8xocRJkw6k7aFgyOzRTxT6u43tiLIlIxouZ1b/4FP+vnjULo7lzzLhKDFiFcS3KolL+iGq4Vb1r4nNo9Mmy6+7e6LH4EPaPbAwbi7hHkRAR0a8R85Hr1KwhK6SfuLsji6Mj8ufLF3X7+QsX0LJ5M9SuWSMqofzs+Qv8vAwrgplZRNJCVFVHPopIbn4vX9682LFrN2wyZZJJ3l+hVPvu75mamkbNhn7z5i1qVKsqf549fZpsax7Jy+s1KlWviU3r1qBIoULyuvOnjsuESqTde/djyvQZOHfyGKwsY082FHUqjAmTp+DNmzcw/6+N95Fjx2X77+zZ4thx+QNi0YC4/LjoXUNDQyZMhEH9+qJd61Yxbs9doDBmTJ2M6lWqRF0nZl2LeeEtmjXF+DGj/u/vFu3AxYzxa9fdUCB/vqjXV/zeyNeOSF1pp06Nmi5lZYW0+3NP2WY6X86sUbdfuHYTzetWk9tEVk4/93wNxNHYyMwkYt9ZVFUjR0Tx0c17j2JskzdHVuw6dByZMqT/9ffnRGjf3aR2lai25ZGqt+qBJrUqo0X96j8d14ikdNPaVWLMbxZObV8R471379HTmL54DU5uXQbLdLF3fxTb33n4BJW+q0j+E+K4KXJO9O/GIv7trdKZy0UDOw8flzPG4yL+3T1evEKT2rEvGiCihMWkNFEiqZMvnazefegTINt5f8/WJI2cIV0xuxnEIcsU1yfyRGVcxFziAtaGmHvyGTKm1cG7wFBMdn0SY5vWxTJg/WVPdN54G11L28hk8tN3Qdh90wfT62WHRiwVwYnVvlskj0U1s49/REWzmGktmOtrwVw/tUxIN1p2XSaM5zXKKSumxUUw0dWSsYp24y7ZzWSr7al1skNfOxUmHHoMBzNdFLdPG9WyW7T+blfCGlVzmUcl7UXFddr/kukigbz4zHNZuZzf2lC+JlNc3eX1sb0m8RH3vfj0Pda1jj7B8CPxeouKqh//zX+cNy1aiWf9rs04ERGRKqlXPBuaTN2BB56+sp3390TL7H2XH8uKatESbeKWs/Hvx2hpomDm9HJWs7W5Id59DMKELWdjbNO2Qj6sPX4L7efuRffqhWUy+an3B+y48ACzO7jEWlmcGO27RdWzuHxP7FdYGOois2XMFuKn777A8zcf0axsdKu6SFvP3pP3y2ZthtSpNGRb8LGbzqCWU5ZfSmBHeh8QLCvCvd9H7Es9ef1efjU30oWFkV7U5UcZTAyQyTzipJmtRczXyPdTsPwqWnob6v7+zG0iIoq9hXf1OvVw9959NG0cc3ZnZgcH7Ny9G9WrVpafmyNGj41KVMZGVFI7FSmMyVNnwNbGRiZvh48eE2Obrp06YtnKlWjSohX69+ktk8lPPNyxecs2LF20QCZD/1X7bj8/P9mK3Ov1a/nzw0eP5VdRpZvuv6rtlavXIFvWrDAzNZUV0b36DUCvHt1kAl+wto7ZtlZPN+Kzzd7OFhkyRCzmFvf/3tVr12VVec4c0eMpdu7egyHDR+L+LTf5c8Xy5ZE9W1a0aNMOkyeMkzOWh48ejS4dO8hW679KLCQQCw4iPX32DDdu3oRxWmMZu0hyly5ZEgMGD4WOtg4yWVvj1JkzWLt+A6ZPiaiaF69F5OvxPeuMGWH7X8W4aNktEtIu5cujT4/u8P5v5rb49xRt0IXLV66iZdv2OHpwP6ysLOXrUqliBXTo0hUL586RyfHuvfuiUf16ciECkboTLbzrtOuDe4890LhW5Ri3OdhklPOGRUW1eH8ePWNR/Mc12tpyzvHURathk9ESb3z9MHrGwhjbdGpeHys370KLnsPQp0NzpDUyhMfzl9iy1xWLJg2L8/05odt3m6Q1kpcff4+FmQkc7SLecyKdOH8Fz156oXXDWj89TlaHmN0zr92+L4t/cmSJLsYRbbYL58sF+0wZ8NE/ADOWrJXV37/TCvvyjTu4duseihXMAyNDA3g898TomYvkXGinfLl+ORbxOF7eb5A7uyO8vN/K9uziM7dvxxZR2wyaMAtVypWEtVV6vPZ5i7GzlkBDIyUaVHf55XiJ6M8xKU2USErYG8NIJxXc3wahTt6YBx6jqzmi97a7qL7gMozTaKFbGRt8Cole6RWbGfWyo++2e3CZe0kmZkVlcKPl16NuT2egjT1dCmHcgSfy+pDwr8hgpIOyWUzwm7nXv+Z6762c7xyp04bb8mvf8nboV8Eet1/54/rLj/K6olPOxbjv5YElkNE44mSwmMk8cu9DNF/lJncynGzTYkPb/FFtvrdc80Jw2FfMPfFMXiIVtUuLHR0Lyu9Fi27x9EUS3/tjiGz/XTG7KQa5RO+wbL7qJeN9PblCvM9r49VXSG+gjTKZTeLe5sorVM5pDkOd2CvM/YPDZEX72O/auRMREamaUjkywUhXG0+8/GSC+nvjmpdF90WHUHnkBpnA7VGjsJybHJ85HSuj5+JDKDdkjay8HtmkNOpN3Bp1e3pjPRwY1QSjN56S14eGfUEGUwOUy2P7U8cTVbH+xG0UdrSUyd3YEuZz9l7Gk9d+sjWLeC7tKuZD5yoR+yfC2XsvUHPsZrjN6SArxGNz8Jo7ui86GPVzuzkRs9AG1C2GgfX+rvKAiIgSjnPZMjA2TouHjx6hScOYLVinT56Eth07oXiZcjA1McGAfn3g7x+z89mPli9eiHaduqBg0RLI4pgZk8ePg0u16BapItl49sQxDBo6XF4fEhIiE6EuFctHtf/+V0RL7TYdOkX93Lh5RBcTMQt51PCh8vuHjx9jyIiRsqW0qO4WLcJ79/i5te3f+vjxo/w3iCSSP3t3bEeXHj1RrLQzdHV10aJZE4wZOTxqm2fPnsMua3YcP3wQZUr/PAM2MgHu7BKdzOo7YJD82rJZU6xctkR+v3HtKpkQb9a6jXye4t9j3OiR6NS+3S/Hv23HLrx9+w7rNm6Sl0jisZ4+ui+/DwoKks/x+5bu61atQPdefWTLb/HvX6dWTcyZMe2Xfy9Rcla2WCEYGxngkcdzNKwRM+k4eVhvdBw4FmXqtZUJ3H4dW8A/ILq7U2wWTx6OToPGomiN5rLyevzAHqjWslvU7aJd9IktyzB08lxUa9kdIaGhMvlZsVTRf/7+/KtWbdkDpwK5kcU+ZrL6V334+EnOe/Z554u0BvrIlzMbTm5bjmyZ7aK2EYnftdv3/dQ2PFIabW3sOnxCbhcYFCxbnYvXbNDcNnIe+K8SbbtHzViEpy9eQU9XR86PXjFjjGzRHemV9xu07DkMvh8+wsw4rUyEn9q+Urb+JqLEl+Lb90NqiNRYzuzZUNQ4CGNrMFn4q0Qyd8Teh3g4OqLNTVI11dUdF56+j0pkq4L0A4/IOduVc8TeCudXWQ46gkWLFqNDhw4JFhsREcXt6dOnsLOzw46hDVA6Z8w20KRaROvtoWuO4+nyHor8/vUnb2PW7os4P7XNb1VPJ6YaYzYhZyZzTGgZPUM8KRmx7gSOPvqAB/9V6RGReov8TD5yYB/KOSftY1ZVsGrNWvTuPxDvfbyQnIh51nUbNYH7/TtIm8jty5XWul0HfPj4ETu3bk7U31OoWAkULFQYixYtStTfQyS4urrCxcUFj87shbXVz90I1IFovd1/7Az43DwBVdW23yiItcbLpv7/sQSq4tTFa3Bp0gneN47HSGrX79gP31LrY+/eiAXDRPR7VHN5DhElGf6fw2E//DjGHUi6J/+OP3yH4VUyQxUM2HFPvp5ERESU+PyDQmDdahZGbTj1z3/30RseGNawlEokpEW7cfE6XHjgqXQoRESkwkQlsr6JOQYOHYbk4sDhwxg8oF+yTkifOXtO/rut35S4yWgiUs7HTwEwyVkKQyfNVTqUn4iayNMXr2Fk7+iuGqoun0sD1GzdU+kwiJIltu8moj8m5jgXtomYT2Kgk3TfTg52LwJVMaCiAzqXimiXY2Hw6zOuiIiI6PdUL+wIpywRcyoN0/z7z9yVvX59xlpiq1TAAQUc0iv2WhARkeqrW7sWShQvJr83Mox97ERSNHXiBCR3BQvkh9vlC/J7PV1dpcMhogRWu5IzihfMK783/K6iV1WIed2PzyatquJdK2YjPCxcfm+gx/dNooSUdLNIRKQ4vdSp5IUSjqmelrwQERFR4tLX0ZIX4mtBRET/n76+vrxQ0qOjowMHe3ulwyCiRKKvpysvlHAyWUUs2CWihMf23URERERERERERERERERElGiYlCZKJl76BSP9wCO44/VJ6VCIiIiIorx4+xEmjafi9jMfpUMhIiJSW8+ePUdKbV3cuHlT6VCIiJKlZ55e0LYrhJv3HiodChGRymJSmoiSvWlH3GXC/vtLiWnnYmzzOewLBu+6j+yjT8J++HG0XXsTbz+FxJv0DwgJR93FV1Fq+nl4ffj8T58TERERJX2Tt52TCfvvL0X6Lo+xzefQcPRfcQQO7efCutUstJy5C28+BMab9P8UHIqaYzehaL8VeOXLBYtERETxGTV2vEzYf3/JljtfjG0+f/6Mrj17w9QyI/RNzFGvURP4+PjEm/T/9OkTnCtWRo68BeDp+eqfPiciIlUydtYSmbD//pK7fL0Y23wOCUHPEZNhmb88THKWQqPOA+Dz1jfepP+ngEBUbNIJeSs2gOdrLoImSgo4DJaIkgTP98HIkFbnj++fxUIXW9oXiPpZI2WKGLeP3PcIR++/w5KmuaGvnQpDdz+Qiek9XQrH+njvAkLRdMV1pEyRArs6FYSxLucwEhERqSPPd/7IYGrwx/fPmsEUO4bWj/o5VcqY64aHrj2OI24eWNGzBgzSpMbAVUdlYvrg6KaxPt47/yA0mLQNKVOmwP6RjWGs/+f7T0REREnFixcvYW2d8Y/vnyN7Nhw5sC/q51SpYp4y7d1/IA4cPIQt69fC0NAQ3Xv3Qd2GTXD25LFYH+/t27eoUrM2UqZMidPHXGFiYvLHsRERqYIXr7xhbZXuj++f3dEOB9bOj/o5lUbM99n+Y2fi4ImzWD9vIgz19dB71FQ07DIAJ7fGXLQb6a3ve9Rs3VMe9xzbvAQmaY3+ODYi+neYlCZKQr5+/YaFp59j3WVPWZlrqpcazZ2s0MvZ7qdtv3z9hv7b7+Gsux/efgqFlZE2WhbNiPYlrKO2Oe/uh7EHHuOhTwA0NVLKxO38xrmQMa0O7np9woi9D3HT0x8pUgC2pmkwpU425M1g+M+e76fP4dh7ywdbrnvhoXcA7o8q+8ePlSplCpjrp471Nv/gMGy88goLGuVCCQdjed3M+jlkBfS15x9QIFPMnZpXHz6j4bJrSG+gjVUt80A3Nd9KiYhIvYl9lHn7LmPN8VuyMtfMMA1alsuDvrWL/rTtl69f0XupK87cfSErfq1M9dG2Qj50rBy9eOzsvRcYteEUHnr6IpVGSmTNYIIl3aoho5kh7jx/g6FrjsPNwxspUqSAfbq0mN62IvLZ//kJkt/lHxSCPZceYtPpu7j/8h3cl3X/48dKpZECFkZ6cf6e9SduY0n3aiiVM5O8bm7HyrIC+spjLxTKbBlj+1e+/qgzYSvSp9XDun61oafNRXNEROrk69evmDZzFpYuX4mXnp6wMDdHh3ZtMXTQgJ+2/fLlCzp06YYTJ0/B28cH1hkzonPH9ujZrWvUNidPncbAocNw9959aGpqIke2bFi/eiUyZbLGzVu30LvfQFy9fl1+Hmd2sMeieXNRsED+f/Z8/f39sXX7TqxZtx537t2D72vPP34skYROly72fYmPHz9ixarV8rk7ly0jr1uxZBGy58mPi5cuw6lIzMXsL196omLV6rCyTI9d27ZATy/2z3kiSprvszOXrsPyTTtlZa65iTHaNamDQV3bxPo+22XIBJy8cFVW/Ga0tEDHZvXQrXXjqG1OXbyGoZPm4N5jD2imSoVsjnZYPWscMlmlx637j9Bv7Axcv31fvs862GTEvHGDUSB39n/2fP0/BWD7gWNYt2M/7j1yx2u32Bfi/IpUGhpIZ2Ya620f/QOwauturJ45DmWLFZLXLZkyAnkq1Mclt9soki9XjO1fenmjaotusLQww7Yl06Gnm+aP4yKif4uZFKIkZMKhJ1h/2ROjq2dBYRsj+PiH4Mnb6PaN3/v67RvSG2pjSbPcME6jhSvPP8gktYW+FmrkSYfwL1/Res1NNC1shYVNciE0/CtuiAT0f/fvuuk2cloaYFLtbNBICdz1CoDmD5U732uy/DouPfsQ5+0ZjLRxqm+xXzqpfeaJn0xEH7jzBukNUqNuvvSYXT9HjKrp0jMuxPs4PcraoqezbdTPHu+CkHfcKaTW1EABa0MMqeQQVXl969UnhH35hpKZIxLSQmZzXZnIv/riY4yktPvbQIzZ/xh5MhjI1y11Kk5BICIiGrPpNNYev4VxzcvCKasVfN4H4rGXX5yf9ZbGerLy11hfG5cfeaHPMldYGOmiVtGsch+l+fRdaOGcG0u7V5P7KNefvJYnYoSO8/Yjl405prapAI2UKWWSWjOez2NRNXzxQdwnqUWV8/lpP59Eii3uU3eeY9PpO9h/5THSG+uhfvHsmNepcoyq6WL9VsT7OL1qOaFPLaeonz28PyB75wXQ1kolk8zDG5WKqry+4eGNsC9fUfq/hLTgaGUib7/6Q1L6yev3GDltJ/LapZOvW2pNHuoREambwcNHYNmKVZgxZRJKFCuG197eePDwUZyJlQxWVtiyYR1MjI1x/uJFdOzaHenTpUODenURHh6O2g0aoV2bVtiwehVCw0Jx+crVqM/jZq3aIF+ePFgwdxY0NDRw4+YtaMbz2VOlRi2cOXc+ztszWVvjjtvV//scRdzHjp+Qiegdu/fAytISTRs3wsqli2NUTefIVyD+12pAfwwZ2D/q58dP3GFlaw/t1NooWqQwJowdE1V5fe26G8LCwlDeOXqhfNYsWWQi/8KlSzGS0g8fPcaAwQ1kcn7DmlVInTr2xfFElDQNnzIfKzbvwpRhvVGsYF54v3mHhx7P4jx+sEpnjg3zJsI4rSEuXruFrkMnIJ25KepVrSDfZxt07Ic2jWph9ezx8n3mys27SPHf2dlWvYcjT/YsmDt2kDzuuXn/UbzvszVa98C5KzfivF1UObsd3vJL77PHz13Buh37sPvwCVhamKNxrcpYOnVEjKrpfC4N4n2cAZ1bY2DX1lE/P3n2ErZOlZE6tZZMMo/t3y2q8vr6nfsICwuHc4no99Ms9jbIaJkOl67HTEo/8niOwRPnoECubFgze7x8PCJKOnimgiiJEPOLl517gfE1s6BBgYgTkDYmaVDENm2s24vK5/4V7aN+tjbWwbXnH7Hnlo9MSn8K+QL/z+Eon81UPo7gaKEXoxq4S2kbmZwV7EwjvsZler3s+Bz2Nd4qoPiIZO/ma17Yfv01gkK/oHpuC2xpVwCFbH5uvZLOIDWO9ow+mRsbozSaUd/ny2iI2Q1ywt4sjUzkzzjqgVqLruJkn6LQS50Kbz6FQEsjBQx1ou8jmOlpySrz7/XYfEfGtLRZ7p9agBMREakjMb94yaFrmNyqPBqXzimvs7VIC6esGWLdXjOVBgbVLxH1cyZzI1n1u+viQ5mU/hQcIiuEK+azl48jZLGKbnnp6euPbtUKyeSsYJ8+9n2hSLM6uMi5zHER+0zxefLaDxtP3cGWM/cQFBKGWk5ZsGNoAxR2tPpp23Rp9XByUst4Hy+tnnbU9wUc0suktkP6tPD5EIgp28+j6uiNODulNfR1tPDmYyC0UmnAUDf6PoKoRBfbf6/LggMyppW9asiTVkREpF7E/OI58xZg7swZaNm8mbzO3t4OJYrHvjhcVD6PHjEs6mdbWxtcuHQZW7fvkElpUYUsKoSrVa4sH0fIljVr1PYvXnqiX+9eMjkrZHZwiDe+pQsXIPhzcJy3a6aKeTz+o0ePH2PVmnVYt2EjAoOCUL9uHdluu1jRn88NWFqmh9vl+BeyG6eN3n8oUrigTGpnccwsE/ljxk9EqXIVcPv6Fejr68tKci0tLRgZxTw/YWFhLm/7Xsu27VG8qJNM9otkPRElH2J+8bxVmzBzdH80r1tNXmefKQOKF8ob6/YigTyid8eon20zWsmq3+37j8qktH9AID5+CkBl5xLycYSsDtEFNi+9fNC7fXOZnBUcbKO7X8Zm4cRh+Pw5JM7bU/2fRauPPZ5jzfZ92LDrAIKCPqNulfKy3XbRAnl+2tbSwhSX962P9/HSGkWPOCqcNweWTh0JR9tM8H77DuPnLEW5hu1x/dAm6OvpykpyLS1NGBnox3gMC1PjGHOlhbb9RsmYNsyfxPdZoiSISWmiJOLxm0CEhH9FSYdfn0O08vxLbLz6SiaYRcJYVNrkSB/x4Z42jSYaFrBEk+VuKJXZWD5ujdwWsDCIWMXbsWQm9N12D9uuv0ZJB2OZJI5MXsdGVGX/jf477uOCx3u0cMqAUdUcoaMZ906FaOMp2on/qnJZo1vDZE+vj/zWhig08Sz23PRBk8I/n1COT8XsZjh0962s4havCRERkbp79MoXIWFfUCpn/CdJvrfM9To2nLwjK4tFwjg0/Aty2pjL29Lq6cjkdv1JW1Eml42sEq7plEUmfIUuVQqi19LD2HL2LkrntEFNJ8eo5HVsLI1jntj4XX2WuuLc/ZdoVT6PrATX0dKMdx/FLl38SfLvlc8bPYIlR6aIJHWe7oux++IDNCub+7firFTAHgeuPsG+y4/l60VEROrl/oOHCAkJQbn/2kv/ivmLFmPl6jUywRwcHIzQ0FDkzRPx+WNsbIxWzZuhUvWaqFDOGeWcy6JB3TpInz69vL13j+5o37mrTBKL2+rXqROVvI6NlVXMkRO/q2OX7jh15gw6tm8nK8F1dCI6n8XVitvBPnqR/v9T2cUl6vvcuXKhSKFCsHHMhi3bdqBt6/gXm/2oRrWq2LVnL3bs2i0T50SUfDxwf4aQ0NCo9tK/YtGaLVi9ba9sNx38OQShYWHIk81R3mZsZCiT29Vb9kC5EoXhXLww6latgPTmEecxe7Rpgs6Dx2HDzgPytjpVykclr2MjqrL/RpehE3Dm0nW0b1IXU4b1go62drzvs/Y2Ed0kfoVLmeJR3+fKlhmF8uaEY4nq2Lb/KFo3rPlbcVYrVwp7jpzErsMnZOKciJIWJqWJkgjt32wTveuGN8bsf4SR1Rxlu2pREbzg1DO4vfwYtc2sBjnQtnhGnHjkiz03vTH58BNsbpdftqvuV8EetfOmw9EH73D84TtMO+KOhU1yo0pO80Rp3z2mehY513nnDW8cvf8WdfKlR7186ZEl3c+zl/6kfff3REW0nVkaPPUNkj+LWdOhX77hY3BYjGrptwGhMNOP2QKmp7MdsqXTR5eNt/Ht2zdZdU5ERKTOdLR+75Bix/n7GLnuFMY0KyPbT+vpaMl51NeevI7aRlQPd3DJj2M3n2LnhQcYv+UMtg9pILcfWK846hbPhiNuHjh6wwOTt53D0h7VUK1QxMmdhG7fPb5FWaw7cRs7zj+A63UP1CuRDQ1L5EDWjD/PQ/uT9t3fExXR9umNZUtvwdxQVybsPwZ+jlEt/fZjkGx3/j3xmDmszdBh3j65jyKqzomISH3o6PzeQvFNW7ai/6AhmDZ5omxXLSqCp86YhctXrkRts2LpYnTv2hmHXI9gy7btGD5qDFz375XtqkcNH4omjRpg/8FDOHTYFaPGjsfGtatRu2aNRGnfPXPaZCxftUbGvf/AQTRp3BDNmzRGjuw/z1b9k/bd3xMV0Y6ZHfDE3V3+nM7CQibsP3z4EKNa2sfnjbzte+Ixc+XMiaYtW8vPY1F1TkTJg85vtuPfstcVgybOweQhPVEkf27o66bBjKVrceXGnahtRPVw11aN4HrqPLbtP4JRMxZh/5p5sl318F4d0KiGCw6eOIfDp85j7OwlWDt7PGq6RI8SSMj23dOG98GqLXuwZe9hHDhxBo1rVEKT2lWQ3fHnRT5/0r77e6IiOrOtNdyfv5Q/W5iZIDQ0DB/8P8WolvZ55ydv+554zJxZHdCy1zD5Piuqzoko6WBSmiiJEJXB2popceaJL5oWjntVXCQxQ7pgJiO0Khq9au2538+tsnJZGciLSOJWm39ZJoUjZyjbm+nKi6ia7rzhFjZffRVnUvpv23fntNTH+JpZMbKqI448eIut116jwpyLyGKhh3r508sEuUge/0n77h8FhoTjuW+QfFwht5U+NDVSyFnW1XJFHFCKWd2iwrygteFP9+9T3g6iK2bXTXfwDUBNJqaJiEiNicpgkZg+fecFmjv/PHbjR5cevkIhR0u0rZgv6rqnPj8vbMttayEvvWs5wWXEOmw/dz9qhrJDemN56VylINrP2YuNJ+/EmZT+2/bduWwsMLm1BcY2L4vD192x6fRdlBm8GtkymqJByRyoUywrLIz0/qh9948CPofimc8HNCgZcYJdzIcW8YlZ1jWKRFQ/i1ndIvld8Lt50pH61SkmZ312nL9f7qPUZmKaiEhtiPbZonr42ImTaGfb6v9uf+7CRRRzKoIuHTtEXefh4fHTdvny5pUXkcQtVrosNmzeEjVD2TFzZnkRVdNNmrfEqjVr40xK/2377rx58mDuzOmYPnki9h04KGdK5y9SDDlzZEezJo3RuEF9pEuX7o/ad/8oICAA7h5P5eMKBfLnk+3OxWtbt3Yted3DR4/w4uVLFC1S5Kf7Dx8yCClTppRzt0XCpGH9evHGQkRJg4NtRuhop8aJ81dg2/D/d168cO0mnPLnQsfm9aOu83j+82LZvDmyyMuALq1Rum4bbN5zOGqGcma7TPLSo20TNO8xFGu27Y0zKf237bvF/OqZo/pj8pBeOHD8DNbt2I8i1Zshh6M9mtSqggY1KiKdmekfte/+UUBgEDxevEKT2hGPlz9nNtnu/MS5K6hd2Vle98jjmawwL5I/ep50pCHd28n3WTF3W7zP1q9WMd5YiEh1MClNlERoa2qgW2kbjDvwWJ6cLGxjBN+AUDz0CYy1BbVIYovE7omH7+Q8adGG+8ZLf1gbR5wIfeEXjLWXPOGS3Uy27HZ/GwSPd0Gonz89gsO+YOz+x6iWyxwZjXXw+mMIbnj6o2pOi0Rr3x1JK1VK+XvE5V1AKHa4vcbW668x+/hT3BtZ5o/ad4/e9wgVspsio5EOvP1DZNV3ypQpUOu/ZLKBjiYaF7LCqH2PZFtzUVU+bPcDmZCOTND/qJezHTRSpJCJ6a/fvqF23ogENxERkbrR1kqFHtULY9SGU9BMlRJFsljhnX8wHnq+i7UFtV36tNh85i6O33wKa3NDOavZzd0bmcwjFoI9f/MBq4/dQuUC9jLJK2Y6e7z+gIYlcyA4NAwj159CjSKOyGRmCC+/T3Dz8Ea1wrEnpBOifXckMdu5emFHeXnnH4RtZ+/JBPX0nRfwZGn3P2rfPWLdCbjkd0BGMwN4vw/ApK3noJEyBeoWyyZvN0iTGk3L5sLwdSdlW3MxZ3rQqmMyOR+ZoP9R39pF5UzpjvP24evXb7KqnIiIkj9tbW0M6NsHA4cOk3M5ixctirfv3uHuvfuxtqDO7GCPtes34PCRI7C1scHa9Rtx5dp12Npkkrc/ffoMS5avkO2oLdOnl0nYx0/c0bxpE9nqu//goahXu5a8r+erV/K+dWrXTLT23ZHEbOc6tWrKy9u3b7F+02aZoB4/aQreeb38o/bd/QYNRvUqVWS1ttfr1xg1dpycUyoS3YKhoSHatGqJvgMGyWS2gYEBevTpi6JORaIS9D8aOmgANDQiEtNfv35F44bxVxQSkerTTp0afTu2xNBJc6GlqSnnGr/ze497jzxibUHtYJMR63fsx5HTF2CTwRLrdx3AtVv3YJMx4v3w6ctXWL5xJ6qVL4X0FmZ45PEcT569QNPaVRD8+TMGT5yD2pXLye1fvX6Da7fvobZLRMI2Mdp3RxKfIbUqOcvLW9/32LT7oExQT5q/Al7Xj/5R++5BE2ahSrmSsLZKj9c+bzF21hL5HtmgesT4BEMDPbSqXxMDxs+UyWwDPV30GT1VJvUjE/Q/PWbXNvK4p1XvEfK4p2GN6FEMRKS6mJQmSkJ6l7ODhkYKTD3iDh//EFk5LGYwx6Z5kQy48+oTOm24jRQpIBOwLYtmkElqQUczpawG3rrWC++DwmBukBqti2aU9wv/+g3vg0LRffNdvAsIgbGulqyQ7lch7vlQicFUTwsdSmaSFzFT+0+9/vgZXTbcls/TRFdLJvT3dy0sHz/S6GqOSJkCaLf2ppzdXcbRFJNqx19d1L2sLVKmSCFfp2/fIFuOExERqSNRoStOKoikqkiuWqTVQ6tyeWLdVlx/+9kbtJ2zV+6j1CmaDW0q5MOxmxHVWWJm82MvX2w6fQfvAz7LNtVtK+ZFq3J5Ef71K95/CkaXBQdkC2tjfR1UK5QZg+pFzyj7F0wN0qBTlYLyImZq/ykvvwC0n7tXPk8TAx04ZcmAw2ObysePNL65M1KmOIFWM3fLVt5lc9tgapv4Z6f1qllE7td0XiAqpr+hXvGfW5sSEVHyIyp0RaJg5JhxMrmaPl06dGzfNtZtO7Zrixs3bqJRs5ayy0ajBvXRuUN7HHJ1lbenSaMjE9H1Gq+Hr6+ffCxRVS3uFx4eDj9fX7Rs2x4+b97A1NQEtWvWxOjhw/7p8zUzM0Ov7t3k5cHDh3/8OK9eeaFJy1byeZqZmaJEsWK4cOqEfPxIM6dOllV59Ro3lbO7XSqUx/zZM+N93EH9+8n7tGjTTlbyNWnU8I9jJCLVMKR7W6RKpYExMxfj9Zu3snK4fZPY58e3a1wHN+4+RLPuQ+T7bIPqFdGhWT3ZqltIo60tE9GNuwyE74eP8rE6NquPdk3qIDz8C3zff0TbviPxxtcPpmmNZIX08N7R3S3+BTOTtOjepom8PHR/9seP88r7DVr2HCafp5lxWhQrmAentq+Ujx9p6vDesohIvB5idneFkk6YPXZgvI/bv3Mr+T7bpu9I+T7bqGalP46RiP6NFN/E/1YiQs7s2VDUOAhja0S0RiRKDiwHHcGiRYvRocO/3WklIlJXT58+hZ2dHXYMbYDSOSMqjYjo3xCV50cffcCDR4+VDoWIVOgz+ciBfSjnHHurUyJKeIWKlUDBQoWxaNEipUMhNeDq6goXFxc8OrNXzkwmSmz1O/bDt9T62Lt3r9KhECVJ8Q9QIyIiIiIiIiIiIiIiIiIi+gtMShMRERERERERERERERERUaJhUproPxopU+Iru9lTMvL16zc561rMViEion8j8j3369evSodCpHa+fP3G/R4iihL5fvDlyxelQyFSK+L/HD+P6Z+/13/lez39G3yPI/o7/N9D9B9TM3N4fghROgyiBOP54bP8amZmpnQoRERqw9jYGClSpIDnu09Kh0Kkdl6++wQzc3OlwyAiFftMfvHSU+lQiNQqWeP5yovnIeififxbe/HKW+lQSE08f+UNU1NTpcMgSrKYlCb6T5Vq1XDqsS98/JmYpuRh6zUvpNbSgrOzs9KhEBGpDX19fZQsURxbz92XHSuI6N948yEQx289RdVq1ZUOhYhU6TO5ZEms37iJHUyI/pGDh13x7t07VK1aVelQSE3kypULVlaWWL9jv9KhkBq4cfch7j58wvc4or+Q4ts39ismEl6/fo2C+fMhzbcg9HHOhKJ2aaGjqYEUSgdG9BtE/uP1x8/YedMb804+R48ePTBr1iylwyIiUit79uxB7dq1UbmAPTpWKoCsGUygmUpD6bCIkh1xKBsUEo4LD15i6s5L8A9LgavXrsPKykrp0IhIxT6Ta1avhh5duyBH9mzQ1NRUOiyiZPd57Ovrh/2HDmH4qDHInz8/Tpw4ITsVEP0Ls2fPRq9evdCucR20alADttZWSKWRSumwKJn4hm/w/xSIo2cvYszMxTAxM8eVK1eho6OjdGhESRKT0kTfefz4MZo3bYJLV64qHQrRX9HX00XHTp0xefJkzjkhIlLApk2bMKB/P7z0fKV0KERqoXChglizdh2yZMmidChEpIqfyQMG4OXLl0qHQpSsiQUftWrVwooVK6Cnp6d0OKRmZsyYgYkTJ+DdO1+lQ6FkSpxfLV+uHNauWwdzjgwi+mNMShPF4vnz57h9+zaCg4ORnLi6umLZsmXo06cPnJycoK5E67YxY8bI6vgpU6bA0NAQyYVYiWxiYoKiRYtCW1tb6XCIiNSa2M2+fv06Xrx4gfDwcKXDUWmhoaEYOnQoQkJC5IIqdV51/uTJEwwfPhyVK1dGixYtlA5H5Yn9HdG20cbGRulQiEiF8TP535o+fTp8fHzk8bZSzp49izlz5shLunTpFItDXRgYGKBIkSIwMjJSOhRSY+L9/dKlS/D29lbpsQ07duyQC6aGDRuG3LlzQ52PAcVr8PnzZ0yaNAlp0qSBqtLV1UWBAgVgYWGhdChESR6T0kRqws3NTSYq27Vrh3nz5kHdeXl5IW/evMiXLx8OHjzIamIiIiIFde7cGStXrpQnkfLkyQN1N3PmTLmIcPfu3ahRo4bS4RAREf0yX19fpE+fHlOnTkXPnj0Vi0MUGYhktIhBLEonIlIFp06dgrOzs1yQy/emiAW5ouV/lSpVsHHjRrb9J1IDTEoTqQF/f3+5mkusXD137hwraL+rHK9UqRLGjx+PwYMHKx0OERGRWtq8eTMaNWqERYsWoWPHjkqHoxLEIZpof3nmzBm5sDBTpkxKh0RERPRLxCL43r17y4XgZmZmisbSoUMHHD58GE+fPuVCdCJS3Js3b2RxjKOjI44ePQoNDQ2lQ1IJW7ZsQcOGDXk8SKQmmJQmSubEf/HGjRvjwIEDsl2Zg4OD0iGpFNEmZuLEiTh58iRKliypdDhERERq5fHjx3LhXNWqVbFhwwaujP+On5+frBoQVV6nT5+GlpaW0iERERH9XwULFkSGDBmwa9cupUPB+fPnUbx4cRw7dkxWJhIRKUW0ExfjeW7cuCEvoqMERevSpYucR3/x4kXZ2ZKIki8mpYmSObHKTLTEFFVIDRo0UDoclZw3U65cOdkuRuwUKr2Sm4iISF2I2WFitEhgYCCuXr0qO7pQTKKdeYkSJWTr0WnTpikdDhERUbxu374t56Pu3LlTdvxQmjjlmSVLFjg5OWHNmjVKh0NEamzChAmyMEZ0b6hQoYLS4aj0seG1a9egr6+vdEhElEjYu4YoGRNJ1l69esnVZkxIxy5VqlRyZklYWBhatGghVy4SERFR4hMzk+/fvy/btTEhHbsiRYpg8uTJmD59Ovbu3at0OERERPFavXo1TE1N5WxQVSA6sLRq1Qrbtm2TY82IiJQguh4NHz5czpFmQjp2YtSkOC709vaWLbxZR0mUfLFSmiiZEgdcom2Wnp6ebFnFOdK/Nl9arFwcNGiQ0uEQERGpxdywhQsXolOnTkqHo9LE4VrNmjVx9uxZueDQ2tpa6ZCIiIh+IhZ6Z8yYEY0aNcKsWbOgKl6+fIlMmTJh2bJlaNOmjdLhEJGaefv2rWxHnTlzZjlHWhTHUNxEp0/xObJ48WJ06NBB6XCIKBEwKU2UDIn/1k2aNMH+/fs5R/o3iBWLohrpxIkTnC9NRESUSMTIDDErWVRRiW4lnCP9a/Ol8+XLB0tLS1lpoampqXRIREREMezbtw/Vq1eHm5ubys0DrVixomwNKz5DiYj+FdGNURzziHOzYnGp2Jen/0+MoVy5cqUcZZQnTx6lwyGiBMakNFEytGTJEtnqZNOmTbIKiX59vrSzszM8PDzkzqJoO0ZEREQJR5wQLlasGD59+iRnhbFt96+7cOECSpUqJUezTJ06VelwiIiIYqhfvz4eP34sj6VVzYYNG9C0aVO5MM7e3l7pcIhITUycOFEWwBw6dEgujqFfP2Z0cnJCUFAQ50sTJUOcKU2UzNy8eRM9evSQq8qYkP6z+dIhISGcL01ERJQI+vXrh7t373KO9B8oWrQoJk2ahGnTpslqNCIiIlXh6+uLPXv2yPnNqqhWrVoyqbFmzRqlQyEiNXHmzBk5R3rIkCFMSP8mMYJy69ateP36NedLEyVDrJQmSkZE1VGBAgWgq6srq2k4R/rPiBWMlStXlid+Bw4cqHQ4REREyYI4sdCgQQMsWLBALp6jP58vfe7cOdkelfOliYhIFcyfP1928nj16hXMzc2hitq3b48jR47IzmgpU7JGh4gSd460GL0jOjMcO3aMc6T/kOgA2rhxY9kRVLyHE1HywKQ0UTIh/iuLdlR79+6Vs0oyZ86sdEhJmljJOGXKFJw8eRIlSpRQOhwiIqJkMUe6UqVK2Lx5M+dI/+V8aTGrM0OGDDh16hTnSxMRkeIKFSokZ6Xu3r0bqkos6BLH9sePH0fZsmWVDoeIkinRdbFq1aq4evWqHGdgZWWldEhJWqdOnbB69Wo5Xzp37txKh0NECYBJaaJkYunSpejQoYNsP92oUSOlw0kW86XFgeqzZ89kJRLnSxMREf0ZMRZDzJH++PGjnAlmaGiodEjJZr50nz59MHnyZKXDISIiNXbnzh3kypULO3bsQO3ataGqxOlPR0dHuU8iEhxERIlBdF0cPHiw7MLo4uKidDhJXnBwsBxjJL6KRD/nSxMlfexXQ5RM5kh3795drh5jQjph50uLnZ6WLVtyvjQREdFfzJEWJ6zFHGkmpBOGODEzceJE2dVl//79SodDRERqTCR4TUxMZGWgKhNdWsTM623btsnRZ0RECe3s2bMYNmyY7L7IhHTC0NHRkceRXl5e8rw36yuJkj5WShMlceJgqmDBgvJD+uLFi5wjncAOHjyIKlWqyCqkAQMGKB0OERFRkiJO/NavX1/OmuzSpYvS4SQrYsFcjRo1ZNW0aA2YMWNGpUMiIiI17DAmxkk0bNgQs2fPhqp78eIFbGxssHz5crRu3VrpcIgoGXn37p0csWNnZyfHBHCOdMIShUNNmjSRnULbtWundDhE9BeYlCZKwsR/32bNmmHPnj2yHaZoRUUJT7TdmTp1qpzbWLx4caXDISIiShLc3d3lHOmKFSvK1e2cI53wfH195ckva2trnDx5kvOliYjonzpw4ICskL5+/Try5cuHpKBChQoICwuTn5tERAm1WLRatWq4cuWKHAEoFutQwuvYsSPWrFmDy5cvy7ERRJQ0MSlNlIQtW7YM7du3x4YNG9C4cWOlw0nWq7/LlCmD58+fy0ok0ZqMiIiI4p8jLRZyvX//Xp6oZtvuxHP+/Hk5X1q0SRcz7IiIiP6VBg0a4OHDh/I4OaksPlu3bh2aN28uF8+JikYior8lRuoMHDhQdlusVKmS0uEkW2LEopOTkzzWFPOl9fT0lA6JiP4AZ0oTJVG3bt2Sc6Q7dOjAhHQi43xpIiKi39O/f3/cvn2bc6T/gWLFimHChAly1IioWCMiIvoX/Pz8sHv3bjmnOakkpIXatWtDX19fVtsREf2tc+fOyRnSgwYNYkL6H82X9vT0ROfOnTlfmiiJYqU0URIUEBAg50inTp1azpEWH8r071qTiRWQ4mQ7ERER/Wz79u2oV68e5s6di27duikdjloQC+aqV6+OS5cuyWo1tgwkIqLEtmDBAvTo0QOvXr2ChYUFkhIxj/TYsWOyWjplStbrENGfz5EWowsyZcokRwJwjvS/sX79ejnOUnQQbdu2rdLhENFvYlKaKIkR/2VbtGiBXbt2yVYlWbJkUToktSJWPk6bNg2nT5+WlUlEREQUzcPDQ56YEfMat27dmqQqp5I6nhQjIqJ/qXDhwkiXLh327NmDpObs2bMoWbIkTpw4IUd1ERH9Li4KVZboHLp27VrOlyZKgpiUJkpili9fLlf1co60MsLCwuRB68uXL+Hm5sb50kRERP8Rs71KlCgh23lyjrRy7QNLly4tO7pMnDhR6XCIiCiZunv3LnLmzCm7o9SpUwdJjTgVmjlzZrnfsmrVKqXDIaIkaOrUqRgwYIDsqli5cmWlw1E7YsRikSJF5HnaK1eucL40URLCHjVESYiYzSjaYLZv354JaYVoampi06ZNCAwM5HxpIiKi74iTMrdu3eIcaQUVL14c48ePx6RJk3Dw4EGlwyEiomRq9erVcoF2tWrVkBSJTi5iFva2bdvkeDQiot9x/vx5DB48GAMHDmRCWuH50qJoqEuXLpwvTZSEsFKaKIkQB0qFChWSSVHRGoZzpJW1f/9+eQAuVkb269dP6XCIiIgUtWPHDtStWxdz5sxB9+7dlQ5HrYkFc2IfRVQMiK4ubCVIREQJKTw8HBkzZkT9+vXl535S9eLFC9jY2GDFihUyQU1E9Ct8fX2RN29eOTJHjAAQ52lJ+fnS4r28devWSodDRL+ASWmiJDRHeufOnbh27RrnSKtQRdjMmTPlfOmiRYsqHQ4REZEinj59KmcZlytXTlYccY60asyXFifLbG1t5ckyzpcmIqKEIjpxVKlSRZ6byJ8/P5Iyse8iFnOJz0oiov9HvF/UqFEDFy9elIs/xQIdUp7oKCqS02K+tBgtQUSqjUlpoiRArPZq27Yt1q1bh6ZNmyodDv1HzC0Rcxs9PT1x48YNGBsbKx0SERHRPxUaGirnMYokqJgjbWRkpHRI9J+zZ8+iTJkychHdhAkTlA6HiIiSiYYNG+L+/fu4efNmkl+ItnbtWlkA4OHhIRdyERHFZ9q0aejfv7/snigW55BqCAoKkvOlRScPzpcmUn2cKU2k4u7cuSPnSIukNBPSqjtfWrT74hofIiJSNyLhKRZmiXleTEirFrFYYNy4cZg4cSIOHTqkdDhERJQMvH//Hrt27ULLli2TfEJaqFOnjkxerFmzRulQiCgJzJEeNGiQPP5hQlq1pEmTBlu3bpXzpbt27ap0OET0f7BSmkiFcY500rBv3z5Ur14d06dPR58+fZQOh4iI6J8QJ6Vr166N2bNno0ePHkqHQ3G0GKxatSquXr0qFw9YWVkpHRIRESVhCxcuRPfu3WW3sHTp0iE5EAUAon33kydPkDIla3eIKPY50mJckWjXffLkSc6RVlGiw2jz5s2xcuVKWTxERKqJSWkiFSX+a4rVxzt27JAnErNmzap0SBQP0b5n1qxZOHPmDJycnJQOh4iIKNHnSIs5kmXLlsX27duTRbVUcvX27Vt5Es3Ozg7Hjx/nfGkiIvpjoj2qubk59u7di+RCHMOXKlVKJprEeC4ioh/Pz4o50qJSWizy5Bxp1V9otHHjRtnGO0eOHEqHQ0SxYFKaSEWJVV1t2rSRM46aNWumdDj0C/OlxYGsl5cX3NzcOF+aiIiS/RxpkewUn3ls2500TriLBQQDBw7E+PHjlQ6HiIiSoHv37skT/Nu2bUPdunWRXIjTog4ODvJ4XpyHISL6nuiK2K9fP7kYp1q1akqHQ78wX7pw4cKyY5RITOvq6iodEhH9gH1piFTQ3bt35QwMsbqLCemkQbTu2bx5Mz59+oTWrVtzvjQRESVbIrEpqgTE5x4T0klDyZIlMXbsWDlf+vDhw0qHQ0RESdDq1avl4uvklpQR3V5Em1cxj1SMUCMiinTx4kU5R1p0R0xu733Jfb708+fP0a1bN6XDIaJYsFKaSMUEBgbKOdIaGhpyjrT4MKWkQ6ycFG19ZsyYgd69eysdDhERUYLavXs3atWqJUdW9OzZU+lw6DeIaoEqVarg2rVrnC9NRES/5cuXL7C2tkadOnUwd+5cJDcieWFjYyMT7y1atFA6HCJSAX5+fnIEjthnPnXqFOdIJzFr1qyRYzE5X5pI9TApTaRixAelaIfFOdJJl2jrM3v2bJw9e1bO3CIiIkoOnj17Jk/MlClTBjt27OAc6SRItFzPmzevbFN67NgxzpcmIqJfcujQIVSuXFmepyhQoACSI2dnZ/n1+PHjSodCRAoT6ZKaNWvK83piMadYlENJjxiLuWnTJs6XJlIxTEoTqZBVq1bJ1s9iNVfz5s2VDof+cr7069ev5azNtGnTKh0SERHRX8+RFi2g37x5g+vXr/OzLQk7ffq0nC89ePBgjBs3TulwiIgoCWjUqBHu3LmD27dvJ9tFaZFVdU+fPpVV00SkvkT3w759+2LPnj2oXr260uHQX86XFumvy5cvc740kYrgTGkiFZoj3aVLF7mKiwnppE209BEr8fz9/TlfmoiIkgUxS00stBJzpJmQTtrEwjkxX3rChAlwdXVVOhwiIlJx79+/x65du2RXt+SakBbq1q0LPT09mZwmIvWeIz1w4EDZBZEJ6aRNjMTcsmWL7PjVvXt3pcMhov+wUppIReZIi5Vb4gBPrNziHOnkQayoFO1+Zs6ciV69eikdDhER0V/NkebnWfKaLy3asIqFBqIloaWlpdIhERGRilq0aBG6deuGly9fIn369EjORJHAyZMn8eTJE6RMyToeInWcI50/f375Xie6C3GOdPLqhCE6lIqvRKQsJqWJVICophUrt8R8pmzZsikdDiUg0e5n7ty5cg6NWHhARESUFOdIly5dGjt37kzWFVLqRrRiF/OlHR0dcfToUc6XJiKiWDk5OcHU1BT79u1DcieSUGKf59SpU7KzCBGpD5EiEQtxz5w5wznSyfjcu5gvnT17dqXDIVJrTEoTKWz16tWyDZb42qJFC6XDoUSYwSkOZr29vTlfmoiIkhR+hiV/4qS7s7Mzhg4dijFjxigdDhERqZgHDx7IhfNbt25FvXr1oA6dRDJnziwT0ytWrFA6HCL6h0RXqD59+nCOdDLFLqVEqoO9aIgUdO/ePTlHWqzWYkI6edLS0pLzpT9+/ChbgXEdEBERJRVDhgzBtWvXOEc6GRMn3UUyety4cThy5IjS4RARkYoRi+fFPoC6JGhEy27R2lUk4UUCg4jUg0hSijnSotuhurzfqRtdXV353v706VPOlyZSGCuliRTCFVrqOY9z1qxZ6Nmzp9LhEBERxUtUCNSsWRMzZsxA7969lQ6HErkqrFKlSrJNIedLExFRpC9fvsj2tbVr18a8efOgTqNLbG1t5QzS5s2bKx0OESWy9+/fy3FF6dKlk627OUc6eRNzpUVxGDuWEimHSWkihYiqWVF5xFkW6kO0ARIH8+fOnUOhQoWUDoeIiChWz58/lydmSpYsiV27dnGOtBrNl86SJYucL62hoaF0SEREpLDDhw/LRUtiEb26Hb+WLVtWVk0fO3ZM6VCIKBGJtIhYeCNG2ojFmZkyZVI6JPoHxBhNUTV99epVOaKCiP4tJqWJFCBW3IqWUGJ1lvhK6jObU5zgFyd+xWxOIyMjpUMiIiKKISwsTM6R9vLykp9VxsbGSodE/8jJkydRrlw5DBs2DKNHj1Y6HCIiUljjxo1x69Yt3LlzR+0WqIkKOpG0EFXTTFIRJV+im6HoCiW6G9aoUUPpcOgfdi8Vi63EQtxLly6xeynRP8aZ0kT/2P3799G5c2d5gMOEtHrOl/7w4QPnSxMRkcrOkRYrxkU3Fyak1UuZMmVkMnrs2LGyWpqIiNSXOGbduXOnPG+hbglpoW7dunL+qCgoIKLkSXSBGDBggOxqyIS0es6Xdnd3R48ePZQOh0jtsFKa6B8KCgqSc6TFfzux8yM+BEn9iFaooj3Q7NmzufNDREQqY+/evfKEzPTp0+XJGVLP+aGiVauojBMtDNOnT690SEREpIDFixejS5cu8PT0VNvPAjFz9PTp03jy5IlaJuaJkvsc6fz588Pc3FzOkRZFJKR+Vq5cKYuG1q5di2bNmikdDpHaYFKa6B9q164dNmzYIOdI58iRQ+lwSEGiPdD8+fM5X5qIiFTCixcv5EzhEiVKyPZ1PPmqvnx8fOTfgpivduTIEc6XJiJSQ0WLFpUdU/bv3w91JWbMii4iIjEtxnARUfIgUiF16tSRo2vEuCIbGxulQyIF/xZER5Dt27fLbmFZs2ZVOiQitcD23UT/iFh1tXz5cixYsIAJacLkyZPlCd+GDRvK1mhERERKzpFu1KgR9PX1sWrVKiak1ZyFhYVcRClOxotW3kREpF4ePnyIixcvyhP16kwkom1tbeV8aSJKPubMmSM7GIrjHiak1Zs47hXn6a2trVG/fn3Z4ZSIEh+T0kT/aI50p06d5AxpdT+wowiiNZCY1+nn54e2bdtyvjQRESlm6NChsovLpk2bOEeapLJly2LUqFEYM2YMjh07pnQ4RET0D4kkbNq0aVG9enWos5QpU6JFixbYsmULAgMDlQ6HiBKAOObp378/evXqhZo1ayodDqkAMVpTvM+L+dI9e/ZUOhwitcD23USJTKyyKlKkiJzRJ3Z+OEeavrdz507ZNkis1OzevbvS4RARkZoRbTmrVauGqVOnol+/fkqHQypE7Lu6uLjgzp07cr50unTplA6JiIj+wXt/pkyZUKNGDVk9pu48PDxgb2/PeaNEyYDoUpgvXz6YmZnh7NmznCNNMaxYsUIWDa1btw5NmzZVOhyiZI1JaaJE1r59e6xfvx6XL19Gzpw5lQ6HVJBYoSkO+M+fP4+CBQsqHQ4REamJly9fylESxYoVk3OkRUUQUWzzpbNnzw5XV1fOlyYiSubEe71YkHTp0iUULlxY6XBUgpgrnSpVKhw9elTpUIjoD4n0R926dXHixAlcv35dtuYn+vFvRHQ43bFjB65du4YsWbIoHRJRssWkNFEiEqurmjdvLldbtW7dWulwSEWFhoaiePHi8PX1lTvHRkZGSodERERqMEdanGQViWk3NzeYmJgoHRKpKHHyrnz58hgxYgRGjhypdDhERJSImjRpIrtj3L17V87aJMi5s23atMHTp09lFTkRJT1z585Fjx49ZLfCWrVqKR0OqaiAgAAUKlQImpqacnGWjo6O0iERJUsshyBKJA8ePJBzpEVSmnOk6VfnS7dr147zpYmIKNENGzZMdnERnz9MSNP/my8tEtKjR4/G8ePHlQ6HiIgSsbWtSNiI8xdMSEerV68e0qRJI1t4E1HSc/XqVfTt21fOC2ZCmuKjp6cn50s/fvyY86WJEhErpYkSQXBwsJwjLaqQxBxp8aFG9P+IFjGinZBYwdmtWzelwyEiomQ+R3rKlCno37+/0uFQEpkxWrFiRVk5x/nSRETJ05IlS9C5c2fZRcXS0lLpcFSKSNSfO3cOjx49YsKeKIkttsmfPz9MTU05R5p+2fLly2XRkBjHKTqIEFHCYlKaKBF06NBBtu7mHGn6XWIl3qJFi+R86QIFCigdDhERJTPiRHO+fPng5OSEPXv2cI40/TJvb285X1rs2x4+fJjzpYmIkhkxUsrQ0BAHDhxQOhSVc/LkSdk5RCS1xOtERKpPpDxEp4Njx47JcUWcI02/87fTokUL7Nq1S1bac740UcLiWSiiBLZhwwYsXboU8+bNY0KafpuoWsuVKxcaNGiAjx8/Kh0OERElI6KDS6NGjeRsrNWrVzMhTb9FVEeL/VzRwnv8+PFKh0NERAlIVACLhdEcPRa7UqVKyXnSYr40ESUN8+fPlx0JV65cyYQ0/RbREWPhwoWwsrKS52dFR1QiSjg8E0WUgB4+fIiOHTuiWbNmaN26tdLhUBKUOnVqOb/k3bt3nC9NREQJavjw4bh06RLnSNMfc3Z2lvOlR40ahRMnTigdDhERJRCxWM3IyAg1atRQOhSVJBbytWzZUu5DBQUFKR0OEf3iHOkePXqgdu3aSodDSZAYxbl161a5aKtXr15Kh0OUrLB9N1ECEaumRCvMkJAQufPDOdL0N7Zv3y7bDImK+65duyodDhERJXEHDx5ElSpVMHnyZAwYMEDpcCiJz5euUKEC7t+/L+dLW1hYKB0SERH95fu6jY0NqlWrJivDKHbu7u5wcHCQo9qaNm2qdDhEFAfRdVDMkTY2NpYt90XxB9GfWrZsGdq3by87RjVu3FjpcIiSBSaliRKIqJBes2aNnCMt2i8T/a3u3btjyZIluHDhgtyhJiIi+hOenp5yFnCRIkWwd+9etu2mBJsvLfZ5Dx06xPnSRERJ2JEjR1CxYkVcvHhR7itQ3EqXLg0tLS35mhGR6hFpDtFuWfwfvX79Ouzs7JQOiZLB31Tz5s2xe/duXLt2DY6OjkqHRJTk8YwUUQLYuHGjTB6KqlYmpCmhTJs2Tc4l53xpIiL6U+Hh4ZwjTYkyX3r9+vU4duwYJkyYoHQ4RET0F8Sc5KxZs6Jw4cJKh6LyxMxt8dn34sULpUMholgsWLAA27Ztw4oVK5iQpgSdL21paSnPz37+/FnpkIiSPJ6VIvpLYrZEhw4dZPumNm3aKB0OJcP50m/fvpWtYtjYgoiI/mSOtKh82rRpE0xNTZUOh5KRcuXKyb8vMV/65MmTSodDRER/QCx+3rFjh0y2ihPvFD8xYkss9Fu7dq3SoRDRD0QVa58+fWTXwTp16igdDiUj+vr6cr70w4cP0bt3b6XDIUry2L6b6C/nSBctWlSukuIcaUosYpVn/fr1MX/+fHTp0kXpcIiIKIkQbZUrV66MSZMmYeDAgUqHQ8l0Dmn58uXx4MEDzpcmIkqiszLFKDJR+WtlZaV0OElCy5Yt5YgtkZxgIp9IteZIp02bFufOneMcaUoUS5culYVpomOq6EZGRH+GSWmiv9CpUyfZCvPSpUvInTu30uFQMtatWze58yOq3fLly6d0OERElATmSIvPi0KFCmHfvn1s202J5vXr13K+tNgX5nxpIqKkpUSJEnJxvXj/pl9z/Phx2S1EJL6KFSumdDhEak+kNho2bIjDhw/Dzc2NbbspUf/WmjVrhj179siZ5ZkzZ1Y6JKIkiWeniP6QaIO5ePFizJkzhwlp+mfzpUXFtL+/v9LhEBGRis+Rbty4sawQWLNmDRPSlKjSp08fNV964sSJSodDRES/6PHjxzKxKlp3068rU6YMrK2t5SxuIlKemPcrWitzjjQlNtEdY9GiRZwvTfSXeIaK6A8P3sSM3yZNmqBdu3ZKh0NqQFtbm/OliYjol4wcOVK2leQcafpXRAvvYcOGyb+9U6dOKR0OERH9AtH1zdDQEDVr1lQ6lCRFLPYTLbw3b96MoKAgpcMhUmuiWlXM+BXdBevWrat0OKQm86XF+dn79+/LGeZE9PvYvpvoN4lVUE5OTnKetJgjLT6MiP4VsfpTrMYTK0FF+3giIqLvibZ1lSpVkhWrgwYNUjocUsP50mLGppgvbW5urnRIREQUz3u2jY0NqlatKqu+6Pe4u7vDwcFBdgoRxQpE9O+JLoJijrRYXHP+/HnOkaZ/asmSJejYsaNcCC7axxPRr2NSmug3de7cWbZp4hxpUkrXrl2xfPlyWQXH+dJERBTp1atXcrZvwYIFsX//frbtJsXmS4vLwYMH+TdIRKSijh49igoVKshjSrHonn5fqVKlZEczV1dXpUMhUjsindGoUSMcOnRIVkvb29srHRKp4d+gWJQkjrvF36BYqEREv4ZnCYh+g2jPJFYRz549mwlpUsz06dORPXt2WTHN+dJERPT9HGktLS3OkSZF50uvW7cOR44cwaRJk5QOh4iI4iAW2mfJkgVFihRROpQkS8ziFsn9ly9fKh0KkdoR52ZFC+Vly5YxIU2KzZdevHgx0qVLx/nSRL+JZ6uIfnOOtDjhK74SKT1f2sfHBx06dOB8aSIiwqhRo3Du3DnZPszMzEzpcEiNicq7oUOHYvjw4Th9+rTS4RAR0Q/EwuYdO3bIpKo4qU5/pn79+tDR0cHatWuVDoVIrbi5uaFXr16yi6D4f0ikFAMDA3l+9t69e+jbt6/S4RAlGWzfTfQLxGqnokWLIjAwENeuXeMcaVIJYsdHzC0RK0TFHBMiIlLfOdKVK1fG+PHjMXjwYKXDIZKV+2K+tFjUKU4ccr40EZHqEKOgxEL7Fy9eIEOGDEqHk6Q1b94cly9fxoMHD5jgJ/pHi2oKFCggk4FiQa4o2iBSmqiY7tSpk+ywKqqmiSh+TEoT/cYMXzFHOk+ePEqHQxSlS5cuWLFiBS5evCjnNxIRkXrx8vKS7//58+fHgQMH2LabVO5vM1++fJwvTUSkQkqWLIk0adLIRW30d44dOyYXYZ0/f14WMhBR4hEpDNG9UhzzcIYvqRL+bRL9Hp4ZIPqFatQFCxbIOdJMSJOqmTFjBrJly8b50kREalqN2qRJE2hqasrWkUz6kSqxtLSMmi89efJkpcMhIiIAT548wdmzZ2Xrbvp7ZcuWRcaMGeWMbiJK/GpUUYkq5kgz6UeqRHTKWLJkCSwsLDhfmugX8MwV0f85YGvXrh0aNWokZ/cSqep8aW9vb9nCm80viIjUx+jRo3HmzBls3LiRc6RJJVWsWBFDhgzBsGHD5N8qEREpa/Xq1bLtba1atZQOJVkQCwJbtmyJTZs2ITg4WOlwiJKtGzduyDnSolsg2yOTqs+X7tevn9LhEKk0tu8mioNY1VSsWDEEBATg6tWr8sOFSFWJ1aJi8YRYOcoFFEREyZ+rqysqVaqEcePGyaQfkSpX9JcrV04u9hQnFLmAgohIGV+/foWNjQ0qV64sjxspYYjPt8yZM2PDhg2yfSsRJSzRFbBgwYLQ09OTrfI5R5pU2aJFi9C5c2ds3boV9erVUzocIpXEpDRRHLp16yZbwnBWLyUVYqdn5cqVnH1ORJTMcVYvJTWvXr2Sf7PihOL+/fv5N0tEpADOP048nNNNlDg4q5eS4t+sKBo6dOiQ/Ju1t7dXOiQilcOzAUSxEKuZ5s+fj1mzZjEhTUnGzJkzkTVrVtSvXx+fPn1SOhwiIkrEOdKpUqXiHGlKMqysrOR8aXFyZsqUKUqHQ0Sktq27HR0d4eTkpHQoyY6Y0X3kyBF4enoqHQpRsiLm9IrOgEuXLmVCmpLMfGnx9yq6Q4lW8yEhIUqHRKRyeBaL6Afu7u5o27YtGjZsKGf0EiUVooWRWFDx+vVrzpcmIkqmxowZEzVH2tzcXOlwiH6Zi4sL50sTESnY/nbbtm1y/rE4YU4JSywMF8fjYgEWESUMMfalZ8+esiugOEdLlFSIEaDi/OydO3c4X5ooFmzfTfQdsXpJzJEWB2zXrl3jHGlKkjZt2iTbG4kVpe3bt1c6HCIiSiBHjx5FxYoVMXbsWAwdOlTpcIj+qNLf2dkZHh4e8kSjqamp0iEREamFFStWoF27dnj+/DkyZsyodDjJUrNmzXD16lXcv3+fiX+ivyS6/xUoUAC6urq4cOEC50hTkrRgwQJ07dpVLgqrW7eu0uEQqQwmpYm+0717d5nIE3OkxZxGoqSqU6dOWLVqFedLExElE6ILhhgpIt7TRQtktu2mpD5fulChQti3bx//lomI/oFSpUrJpI6rq6vSoSTrxYMVKlSQCTS2SCf6cyJV0bRpU+zdu1fO5M2cObPSIRH98d+yqPI/fPgw3NzcYGdnp3RIRCqBZwCI/iNWLc2bN0/OkWZCmpLLfGkxv4TzpYmIkrYvX77IOdIaGhqyLSSTeJTU50uLeegHDx7E1KlTlQ6HiCjZe/LkiRybIOYeU+IpW7asrEIXi8OJ6M+JebxiVJH4yoQ0JWWcL00UO57RIvpujrT4gBAVpkRJnY6ODrZs2QIvLy/5N82mGERESXuO9OnTp7FhwwbOkaZkoVKlShg8eLBsQ3/27FmlwyEiStbWrFkjR5PVqlVL6VCSNbF4sEWLFnKcVnBwsNLhECVJN2/eRI8ePeR5rEaNGikdDtFfMzQ0lOdnb9++jf79+ysdDpFKYPtuUntilVLx4sXx4cMH2RaGc6QpORGrS0V1nViZJ2aIERFR0nLs2DHZClIkpocNG6Z0OEQJOl9aVJU9e/ZMtrPjfGkiooT39etX2NrawsXFRY4qo8T1+PFjODo6yuNwJtSIfo/o8lewYEFZZCHGKnKONCUn8+fPR7du3bB9+3bUqVNH6XCIFMWkNKk9sQJv8eLFcu5P/vz5lQ6HKMF17NhRro4X86Vz586tdDhERPSLvL295ezdXLlyyTnSogKHKDnx9PSUf+NFihSRcwPZmp6IKGGdOHECzs7OOHfuHIoVK6Z0OGqhRIkS0NPTk/tuRPT7c6SvXbsmF3cQJbe/cdGh9ciRI7IojvOlSZ3xqJ/UmlidNHfuXDl/lwlpSq7EnHSxQy92fgICApQOh4iIfmOOtJhDJeZIMyFNyVGGDBnkfOkDBw5g2rRpSodDRJTsiPnGYiZr0aJFlQ5FbbRs2VImHV69eqV0KERJxrJly2SHAdHRgQlpSo7Ecb34OzcxMUHDhg05X5rUGpPSpLY8PDzkHOn69eujc+fOSodDlOjzpUU1kvhbZ4MMIiLVN3bsWJw6dUrOkbawsFA6HKJEU7lyZQwaNAhDhgyRlXxERJRwrXC3bdsmk6TiZDj9G2IxuJaWllxUSET/361bt2QXyw4dOqBx48ZKh0OU6POlxd/8wIEDlQ6HSDFs301qSaxGEi2V/Pz8ZMsM8aFAlNytX78ezZo1kyvzxIIMIiJSTcePH0f58uUxatQojBgxQulwiP7JfOkyZcrg+fPnuHHjhqwgICKiv7Ny5Up53Pfs2TNYW1srHY5aEW2Ixbmme/fucUEA0S/MkRbzo8UcaVFUQZTczZs3D927d8eOHTtQu3ZtpcMh+ueYlCa11LNnTyxatAjnz59HgQIFlA6H6J8RK09Fm8zLly/LGaVERKSac6Rz5syJw4cPs203qY2XL18iX758cHJywp49ezhfmojoL5UuXVpW7IpW0vRvide8YsWKMslWpEgRpcMhUkkiJdG8eXPs3r0bV69eRZYsWZQOieif/e2Lzq1Hjx6Fm5sbbG1tlQ6J6J/ikT6pHbEKac6cOZgxYwYT0qR2Zs+eLWeKcb40EZFqzpEWlTWiokZ0t2BCmtRJxowZsWbNGuzfvx/Tp09XOhwioiTN3d0dp0+fRqtWrZQORS05OzsjQ4YMcqY3EcVuxYoV8phHzJFmQprUiTjeX758edR86dDQUKVDIvqnmJQmtfL06VO0adMG9erVQ5cuXZQOh+ifE62Qtm7dKquROF+aiEi1jB8/HidPnuQcaVJbVapUkfPVBg8eLDsaERHRrwsMDMTnz5/l92KRj76+PtuCKkQsLGzRogU2btwY9W9CRNFu376Nbt26oX379pwjTWpJjBLdvHmzHF3E+dKkbpiUpmS/k3PixAn5vVh1JFYfiVVIYqYu5/qQuhIrUBcvXox169bJOWNCWFiYvE5U6RER0b9LQp89ezZqjnTkDOmyZcsqHRqRYsaOHStbnTZq1Ai+vr7yurlz5+LAgQNKh0ZEpNJENyyxH/H161eZlBY/p0mTRumw1FbLli3x8eNH2ZqYSN1duXIFFy5ckN+Lrn2idbHo4ie6+RGpKzFPXXSImjVrFnbt2hW1wExUUbOIiJIzzpSmZK1u3bryzfzQoUPo1asXFi5cyDnSRP8RK1JFqyQxX1rMGhPJalGhJ2aPERFR4goPD4eenh4mT54sF82JOdI5cuSAq6sr23aT2hMdXcT/iaJFi8r50qKCOnXq1DyxT0QUjxo1asiEdL9+/eQCtzNnziB//vwIDg6Wi/Pp3ytWrBiMjIy4sIrUnnhPSp8+vTwHJboI7Ny5E9euXWPbblJ7IjUnOrqKRepivrS3t7c8Brp16xZy5cqldHhEiYKV0pSs3bx5E9mzZ5erjcTqO7H6iAlpoghitrqDg4NcoWpmZiYT02Knh4iIEt+jR48QEhKCnDlzolmzZvI6zpEm+nm+9IwZM5A7d265X09ERHGzsrLCq1ev5Bxje3t7OdM4T548cmwTKUPM9D58+DC8vLyUDoVI0aRb5PlZ0a1PdO0TnfqYkCaKni+dNm1auVjdzs5OXs/zs5ScMSlNyZZoB+Pu7i5X4rVu3Rp16tSRc6R5MEAU0Q5GJEO2bNkiq5F69uwpDxC400NE9G9Evt8ePXpUrooWCWnx3nz69GmlQyNSlBglIqpnSpUqhf79+8v50jo6Onj+/Llsg0pERHEnpT09PbFt2zbZYaJEiRKycnrSpElKh6a2RAt1sfhbJOGI1JVYLPP+/XsYGBiga9euaNeuHZo0aYLXr18rHRqR4j59+oSUKVPK87OiUlp8ZltbW/P8LCVrTEpTsnXnzh35VawSFu2SRBVSyZIl5YEad3xI3Yk5ppaWlli6dKnc4Vm7di10dXW500NE9I+IagFTU1NMmTIF3bp1k0lpUS0wYMAApUMjUpRoWSdOVNrY2MiTl6L1rKimEW7fvq10eEREKkuc63j37p1c5CaSoKLq6uzZs1FVV/TviXNRtWvXluelOD2R1FXkeabIbn0VK1aUXSwzZcokE3JE6kwswhWdTUSX19GjR2PmzJmwsLDg+VlK1lIpHQBRYhFv3qIFxsOHD2VrTFEpXbhwYRw8eFBWTxOps0GDBskV22JnJywsTP4fuXTpEjQ1NWWFEtvHEhElritXruDDhw/ygHPBggVyjMK0adPQsWNHpUMjUjypItrbi0VzY8eOlYvmPn/+HLWYQ1T+ERFR7O+fgjgPIha6iREIxsbGSoel9kQLbxcXF7nvJ85JEakbsf8mzjWJTg5itIDoIFC6dGnZMUpfX1/p8IgULxoyNDSU52fFuVjx+S3+z4iFZUTJFSulKdnavXu3XIkqEmypU6fGgQMHcPHiRVSqVEnp0IgUJyqPRo0ahWfPnsmqvBcvXiA8PBzBwcFRXQaIiCjxnDt3Tr7viotIRnt4eKBXr16yTTGRuhMzpefPn48nT56gcePGcgGdsGnTJqVDIyJSWebm5vJrjhw5ZLKHCWnVUK5cOblgQFRLE6nr+VmxLydGyIlOUSdOnMDJkyflqBYidWdiYoLJkyfL87OdO3eWIxZDQ0Ph4+MjO0gRJUdMSlOyJZJrovpIrA4WyejKlSvLFcNEFE2svItMToudH1E97e/vr3RYRETJXt68edG9e3f5/stkNFH8yWmxaMPZ2Vm28iYiotjlyZNHvmdevnxZdpkg1SAq31q0aIGNGzdGdf4Qs76J1IVISIsZuSIZferUKZQpU0bpkIhUjuicJpLTT58+lSNIeX6WkrMU3zjUhIiIiIiIiIiIiCjBibFyWbNmxZYtW1C+fHnY2tri9OnTyJ07t9KhEREREf1TrJQmIiIiIiIiIiIiSmBBQUFyRqiTk5Ns4S26f3z8+DFqNAURERGROkkFNSTa5Jw/fx5ubm6yxTORqs/+FXNWsmfPrnQolESIBhi3bt2S80oDAgKUDketiXY7mTNnlqvhxWx7ShrEvsHBgwfh6uoKX19f+X+KiFTLly9fEBgYKEez6OnpcUQLEakNTU1NuX9Zt25dWWX5r9//xJzDY8eOycpP8T2Rqv4/sbe3R4UKFRQdkXLv3j3ZVn3JkiVo1aoVunTpgvr168vbxJxpiunFixc4cuQI/Pz8eAxGKvE+IroaVKxYEWnSpFE6HEpAYpSCeK958uQJFwhRgo/sSJ8+PSpVqgRjY2Olw1FZapeUvn79OmpWrwZPr9dIrakBbc1U4DksUlViHzzgcyi+fP2GwgULYO/+AzA3N1c6LFJhnp6eqFy1Gu7cuomUGqmgqaPLE/UK+hIWirDPQdDTN8CypUvQsGFDpUOi/8PLywtlSpfC4yfucMxgBsu0aZCS/4eIVEpQSBjcnr5FSGgo0tlmgaFpOmhoqN1hDRGpqfCwUOw9cAhjx45F//795fzBf7W/v3PnTrRu3VpWeYpEn7a29j/5vUS/SyyYEIvXxMK1efPmoWXLlorEISqk27ZtizZt2mDcuHEyybV7926kSpWK53Z+WBTcuFEj7N6zBylTpoR+Gh2kTMljMFJWaFg4AoM/I00aHcyYMRMdO3ZUOiRKAOvWrZMLhD59+oQ0OjpInVpL6ZAoGQkP/4JPAQHyc75Pnz6YNGkSz8vHQq3O3rx69Qrlyzkjk0FKzO9cCAWtDbmTQyovJPwrTjx8h4G776FCOWe43bwld9KJYjvwLlWmLN5+CoHTwHUwy1UKKVNx50pp/i8f4NH26WjatCksLCxQpkwZpUOieNSrWwdBH97h1IRmyGFtpnQ4RPSDr1+/oVD/1TC2zIQO0zfDLKO90iERESmSmD65aSGmTh2BXLlyoXnz5on+O0W3uQYNGqB61SoYNWIocubIwZNspNIePnyECZOnyIUUIgFcuXJlRSqmFi5ciLRp02LYsGGyA97Zs2dhaWnJ8zrfad6sGVxdD2PBoDaoUbogDHSVq24n+p67pw9mrt+PTp06yfeR2rVrKx0S/QXRDa9FixZoWLMyBvfoiKwOtkqHRMnQa5+3WL5hG8ZOmQIjIyMMHjxY6ZBUTopvatQPZcaMGRgyaADchpRE2jSaSodD9FvOufuh3pJr8gCmePHiSodDKki0G65SpQpKTzgMI7s8SodD3/n29QtOD3RG5ZIFsGH9eqXDoTi4u7vDwcEBy7pVQS2nLEqHQ0SxuPLYC5VHb0bPRfuROX8JpcMhIlLUnM7VkMlYRyZzEptI7J07exZ3b16T1R9ESWV8n1OJ0rDKkBG7du1SNJapU6diwIAB8nuxmESM3CLA29tbJuln9mmONjXLKh0O0U9E6qRS90nQt8iEw66uSodDf6FevXp48uAuLu7fxIVBlOg6DxyNo+cu49mz51zI+QO1+t93xNUVxe2NmZCmJKmobVoY62nj6NGjSodCKkrMQ9E3zwhD29xKh0I/SJFSA+YFK8P1CP//qrKLFy/Kr865bZQOhYjicOXxa6TW1oZ9nqJKh0JEpLisTs64eCli/yWxiTnSNapXZUKakhSRdKhdq4ZKnEcR7fYXL14svw8PD1c6HJVx4sQJmfSrWbqg0qEQxUokk2qUKoDjJ07IhS6UdInPglqVyjEhTf9EnaoV8OLFSzx+/FjpUFSOWv0P/PDeD+Z6Pyek6yy+iuF7HioSE0UrNOkMlpx5rnQYKku0mjfTT433798rHQqpqA8fPiC1kTlXX6ko8W/j//GD0mFQPMTcOUFfR33a3p+99xKmzWbiY+BnJHU+HwJRd9J2WLedC7sOC6CKaozbiqFrT6rlv09CCQ4Nh3YaXaTU0FA0jhE1c+HExgUq8zgUN1+v5+hW2BCej/6uIm1Wp6rYNmNQgsWVnKwd3RlL+jVROgy1pKNniKD/9l/+xbFG+nTpEuSxTp46jZSpdeVjKs3WMRtmzZmndBiUiP7H3llARdHFUfwq3d3dXYKALXZ3d3d3J9jd3d3dXUijICIt3d3ld95b2WWBRVT4rPl55sjOzsy+md2dnXn33fsnn1tynV9UVPSrm4Jx48bh8OHDNMmRgQU5D/Dz80FOWuJ/f+0Jaw5h4KIdv812voV5vznYfYFx6v4KlOWk6GCS7OzsX90Uhh+EDH7JyMiAkoLcr24Kwz+CsoI8/Z/RcirzTw1xLf1SCqaENENtsPNpONbcC8GYJppY3c2oyh+6wUd88DQoBUeGWaGjmSLPbU2/4I8LXnFc81oayuHs6AaVlq1frx7dNgNDVZDPRr16/9RYo2oJf3AMEY+OIzcpij6WUDeCUa9ZULJpzbVcapAnPp5fi7QQb+poltIyR6NFZ8EnWHUdq8CLG/Hp8maueeKq+mi95VW17SHvDfP9/f0hgzr+1oEdRBC10FKAy1BOXXN7Q1V82DUOkqJC/1s7iMhaBhkAYKIuhwV9GqO5meZPbXffPW8qTD91GQJJkf9vf76H4zO6gp/vx8/TZ198wOJTzxF2YBL+NK67BWHtpTeISs6ErpI0lg1ohrbWOtUK8j3WXKo0f2oXO9TDr/+Ozj32FEIiouzHRPQcu+E0rFp2+d/acPvAWrx/fhsLT1f/+1ORt7dO4/KWhdj4JBL/F0R8T42LxAjnw7Br14frOef+DogPD8SQZXvg2GVwrb+2jJI61twJgpg00wH1N/MrPtc1gVz73T6wBm+uHUdedgZ0LR3Qf/5WKGrqVfvdvntoHdc8JS0DLL3oWWnZ//OahezLn+wsOnbiJGbOmY+0xFiu+e6vX0BMTOyXtetvJz8/HxOnTIOXtw8+Bn5Cl04dcfXSea5l4uLiMGf+Qnh6+SAkNBRTJ0/Ets0bv7ltMrChImdOHsOAfn25l/v6uf1d7sVGjRr1q5vwW0HPLb+oH2P9tEEo/7HoNG0dLPQ16fzfkWcHlkFU+Pe8z+GFZPORleYdWT4BfVo7sB+/9AnEol1n8TEiFmqKspg3rCsGd+SU6cnKzYPzoau49dIbSWmZsDRgvUe2JrpcAwPO3HvN9Tqt7c1xddNsnm1bc+Qa1h27zjXPQFMZXqfWVlr2dzuPMPw4f/K1zJ/K/pPnceDkBXyOZl2DmRrqYdH08ejg1Iy9zKHTl3D++h34+H9EVnYOEvxeQVpKstrtrt6yB87b9nHNM9TTht/TG/hdDIYE5rzxj4vSvxuFxaUQ5P89ToRFJaUQ+IlO0t+R0tIvSMgqgIqUcK1u1zcqAyfdomGqIs5zmQOvIvE9/QNOhnLY1s+M/VjwL3svGBhqwpfSUuSnJ0BEVqVWticipwrTgYshpqxLrgAQ+eIC3DaNQMt1DyGpYcwWpF3XDoRBj2mwGOGCenz8yPz8geRtV7ttInA3XnKR/ZiI2QwMfyKC/HxQkv7/O2J3jmtHY9JTs/LgcvE1Bm++jpfrhkJbUbrSskXFJRDg//Z3LCIhHVbaitBTlsHviox47V6T1CUxKVlQk6sdx4p7UCzG7b6DJf2aor2NDi6/+YRhW2/gifNgmGiwRg/z4u3GEVzpBSef+uFXUlxUCH4BQUjIVN9uhqrF4bc3T3OJ0uF+HshMSYCgyM+dh0pLSog6V6mTqez9kpRX+qntM/w7kM9MbkZarX1mHp3Yhufn92Po8r2QU9XCrf0u2D2tJ5acd4eAEO/fBBVdE0zdxekor89EZtcZCgoKv7oJvx0kalJTU6NWtlVSUgJhYRFMnTwJV65WXdO5oKAQ8vLyWLxw3ne71o8c3IcO7dqyH0tLV76WZGDghZQ4Z4Dhn4C8dPUCTW0Qn5wOeWkJ6l6vLfYuHI029hZVHveI2CT0nb8Vo7o54dDS8XjmFYApG45CSU6Kvc7U9UcREB6DA4vHQlleGucfuKL7rE1wP+ECVQXOvV8bBwvsXTCa/VhQ8Nu/nSY6arixZS778c8MIGZg+FsgMfVxiUlQU66d62GyHecFM6Cvo0kF2lOXbqDPmOlwv3MBpkb6dJncvDy0a9GETkvWb6/xtonAfffMQfbj2jx3MdQdzJ3NV8gXYvWdIJxxj6Hi7DBHdcxpyxm9HJ2WhyU3PuFlSCp1WzsZysOluxGNUy5zu2bkFePYcGv2OiQS/ENcFq6Mt2PHhBsriYOvfj1c9omDibI4Lo2zxeZHYTjrEYvk7AJa77qLhRKcu7MEk4psehiKex8SMcxRA9ufhCE1twhtjRWwqbcJJEU40eSn3aOx70UkotLyoC4jTB29IxqxbiqiUvNgv/4V9g2ywDHXKPhEZWJ9TxP0t1Nlr99+x1v0sFLGxBasupojjvvicWAyAle0hJgQP2LT82G79iXezG0CHXlRFBSXYt29EFx7F4+MvCIYK4tjSUcDNNaTZW/TLTyNuovfR2dCVkyAuocXdTSAqGDVJwuyD6tuB+PQUEs006+5syE4MQcXvGJx2TsOXSyVsKprZSfzj5JTUIzJ5/yxqbcptj0Jr3IZ/9gs7H/xGfemOcDK+UWNtksGJyh+/SwxMNQ1Cb5PEHR1GzKjAqmYKmtgC4vhzhBT5tTRTf3kgXdHFiA7NgQSGkYw6jkT7ptHouW6R5DSNqfLZEZ9xIdTq5AS6AZ+YVEoWLSE+bCVEJL8PidSVkwwol5cQNTLS1B16AqL4atqZT+VbdtxPTYdsBARD48jLdibLUr7n1gG3Q5jYNh9Kns5CVXWBVF1EPFaWJp3AgLD30VBUTFWnH2Jq28/ISuvENY6Slg9uAUa6HEiLAOjk7Hy3Cu4BsbgC77AQlMBO8e3h44Sq2Ps9HN/7LnjhfCEDEiLCaGrvQHWD2+FyKQMNJh5BE9dBsNCi/WZIlHNeuP34tqiPmhqqsF2jJ6Z3R3OF14jND4N5poK2DamLVvQI+Lu/ONP4fopGhk5BdBWlMKMbvbo3Zj1WZ+y/z7eBEbTaf99HzrPe+soRCZl0m2H7p8IKTFW5/hN92Csu/yGtpUI1mPaWWNyJ1v2vtrMOIxhThYIT0jHdfcgSIsJY1Z3ewxvVfN69lKiQnTbZNo4sjUsph7EM79IjGgtTZ3UG0a0wuN3EXgZEInJnewwv3cjHHn0jh5DIpZqKkhhdg979Gtqym4TceASzr/6iAHNTLFrfPtKr3vk4TvsveeN2NQs6qZ2NFLF0eld2U5yEw3W+evCq4/0enBkayss6NOI7UQjnwWXi29wxTUQmbkFMFaXx7L+Ten7VIZbUAxcLryBT1g8Ff3J5+TglE70OFV0q194FUDfj5C4NIgJCdDtuAxpCQWpyh1k5HMw9cADLrf53J6OdPQtcSG/WjeMa/mWi06hvY0uFvZtXOP3JTo5Exdef8S5lwEwVpPDiZndUBuQfSSDEIjLmUDa9Mz/Mw499MXmUW2qXVdBUoT92azOFUiilVX1TGmst9vtM1SI7DJhCeza98WFjXPh++Q6JGQV0HfORpg1bssWMs+umYYgzxfITE2kommzPmPgNGAiVyxxXlYGNE1t8OLSIQgICGLldT/q/CXLOQ2cRP8mHJzHcvnKqmhi1XU/JEWH4cq2xYjw90BBXi6UtQ3RbfJyGNs71fjYBXm9xPWdyxAXFgg+fgGo6BpjxOpDdH6Zk5K4tAllTuPHp3dR12hKTAREJWVg0awDekxdBSFRcbreqVWTuNbrOGYBOo9bWKXbe24rTfSetZZul4h1V7Ytgu+TG8jNSoeErCKa9hqJ9iN4O1DKY9ehL40qT0uIpsea4HrzJBp26Af3O+e4lq1uH8q7Yoeu2Icbu1cgMTIEyy/7YPvELmjUbSiSIkPx/sVtWLXsik5jF2B5D0ssOPUS6oas81RsaACu7ViKEF9X6ng3dmiF3jPXQvyrm7ogLwfn182C77ObEBYVR+shnOuE6u4n7xxch7c3TyErNRGiUrKwadUdfedsoM+TzwlpG3GF+724CxEJKbQbMRst+o5lbyM1PgoXN83DJ4/nVGA3cWxNP7OScopcn8dxm86w1yGR4tFBfpix7zZ97PP4Gu4cWo/k6DAICIlAw8gS4zadhdBX4Z84dh+f2UVjzeVUNNGi/3g078NpQ0Vq8j0pg+z/i4sH6GfFtl0fuu/ku/iz7SLzyHs4Zv1JPL9wABH+nlDU0EP/BVuha2lf7ee6pkR+9MHbW2fg9eASOoyeV+X+fS/kM/H03F60HzUHli0603nDVuzDwg4GePf8VqXUgPLU5+P/YwZTkI7L9Zs24+Cho4hPSIChgT6WLFqAPr16spe5c/cedSlHRUfD0cEew4ZwuxBXrHbB9Rs34ePBqY9NxMntu3YjPOgje96RY8exZdtO6qaVlZVBrx49sGs7KwZ5y7Yd1A0dFh5Bn+vSqRM2rHWGuLg4jQsfNXYCl7t22ZJFWLF0MY3vnj5lMmZMm8IWZKfNnI3HT5/R7yERPHds3QQlJSWuts6aMQ3LVq5GWlo6OrZvhwN7d0FCQqJal/a5U8fZx6Fp40ZUUFVRYQ3IdWrbAVaWFlwO4Z59+kNaWgpHDx2gj0lbR48cQWsTXrl2A3JystixZTMaOdpj7ITJtM26Oto4fGAf7GwrJ69VR2ZmJi5evooTp07D/0MAUuKjURsQF/reXazO5TeurkhPz6i0jLa2FrZv2UT/Pnr85HdtX1pKGspVxMqTmN3Xb1wRGxeHN66sz9WZM2eYmui/IV5eXuSMWeW5Zce5ezh68zliElOhKCOJkd1aYu4w1rX7sr0XcPOlN2KT0qAkK4W+bR2xYEQ3CHx9j4kL9vYrb4zu7oSNJ24iNTMHHRpbYcfcEWxRlLhrM7Jz6e8c+fuV7yc67b30kD7vd34j1BVlMW3jMbzw/oiE1AyoK8lhTA8nTOrL3d/wLY7dfI71x67TdhAHb2NLQ6w/fh1Rd1hlXMJiEqlb2CMgDLn5BTDUUsGKcX3gZGfGFd89sU87TO7Xju1C3jlvBO67vsdjd3+oyEtjzeQB6NTU5rvall9QRI/V6Xuv8dTzAyJu7qxVwZ5si4jMVXHk+lNoqShgzZQB9LGRtipc/YJpTDkRpfMKCnH9hRd9j5pYs/p3F43qgXtvfHHo2hMsG9ubvS0hAX6er8MLIkJ/7zoMDLXF/WevsG7HQXwICgFf/fpwaGCFzSvmQ0+b07/g6umLaUtc8Ck0HGaG+lgwbRz6jZ0B97sXYGXG6u/58CkYC1y24LW7N8RERdCmWWNsXD4X8rLfN2A/MCScCsZnrtxEr87tsGn5vFrZzy5tOWl9hFXzplHntJvPe7YoPW3MUPr/c1eP79o2+V1XVmQGjP9pMFdjXyHxyeObaeL2FHt4fs7AjIsf0FBLGi0M5ajjduSJd1Q8JQJzSekXLLz2EePP+LEF55q/TiyGN1LHjUkN6ePbfok48DISewdZwEhJDEnZhfgQm1XtNsJT8nDzfQKOj7BBVn4xZl/6gAXXArFnIKtDjAjeGx+EwqWHMSxUJeEXm4m5lz/S9vez5QjPLneDsbyLIV1GqIJju5GuDN6EpVFRmtxMu0ekQ1KEH24R6WhlJA/X8DSoSApRQZqw6FogghOz6X4oSwrhrn8iBh3xwZOZjtCVF0NESi59PL+dHrb2NUVKdhEWXQ+k65V3CJex+1kEdj+PwLkxDWCj8e2Lg/TcIlx/F0/fx3cxmWiqJ0sF707mHNFo+5Nw7HhatZBcxvNZjaAuU3VkL2HhtUC0NpZHcwO5KkXp3MISTDrrhzU9jL9LZHYNS4P5qmeQFhFAE31Zepxkxf6dmqYM/y8lBbnQ6zwekpqmKMnPQeDFDXDfQgTnx6hXvz6KcrPwduMwKFm3hu3UPchLiobfiWVc2yjKycDr1X2g5TQY5sNWoaQwHwFnnOG5fRyaLL38zTYUZqcj5s01Kkanh72DvHkz6mpWse/EXibo6nYEXat+dFyrzS8gKs/q2K6OL6UliHl7k+67jCFLXCvISKKR3epNe+HF0i7ITYygMdwm/RdCzpgTJVUVOfFhuDfRCnwCQpA1sIPJwEU1agfDn8nKsy9x0yOYipwa8pLYecsT/TZcgcfmUdT5Gpeaja7OF9HERB1XF/WGhIgQdYYWl5TS9YmYuuz0cyzt3xStrXSomOkezB0dWROIML5maEsoSovB+cIrDN5yHW4bR1AXcUFRCax0FDGtqx11lT70DcekffeoKE5EUbIeEbONSVR2b5ZIKS8pQkXp8viGJ2D0ztuY18sRPRyN4BEci3nHnkBWXBgDm3N+r/fc9cLC3o2p8H3TPQhzjz5BY2N1GKhyBqPVFJGvI9iLiNPxKxuvvKXHy2VoC/DXr4/bHiG0FjMRbJuba+KBTxgVaFVkJdDMVAMPVw3E5H33IS4iSPe1bJvlISLxwpNPsWdCBxpbnpadj7efYriWIWLskBbmeLByID0Ws488gpq8BBXhCUT4D4pJwcHJnaAsI47bniHov/EqXqwdSh3afp8T0WvtZQxqbkbbwc9XD68Coum1I6+kmoV9GkNfRQbJmXlYevo5ph64j3NzOR35ZZA2uwxpgXWXXal7mCAmLIDMnAJ6vLxD49kDJd5HJOJDVBKOzfh2lHROfhFuewbTfSdttdNXxqSOtujhaMhe5uLrj5hz5HG12zk3twcaGVd9HvQMicPEjtyd406WWrjrFfrN9rVcfJoOBiADMMjnsjrc75xFmyHTMffoU3g/vILz62fh3bNbVGQlwunTs7txYvk4rL75AYLCovjypRTSSmoYtfY4xKRkEe7njrNrpkNKTgkN2vZib/eT53MIi0lg6s5rPKO8F7bXo6KwqWMb1Pta77ogN4cK4F0nLgW/gBBt3/7ZA2gEr6zytx1oJcXFODh3MBr3GEZjr0uKihDxwYs6ghu06UWF1Y+uj9luSmFxlnuGiCh9Z6+nrszkmAhc2DAb13YuQ//5W2h0cO9Z63B7/xos+xoFLCRaM5fys/P7qJg6as0xyCqrIy0hhk41RVJWkYqsbrfOosPouSjMz4X3w6uYsf92JVG6un0og6xPXKiDFu+k7x8ZdEB4fGonOo6Zh45j51fZDiKo75jUFY27D0OvmWtRVJCH67uW48jC4Zi29xZdhgjWwT6vMX7jGYjLKuDmnlWI/vQO6oYcl09FyMAHIrqPdDlCBw9kpiQiJpjb2f/41A60GzELncYuwse3j3F5y3wa42zi0Ip2vh+YMxBCIuJUYCZi8PkNs3Fk8Ui24PwtMpLjcXTJaCrgk899fm42Qn3f0MQYgse9C7h1YA36zd1IBXpSZ/uMyzQICovBsUvVUaXf8z3hFxLC9L23kRIXiVOrJ9Hlu01aVmvturl3NXpOc4aChh5u7V2FY0tH08EIP/q5Ju3yuHsebrfPIikqFGZN2tHPk3lTzqCms2tn0PZVx5bnVf+mp8RG0CQAY/uWXDWgtc3sEOHnUa0oTdqzqJMRBASFoGNhTwe01OS88StYu2ETTp85R4VHA319vHj1CkNHjIaCvDxaNG+GqKho9O4/CJMmjMO40aPg6e1No5q/l737D2L2vAVY67yKisAZmZlUdCx/3iDCpo62NsLCwzF52kzMW7gEe3ZuQ+NGjti6aQOWr3JGoB9rcB4RqytCvoc9+vRjCdmP7lNhc8r0mRgwZDiePrzHXi40LBzXb9zCzauXqCjdf/BQrNu4GS6rVvBsf25uLjZv3Y4TRw/RAWVDR4zB3AWLcOr40e86DkSsJ6+zZOECbN2xC8NGjUFjRweMHDEMG9a6YMHipRg+aiz8fT2/Ge9O9vfxk6dUiCYit5qqKgYPGoCjB/ezlyEivZk1Z3BiVSycPxeL5nOchv8nU2bMxNiJk6kYP37saIwcPgz7DhzCsuUrkJLGXbN85MjKMcIMvwf8X6+dyrNi/yUcu/UCa6cMQCNLQySkpCMoklP6TlxUGPsWjoayvAwCwqIxdeNRSIgKY8YgTp8CEXqvPvXA+XUzkJWTh8nrj2DWlpM4vGx8pdcjcdAhUfEw1VXH4lGsa3HiGCalIFUVZXB81STISorDzT8E0zcdg7KcNHq1sq/R/r31C8aMzcexanxfdGxqg2eeAXA+fIVrmZy8fLRztKQiq6AAP87ef4P+C7bD6/RaaCjxHvi/7uh1rJrYD6sn9sP+y48wZvUB+F/cSNv6Lci+nL33GleeuENEWBB92zjCeWI/LkFapT1rQA8v+rdthG1zhle7zOytJ6n7WVtFAaO7t8SQTs3Y5yf3D6FoacsaaFxGG3tzLNh5lv5dXFKCkpJSCAtyjFgEYSFBelzL88o3ELrdpkFaQgwtGphgyZhekJOq/jiERifAsOdMuv2GZnpYMb5PtcebgaE2yc3Nw/SxQ2FuYoicnFys3Lwb/caRa8+L9LomMysbvUZNpTHXJ3asw+eYWMxZyRrwWkZ6RibaDxiDkQN6YeOyebRsxqK12zB40hzcP3f4m21IS8/EhZt3qRjt9T4ATk0cqKu5R0dO6cP1uw5i/a5D1W7H9/E1aKqp1ChB5fLtB8jJy4NjAyv8LCHhn6Ft1xpCQoJwtLXC6vnTa9QOhl8LI0p/xURFHLO/OqOJiHr0TRRehaZSUZq4oz/GZ8NtflOoSbOcGjv6m6PlFlca5WxdA9G0DCLiLu3E6eR79DEZihKCaG4gSx05RBD9lghLXMk7+puxY6mJq3roUR+s6GJIhVDipiZic2dz1kheTVkRBCXk4OTbaC5RemxTLfYyFWmsK0vd26QTNTA+GwJ89dDNUpmKp0SUfhOaBkddGbaL/LxXLDwXNoWyJKtNRMwm9ZTPecZiUQcDWoO5l7UyxjXT+nqMAeduRtQ9vq6nMYQFOBegzneCcck7FlfH28FImffFAxks8ORTMhWiH3xMgq68KPo0UKE1nJUkKwvCxP3ezbL60eZEUOfFNd94+MVm4e4U3hedy29+QkMtKXSopoZ0RYjrnojnmjIiiEjNw9p7IbQe9a3J9tRVz8BQ26g6cIsU1uO34t44M2TFfIKkhgmiX1+hNwjW4zaBT1AYkupGyE+Lh+8BjhMq7P4RSGlbwHTgIvY8mwlb8WByA2THhkJcVa/KeO4E38dUiI73egBxFV2oN+sD+9lHISxT+bup3XYYVBtV79ITlqk8Kr48mZEf8WJpZ5QWFYBPWAz2s4/Q/SHkJLJqDgZe2gyzIctoLemoFxfxxrkvnDY+o+2rChn9BrCZuB3iKvooSE+g679a0R1OG59DQOTbN34MfxZEsDv6+D11PbexYtW/3Tq6DXV5nnrmT52fhx/6QlJEkAqVZTHTRGQsY8t1N0zqZIvxHTiiXHmXdU2Z28sRLS1Yv6O7x3eA5bSDVBQl4rGKrDimdOYMlBvbzgZP3n/GNbcg+lqkZrQAHx9EBQWqjevee9cbzc00MKenI3s/PsWkYNdtTy5Ruo2VNka1Zd1ATOvaEPvu+eDVx6jvFqVzC4qw5uIb+ntHRO0yejU2wqAWnNcj0c8DmpuyX1NfxRZeIXHYfduLitLykqIQFOCjYjSv/SMOa1EhAbSz0aXCPRlgYKnN/XutJisB5yEt6DmQ7MvHqGTsu+tNRWniIiY1nX23j4GKDOu7To75k/cROPv8A5b0b0oHLBAnPXF/l0Hc1LwY3IKVPEEg0eVEyG677Cyy8wshLsw9OI24rsn7SNpWfh/Jcq0stWjbyj5X5G9yPKuKQy/j9cdonH8ZQN3uCpKi6NPEmLqWy9z95enQQA+2etXf2JHPIC8S03Poa5RHUVIMiem5PNch+7hpZGtY6yqhsKiEft+6u1zC0JacY1YRNX1zKnYSiPD34MRWiEvJoUkPlojfcfR8vLx8GDHBH6Bj0ZA6jzuP4/yOyatpU8HN+/FVLrGNCNiDluxkOz4rUhblTcSm8s5GImCWFzGJc5uI5ETYbdFvHL5Ffk4mrUFr3rQDFNRZv0nKOpwEICJeVuWmJO7tMoioS1733LqZVNAl+yAiLkk/R9/rwkyLj4aChi70rFnpAcQR/r006joEV7Yvps5Rn8fXIa+uzXYv13QfyigpLkK/eZsrCcWGds3RejDH2UxctuV5ceEgfc1uk5az5w1eshtLu5oi4XMIpBWU4XrjJIatPACjr2IiiV5e0oW7w7QiqfHR1NFMBEjy2SICorYZt5BDxNN2w2fRv5W09BH2/i0Vsoko/cnjGR1osPLae7aTfNiK/XAZ4IDPAV7QMq1eFCJkJsejtKQY1k5d2e+Pmj7nXEpqG/ea7gJrp27sz3x82Ce8vnqUpyhd0+8JWW7I0t30+6KiZ0LXIQMJyHtXW+0i72uZYNxp3CJ6bEgiAUkhqOnnmri43z27SYXoQLen0DSxQfM+Y2Dbrjd15Veky/jFaFMDp3xVkIEJBJIqUB4ygIKI1bzQNrejg1xIHWkinN89tB5bx3XE4rOudIDM70RBQQHWrt+Ih3dvoZEja1Cnrq4OXr1xxYFDh6kovffAQejp6mLzBla6g5GRIfz8P2DDJs73uSa4rFtP3cnTp05mz2tox/lelDmdy5y3q1cuw8Qp06koLSgoCCkp1mekKldtGUSgJW0L+xQADQ3W9/D4kYMwt7aDh6cX+/WImHv00H62M3rIoIF48vRZte0vKirC3l07oKfHOp9Pnjgeq9dUrlv6LTp1aEfFV8KyxQuw78BB2NnZom9v1vdx3pxZaNzcCQkJCTz3NSgoGMdOnsKpM2dpJzhZl7yHRLyviKqqCnzcOeJ/VRBn+q9g5fKlaNWyBURFRfDg0WM6EOHJ0+c4c+48+lkrYERfC+jLi9BBggy/L8fc47HuMbczn9QQ3nv5ITbNGMKuLayrpkjF6TLmDef0FWipyGNaZAdcfuLOJUrnFxZh/+Kx7IjnjTOG0Kho4iau6I4lQiwRg0WEBLme40N9tkhN0FZVgPuHECp211SU3nf5Edo6WGLawI70sYGGMtz8g3Hf9R17GVLLmkxlLB3Ti9ZQvvPKB+N7804WGtSxKRWTCcvH9aGv5fUxHG0dqh5IR1znpPYymeKS09ClWQMcXTERTnamVdbafXV4ZbX7JinG29hDWDy6JxWIyXF94uGPWVtPIjuvABP7sJKLiPtcUZY7llxBRhKZOXnUJS0hKgJ7Mz1sOH4DRloqUJSRwsXHb+l7oKumxBXd3a25Lf0shMcmYeWBy+g9dwse710CPh6R3Hamuti7cAytIx2fkk4F/g5T1uLt8dX0dRkY6pqenTjlJwgHNq2CmnULfAwOhZmRAc5du0OvXfauXw5hYSGYGOohNj4RE+dzvpd7j5+DlZkJFWM521kJPYd2CAqLgKEuJxWzDHIdc+/pKypE33r0DAY6WhjUqwsuHNgGFaXKZU3GDumH3l0qJ9GVR7WK9crjHxiE5j2GIr+gEOJiovS1yP78DA1tLHBoszOtI03ixl227UPrPiPoAHUJ8f+/TB1DzWFE6a9UrA9MRM3k7EL6d3BSDlSlhNiCNMFISRxSIvwISsz5LlHaUo37h7arpRIOvoqE4/pXaGkoT1247Uzkq61hQdpRvk6ynaYUiAEnJCkH4kL8iEjJw6xLAZhzmRNzRcRlCWHut9tKnXctEgcdaWQXFFOXNXGON9KRQWM9Gex6GkGffxuehonNWR3jRLQm22+y8U2lmtkkjpzwIS4bH0mUuW88+3niwCbtjkzNg6ES6/jvf/mZuo3vTXWAllz1UTEx6fkYeswX0iL81CVe3hVdFaQtZe35XshrLb35CefHNOAS0MtzPyARr0NT8XB69S6eivSw5twomqhIwFRZHI4bXuNNWOp3xZYzMNSU7Lgw6o4mLuHCrFQqFhPykmOoKE1EZUlNEypIlyGtxx3/ROouJ394jVvDKwu3OQnEcVz5wiIvORpuG4ZCQEwatlP3QrWcK7oqBMVl6PQzkHa0XP8YxbmZiHW7Be8909Bk+VWWMP11v7VbD4VWy4Gs/dSxQPKHl4h8dpY6t6tCyYYjNkHLlIrUD6bYIdb1BrRaVd2hy/DnEpGYTt2sDoacQV1EeG6gq4zg2FT62D8yCY5GalXWPU7KyEV8Wg6amX2/eFORhvocUZA4tIlgHPS1DSWlpdh63Z3GOMelZaOouBQFxSUQrUEdrfIExaSioy3399reUA377/nQ1yCRUgRTDc4NB7lJUpQWpU7fmkJEZrKtvMJi6tjePqYtzDQ52yTCLle7YlPZbmVOu1Rx4GsUeUUqOnuJi7eFuRYVou1mHaEiLomT7mynT4XqMuz0VbhcRXYGqthz15vue0BUMr3ecZxzjOu1yHGWEWd1Wvh/TkI3B4MaHwfixt5wxRUfIpORnpNPr43KBHQjtZpfAwxtaYFpBx/QWHnivrr8JpCK69XR3eUiFfHJOiNaVx+9TkT88nWd/w/IoIDygxzI+x2emF5tyoCqAUfkIjHexKWpqs8REiW+RiBnpSWx5z2/eBBvb56kgmthQT5KigoriZxkG7wE6eooyM3G7YNr8eH1A2QmJ6CkpJi6ctPio2q0Pmm/Q5fB2D2tF438JgJpgzY9ISVf/aCWQPeneHBsCxI+ByM/J4uKgUUF+dRZTATDH4WIgzun9MCqPrYwbdSGioPE+fw9mDVpT52nIT6v4XrzFBp1HfrD+0DeEzWDyoMUNE045ZSqgriXg71eYlYLznm9jOSYcPoeEeGSCIPl3wsiIpdx/+gm3D/GEdSWnHdDgzY98OzcXizvYQXTRq1h1rgdzJt1BF+5qFjieC0PefzsLCu2MyEiCDKKamxBmkAc1yTmOz48qEaitJqBBYwatsCaQY2p0G3s2IpGiBOxlUSSJ0eH47TzFJxZM429Djm2RNAl7Jnem0aaE4ioTvarpt8TdQNzrs8X2TfyHUhPiP7pdnH2j/Mdl/oqPmenJgHaHJHiW4S9d8PRxaPocZ625yb0baovcUAE5DIX/v9FWYkBAvmMk8/ism4W8H50lTr8fydIjDZxALfrxIrTLaOwsBA21qyBZIGBn2Bvz50w18ih+lSiiiQmJiI2Ng6tnbjjH8vz6PETrNuwCYFBQcjMzKIuZ+IWIu0TFa3Zue9j4CdoqKuzBWmCqYkJrVP8MTCQLUpra2lxRXWrKCsjMZHz21IVpA1lgjRdR+Xb61SFhTnnvFcWKW5hzvluKCmyfusSk5J4itLjJ0/F8xcvMX7sGGzZuA4iIiLVxmLq6/9cp3FdsXTRAvbfNtbWVGDftGkz2hvLYksPvW86xRl+DyomNxI+RcShoLAYLRrwHhB2+bEbFWDDYxORk1dAHbUVhUQNRTmumsNE3CQGl+CouO+KbD5w5TFO3XmJqIQUKnQXFhVzCcjfgjiwifhbHlsTXS5ROjs3H2uPXqNR3Amp6TR1i4iy0Yms+z1emOtxUjTERISoSJyUxp2GVZ7Vh65QQZoIuI/3Lfmmo1pP/edKScwvN3jAylALOfmF2HH2LluUrgkHlozD5HVHYNRrFhWYrQy00Ke1A3w/cQYeksdlmOlpwExPHVYD5uOlb2AlJ3YZxJle/jjamejRiPSrTzwwrEvzH9hbBobvIzj8M1Zt3g13Hz+a7kHEYkJkTDwVpYmobGFiQAXpMhpac1+Dvw/4hOeu7pCtIvEx7HNUlaJ0ZEwceo6cAhkpSZzcuR7dO1R/TycrLUWnn8FQVwfu9y4iMzMbV+48xJhZS/DowpGfEqaJg7wMCxND2FtbwKBxB1y6dZ86xxl+XxhR+iskGrIipV87BmtC/Soudou/nkjKU7F+MhGYX81tjJfBqXgRnEJjwfc+F8GVCXbUOf0jNY8JpOZxgwpieUXXLa9azgQpEQGYqkjANTQNnpEZ1MntqCODCaffIzQpB2HJuTTim75mYQnd9v1pDuCrcBzEhFivkVNQgqEO6hjdpPJFW3mx30FHhrrHb7xPwFQnliONFypSQtg70IJGoo8//R62WlLoY6NChX7S/or8THz3+5hMOkih3Q5WxwyBdEwTcf6oaxQ+u7TGq5A06nQ2WsE9QnrMyXd0v2oa9U7EeFJzOzw5D82+XdqWgeG7cds4DCLy6rAeuxnCskpUlH46tyVKi4tqvI3i/Bxas9l00JJKz/GqtSwspwrbafsQ9fw8jfkmsdfEKa3m2BUCYpUvbmojvrs+vyDElVnnEmldK6SF+iLs7iFYj90IIRlWOyXUuTsyxVUNqEBfU0jbias6J6H68wvD34twNcJvdc+Vv34of8lBRPDvZdctTyrQOg9pCVMNeSq0Lj71DIU/sK2aIFCh86ge6tEOnpqyekgLtDDTgqSoIHU5V4TUV/4ZKjp7iYuXCLBPnAfj9ccoPPX7jPWXXbHhyls8WjWQq2YxL3IKiuj1zqPVg9jiPLu9wgI1er+5tpdfhH7rr8DJUhv7JnagxyE6JQt9119BYTEnyrwmtG+gCyEBPuqcJ45q8hnqal+9SHN6dnfqlCafk+NP/NCvqQl6NTKq0mn+s/HdJHI+KZPbFZ2YmUMHM3wPZDAIqe0OVP1+EadmeUhndPl5ZZ3TZYOxPB9cwrUdS9BzujMV0Ejt4EendiDCn9Q25CAk/GOjrK9sX4JP7k9p3LC8hi4EhYRxaMFwFH/H7+3QZXvQsv94BLg+oiO+b+1zxpSd16jTuyqIK3jfrP5o1ms0uk5cRkW/sHeuVPAjQmt1ojQ9PhXuf4gbuQwNY2vq4g1wfYhP7s9wZNFIGNm3wJh1Na//SQRa+079cfvAWnz+4IlxG0798D6QusRVCQ5lNYp5QURQc1Kjekpl54+kvDKSosK+uR9Ne42iAwTKkJJXoftGotmJ45k4cEn0Nvk8zdh/p9Jn80chZVa+gPd7RAZjTNl1nQqvgW5PaP1lEnlNvr9lx23Q4h2VHNz16rPu2Uh0NRHlCWVtrun3pDp+tl1lcB3Hr+89iVX9HshrDFq0gzqlSYw7cbY37DgAVi07V/n9+Jn47rJa4KTGePnBJFmpSdVGwVdEVEKaxrwTV/jvRnZ2Dv3/1rXLNPq5PEJCNS9nRdx5ZQOzyjuLy6hONCVERHxG1559MGHcGDivWgFZGRm8evMGY8ZPogJ5TUXpmiIgwP17T85F3/osCghU+I1CPa59JoPKqjsGVW2n7BwoUMVvXVnHdlVs3bQeh4+ewLkLF3H77l0MGtAfQwcPhJlpZeHmd4/vLo++nh4VDHtYyDGC9B+OyDfuBUjs9BjnA1g0sgetz0yEWOKS3nWeE7NfW1x67IYle87DZfIAKmqT2HAiqnp+rN1zMnmNJ54f4DKpP3WFk3jqYct2UwG8OioOjGZdzvG+LyM1uZXlpHDugSsaDF6I3q3sMaB9YzQ0rVoYqo347oruZOJ6LigsghBJ8ZKVQmIqt4hORHXynhJ3NYEcj7s7F9DBBySGXVleGiOW76GudV7oqCrS6O6w6ASeonRFpCVEoaehhLAY3mkmDAy1CYnm1lRTpU5oFSVFep9q07YXCqv4/edFdm4uOrdpAZeFMys9p8Kj1rK6ihJO7lqPk5duYNCkuXBsYEmd0r07t4O0VGUTY23EdwsKCkBfm6ULNbA0hec7f+w8chp71nGXi/wZSNuJ6zs0omaDwBl+HYwoXQMMFMQQm1FA3bJlAuqnhGxk5BXDUInV6SEnJkgdw+UhtaGrczyXISLAh3amCnQa0VgDzTa9oXHhFV3VZZB2xGfms6OyvSIzQPRmfQUxKEgI0Qjqzyl56G3zc/n5RHR+HZYGn6gMLGivT13GBopiVNxVkhCEngJr381VJahAS0RbIlxXhYWaBHWVl9Wg5oW1uiRGNtLAoCPe4K9fj8aA84IcW+IyJlNCZgEuecdR1/mSG5/Q1kSeRnmTqPEycf9n4rub6cvi6cxGXPNI3XFyzKe01Kad1FOdtDHYXo1rGaetrljZ1QjtTGo+uj42PR9puUVQkmRqSjPUPsQZnR0bAuuxmyBnwnL1pwRyBluUuYujX11CCYm8FmB9J9JDfbmWkdKxRJz7bYgqaNDo0JpAllNv3INO+WkJiHp5EWF3D8Dv2GIoN2gL9WZ9oWTdCvW/dqrURnx3Jb6U0ihvgqiCJl2fOMMr1otWtGr1XQJ9TsJnqDf7uRHEDL8nJP6YiHxuQbHUZUsoKi6BT1gCxndgJQgQEZiIe2R+xU4B4i7VVJDEyw+RNGa6InJfBdmEdFanbpnbllddXvWvbSCuWlIj2vCrk9QtOBYdbfWosEggAjF5vrzbVpC/Ps/axmUYqsnSetjlcQ+KgZ6KTCUh9mdQkhKDrjLvaOlK7VKVpfs4oFyEOGmnIQ83MS9nL7l2II5pMs3t2Qh64/fgZUAUujRkuZu9Qjl16ujjkDjoKknTfbfQUmRd72Tm8hRfzTTk8fJDFBb0/vY+BcelIjU7H8v6N4WaHMttRT5X1UE+X8S1XdV+9W9mSmO7yTI9HY2qrKtdnvY2unQin6Urbz7h3KsArDj7Ai3NtdC3qQk62eqxXeQ/G99NHOgvPkRiQrkI++f+kXT+90BSCUhceW4+aoWwd25UZGveZyx7HnFs/ghELCst5R5MQAQ44nS2cmI5CIlrNDWOVTrie9AwsqITqYu9aVQbeN6/SEVpfoHKrxkZ6Es7M3rOcGFHMPo8ulqhrYKV1iOIy8gjI4WTapQYGUqdyeUhzlXbtr3pZN2qO3XW5mSkUidxTSHuaFL3mUQ/VxWXXJN9+BnUjazw7ukNyKpocbmYy1BQ16HvZ4Q/p/Z3bmYaPR76DVgRomR/q9pnQWERWDTrSKfmfcdidV87xIZ8oII+Idzfg2v5CH8PKH2NZFfSNkRaIqnTHc12S8eFBSIvK4Md2y4uLYe40ACubcQE+bGvnQhEiNGzcqQTiaxf1t2cxsa3HjwFUgoqtEZ3ww79qjw20oqqP/w9iQ72R2F+Hj0GZfsmJCoO6a/78jPtqgm8PtcVIcJz4x7D6UREXiJOk/rU59fPhJVTN9h37A8D22bsz97PxHfLqWpDUk4Jnzyes2Pq87IzEfHBE017j6rxdsi5g7j47eUH4HfD1MSYis+RUVE0qrsqjI2NcPMWd130t+7uXI9J/en4hAQqpJSJie/ev2c/T1zJxJ38+OkzOLWsnATi5eNDRVgSEV723l24zF2vlUR4kzqG1WFibISo6GhaB7vMLR3w8SPS09OpY7ouUZBXQHw85zqAtNU/IABOLWrfrWdtZYWd2zZj84a1uHXnLk6cPI0G9o1hbmZKo8gH9u/Ldln/zvHdFSER6wQ1qZoPiGD4PdFTV6aC5HPvAGirVv7Ou/uH0Lq/RGAtIyo+udJyUYkpNKJaRZ71GfUICKUDQAw0qr4GFeDnr3StTeoWO5jrY2xPTh8BiYf+HvQ1lOEdyP3bWfExeR0SVd61uS3bOR1ZxT79LMT5vGJ8X1q7+qlnAHVNd5m+gTrKiThNRObyYu/PxndXxC84ktZ8JoI0gQj9D95yzvcEIs6T+s4VIU5wMqVl5eCxhz9WTeB93UBiylMzc2jt75pCjnl4TBIGtKv5OgwMPwpxRgeFRmDvuuVo6sD63r929+Zahricz169jYKCQlozmUDE3PLYmJvg6t1H0FZXpekmNYEs169bRzrFJSTh9JWb2Hn4NGYuX4fOrVtQgbqDU1P2QLjaiO+uyJcvpXTgYG2SnZNL3eGk/Qy/N4woXQOIS9hEWRyTz/lhVVcj2iG54OpHKtpaq7PcfU30ZLDnRQR17dppSeGydzwC43NgrlZ9zafznqy6zQ00pSAiUB+XveMgLFAf6l/Fb5e7wYjPLMDO/uZc0TbTz3/Ass6GyCooxtIbn6jYSupJE+a01aXCrKQIP5wM5WiM9rvoTKTnFWPC18jtitzxT8Sae8F4NacJe15jXRkceRMFOTGWGE1opCtLncFdLThOSCJO97JRxrTz/rSWtYWqJFJyCmktbhJF3cZEgQq3nXe7Y9G1QAyyV4OoYH1a5/pFcCrW9DDmaktDbWmcGmlD6yoTsbesDnV1kLj1yS216eQbnYELnnGYeTEA/WxVsKKL0U/Hd5NYdOMK9a2J05xsr2w+Of5l70F5yEAGUte7jKabXtM62yRunDjbNz8KQ2dzRbpuRGouVt8Jho6cKI1zZ2CobUh0tqCELCIen4KQjBJ1BAecdeZaRr1JL3w8vw7vDs6BQfepdJmQW3tZT37tJNJpNxKfn5yC144J0O82GYJiMtQpHP3mGmzGb6nkbKkIqSFt0G0KnYh7mbinfffPhEbzvjAfurJW4rsDzrpA0boVROXUqHBMamUnB7xBo4Xnvu5KPeh3nYTAixshpWUKSW1zRD2/gKyYEDScwRkB+Hp1H6g07AjdDqzabf4nV1CXOHFoE3E98NJG6lxSb9Ljh9vK8PtCHLAjW1tSsU5GTBjq8hK0bnBeYRGGfK1tO6atNQ498MXY3XcwvWtDWveXiJk2uso0fnheT0fMOfqYOmFbW2kjO6+QRhCTus9EOCTC3PabHtBSkERSZh7WXOIuh1HGpmtukBUXgYKUKFwuvqZ/d7JjRWroKsngpkcwFWqlxYRo5DSJDi8vSmsoSFLRNTIpA2LCgnR/KjKpYwNa03jT1be0VrVncCwOP3yHDSNqPlCjLiC1m0fvvE2F4RbmmrjvHYZbniG4XBP19yv3fcLwOTEDjYzVIC0mjIe+4VS8L1//mziVl5x6juGtLPA+IpG+rysHsTqDyXJ9Ghtj8v77WDWoOW1LSlYeFVvJwARSq3p6N3s0X3gSc48+ppHYZEADEb27OxhCToK7w0ZdToI+f/CBD132Y1QKNl/jHiRUEU15SeqwfuEfCTMtBfr5KROOyeex8bzj9O87y/rX+LiQY0FqdZOJRNITYXvl2Ze45RGMY9O71kp89/j2NujmchG773ihnbUOrrh+gm9YAraM4tTHW33+FY2e3zOhA3287543NBWkYKwmh4KiYlpTmgj+/Zua4O4HVp3Wn4U4D93vnKMuZCIeedw9h88BPrSG8fdC6uQGeTyHnqUj+AUFqdiqqKFLxU+LZmSf6uHWfhd6810dJ5aPh5SiCrpPXkFFutfXjsGiWSda55hEWSdFhcKhE0uYIqIqcRVHB72HtKIaFQBJ7WninH1+YT99XSIovrp6hOs15FQ1qchF3M5qhhZURCRCHanF/OLiQSpAlpaU4Pqu5VzO1Mend1G3p7qRJerVqw+fx9eo4CYi8X0dd0RgXfcgnC1eVqQm+/AzELH4zfXjOLZkFNoMm07fK+KO9np4BYMX76THsVG3obQeMhGeSXQzcfWS3/rqeHvrND1uJGqZ7JvH3fPUzS2jzEmKIvvy8MQ2WLboQiPKyTGcsIXlwiUR7ap6pji2dCz6zFpLBanz62dRIVzLlDWgg7xHj0+xXL7kffK4dx6xoR/pe0IgQjpxahs7tKLtJo+z05LZonbnsQtxcfN8OrjAxLENiosKEPnRB7mZ6VQc/pnvCXnPiJu9w6i5dPAFccOTY00EwrpoV0V4fa6rg3zWiOhM6l8He7+C260zODB3EHXok4SCn43vJteaTgMm4t6RjVDQ0KPH7PY+F/o9smrB6Swjjm2rll3ZteZJ3XUysIEMiiA1pUnN7fr1+WDbrg9+N4hYPHvmdMyau4CKwk0bN0ZGZgZev3kLSUkJDB86BBNIRPS2HZi7YBHGjBxBBeTjJ7lTElo2b4YpScnYsHkL+vTsiXsPHuLu/Yd0G2UsX7qI1ohWVFBAx/btkJWdRV9n6uSJ0NfTpa7inbv3omvnTnjt6or9B7kdPUTUzs7OpnWjrSwtqHu6ooO6TetWNAp7yIhR1E1cXFyCydNmUMHdzpY7erc6du3Zh2vXb+DR/Ts1XoeI7bPnLcDtO/egp6uDLdt3Ij09A3UJEep79ehOp6SkJJw+ex4nTp2Gy7oNSI6LqrX4biLsk47n1NQ0ZGVnw/fdO7Y4XkbZPPIeJScn08ekfWWDAa5ev4FFS5bjox+rdMvNW3eQkJgIR4eGEBYSxsPHT3D46LEqUwL/bxy2emOMowrGNqrZ4Ls34RnoeywAAQsa0jKBDICwkABmDOqIpXsvUqHY0cIAyelZCAyPobHKRFiNTkilLuYGxjo0BvvmS+/K2xEUwIQ1h+A8qT+ycvIxb/sZ9HSy5xndTeoRewaE4XNcMsRFhCAjKUZf69z9N3jk7gctFQX6NxGUybK82H/5Ea0HfXPbPPp4Qu826DB1LXadv48Oja3wwvsjHrr50cSEMsjr3HzhhY6NrWm3i/Ohq9+VRPW9kN9n4jInE6nffPWpOxWoSYR45O3dbLH5Z+K77772RWJaBnVhExH6qecHbD51C1MHsK73CaO6O+HA1cdYuvcChnZqhufeH2m97ovrZ7CXIceemL9JLe6wmEQs3XseBpoqGNKpKVtMXnfsOrq1sKPOaxLpvmzvBeqwJvtXRtcZG2iMelmN7sW7z6FjE2toKMkjPjkNa45eo+ePvm2+r8QEA8OPQKKz5WSkcfjMZSgrKSAqJg5L1nGnRQ7o0QnLN+7EpAUrMWfSaETFxmHrAdY9f9kgvgnDBuDI2csYOmU+Zk8cCRkpKYR+jsTFG/ewb8MK8PFV3z9LakjPmTiKTl7vPuDEpesYP3c5hvTphg1L59RKfDfZr/ZOTaChqoLsnBycu3YXz109cevkPvYy8YnJSEhKRmgEaxC3f2AwrQutoabCfu32A8bQqPFJI1glGOc7b0LnNi2pQ5uI66u27KH72797xx9uK8P/A3O1UwPIl/zoMCsq9Pbc50ldyU6G8nDpzrqJJjgZyWNmK1043wlGQXEpBtipoq+tCnU8VwcRjkmd5hW3glDy5QsVv0+MsIasGKvjLzGL5dAuj46cCBU0hxz1QXpuEdqYyGNtD86o3cH26tR9vffFZ6y+HUTFUyKcjm3Ku4MtK78YoUncTggSOU0izEk96TJIXelDryOpOF2ebX3NsO1xOFbeCqIiuqyoABpoSqOtMesijUSBXx1vh7X3Q9BjrwcNndOWE0E3y6pdjuS1T460oftILgiqiv3mBRkoQKYVXQwRl1FLVppahBxncrwJZIRmQFw2HcyQmV9MxfUWBnKY306vyro6DAw/C+lQJRHaxJ1MIrvFVfRgMcIZr1dxam0IiErAce4JvDs8H8/mt4GEpjGMes+C186JqP/VOS0iq4xmK28i4IwzXNcMQGlRIY0EV7RyIi/yXW2S0bOmk/mwlchL4XYp/gwFGcnw3j0VBemJ4BeVgKSmKRWkFS05I631Oo2jjnC/E8tRlJMGSU0zNF58HmLK2lw1sonDvIz81Dh47pyIoqw0CErKQc7IHs1X34GQJDOQ5G9laf+m9Pdw0r57yM4vpPWOL8zrRcU8gqyECK4u6oMVZ1/SOr3169WHuZYCrYFLIO7e/KISKrItP/OCLt/NnlN3eMfYtph+6CFaLz1Dhc/lA5qhz/orVbZj0alnCItPp9sn8ctE1CTM7uGAz0kZ6LvhCkQFBWj9ZeJ0zczjjDyd3MkOU/bfR5P5J2gtZ++tlV1aVjpKODy1M9ZdfkMFUhLlPL93Iwws51D+FRDx3WVoS+y544XFJ59RsXLnuHZoWoX7nBdSokK45RFCazgXFJVQp/aByR1hrM757vZvaor8omK0W36WNTCuvQ0VqMsgr7n5uhuWnXmBuNRs+l6SQQVEkCaQ9+/i/F5wufCKbkNYgB+2esro3YhzzVgGGaRAtkcGGBx84AtLbUWsHNQMQ7bc4LkP5DNFBOwxu25Tl/Xcno70/SHoKcugoYEqdT7bfqcDuQwyiGLZgGZY0q8pwhLSf2gbvNq9f1JHrLn4Bi4XXtNjf2JmN5hocI49SQuITs5iPyYR5stPP6dCNYlwJML/5YW9WU7+WhKlm/QciahP72l9WdInaNeuD5r1GY2AN4++e1u9ZrjgyrZFeH3tOHWbrrruh14z1uD06snYPLoddbi2GTaD1keujtSEaLb4SQS1hIhguN0eityMVBotTUS+Jr1Y313rVt3w7tkNbJ/YhbpphyzbA8cug+nrEuHzxu6VtF5ut0nLcWIFS2Aj6Fo60PjpI4tHUpdzxzEL0HncQvSc7oJTqyZh67iOVDTrM3s9ogI5tQ6FxcTx6OQ2JEaFUYFMy9QGE7ddZLsSvwdxad7OahJr/K19+BmkFVQw6+ADXN+1DLum9kRxYSFkVTRg6tiGfex7TltNY773zx5ARWoijBKHa3WIiEvh4YmtuLJtMXXsEoF5wuZzXPtKtkPE1ruH1kNYTILuJ6nPXXbPOW7TWVzcNA9bx3eix5XU7O47ZyN7fbJsh9HzqGBeXFgAx65DYN9pAGK/uqfJNkN83uDpub30s0ZETfK+ltUoJu5gAWFRPD61Hdd2LIWgiChU9cyocPqz3xMjuxZUwN42viONWbdt1xudxi6ss3ZVhNfnuiaQY29o24xO/eZtos742oJ87wvyc3F2zXTkZWdQp/ik7VcgIMQZGEYGoGSnp7AfpyfG4uiS0fR7TxIMdK0cMfvII0jI/J7XmqtXLKNO53UbNiMsfAqkpaXQwNqaRjoTNDU1cOncGcyaO5+KtfYN7eCyagVGj+O8vyYmxti9YxvWbtgI5zXr0btndyp2HzzMGZBCBO78/AJs27GLCtzy8nLo3ZMVo29laUld0kTUXrR0OZo3bYI1q1di+CiOw79xI0daQ3nAkOFISUnBsiWLsGLp4kqfhWuXLmDazNlo0bo9/R52aNcWO7Zu+q5jkpySgtDw70veGDViGN6998Pw0WPBz8+HGdOm1IlLmhcKCgr0NclE6oDXJp2798Lnz5ykEOLKJpQW5FSaR/Dy9sGZcxegpaWJ8KCPdF5GRgY+BQVxRajv2beffq6Iw54MTJg9Yzpc1q3Hr+bOOAuICtT8t9FOQwI+c2whKVy9cPAz5BeVYtX9CFz3T6HlfVrqSWNNFx0oiPMedEiO66anUTjjlUj7q+w0JbG2iw505b7PGfsztYj5+fiw5shVxCWnU8frqO6suvKdmtpgcr92mLPtFAoLi9GukSXmDeuGdceucW2DiJLEedxn3lakZeZQQXjLrKE8X5OIpUTEth+2mNZz9ju/EaO6tcT74EiMXLGXisi92zhgTA8nKirzIiUjmwqjZRBRfdvs4VQ4JTWdiVA6uW87Wqu6jDVTBmLyusNoO8mFxk7PGNQJWbmskhp1DRGgh3dpQSci+n4rPr2mkHPZwatPsHDnOVp+hLwfayYPwIiunD4Z4sq+uH4mFu46i72XHlLH9q55I9HGnnMPlpmdhxUHLiE2KQ0yEmLo1sKWOr3JgAUCqTPtHxpFRfWM7FyoyEujVUNzLBndk+3IJpD3hLw3ZcQkpWHUyv1IzcyGvLQEfZ8e71sKeemqk0sZGGoTco1xctcGzFq+jiZIEVf0lpUL0LYfp59GUkIcV47sxNTFzrDv2BfmRgZYPH08hk1dwHZOqyor4umVE1i8dhs6Dx5Po/E11VXQrkWT775Ps7Uyo9PGpXMRHVd7MfZJKakYPXMJ4hKTICUhDnNjQypIt2nOSaU9eOoCnLdxROrWfUey5m9ejWF9u9O/wyOjkZLKuU6PiUvEsCnzkZKeDgVZGTRu2AAvrp2CglzNU7wYfg31vlRXaOIvw8HeDvqIw+Y+v7Zj9WfY9DAU9z4k4tEM7ihphn+DVts90LbPMGzfXn2dXYZ/k5EjR+K26wc0Xnmz1rcd9eoyfPbOQOejQeAT/H9uQv82wh8cQ8DJpSiq5XgahtrjwIEDmDBhApJOckZl/w68CohCjzWXELp/Yo1qHzP8GN2cL8JCS4GK338i5JLefvZRjGxjhUmdqq/9+CdDBkvsfRIE53vcpRcYGH53lnW3oCKr08BJv7opDH8Rr64cwcWNc1BcXH3N0dpyRa9avpSKlgwMvyMk8t2mYSPcHmcBazXeZUX+RRbcDMPj4DRs7aFPxe/Ft8NRv149XB/DcZFWZPfLGOx6FYNtPfWhIS2EjU+iEJiYi6eTrWnCY21xzD0eK+9HIvlJ9fVKv5c1R67h9itvvD6yCr8jUzccRVBkHO7vWvSrm8JQA4h7e/jyPbScg5TUjztGGX7t/TIRaYl7eOQAjjHnT4PEeY+dsxRJH95ARJjpH/qd+fApGA3a9oarqyscHVklNBlYMFZMBgYGBoZKRL64QGtN5yR+RpzHXeqIVmvUjRGkGRgYGH5DSJ3rQw99kZiRi0Et/tzBlwwMDAwMDAwMvzPZBSWYcikY+s5usNnoiQNvYtHn6AcsuxvOFd990JWTAKa23BVnvBIw+mwg9Jzd0GS7Dx4EpnLFd5NlMvLqZnAJcTmf80nE8vbaaKorBUtVcSpOe0ZlwSsqi6d4c+htHKY3V0d7Y1mYKothey99JGQV4n65tjPUnB1n78IvJBKh0QnYd/kRdfUO6sApocjAwMBQFacu3aC1polL+Pr9J1i8div6dGnPCNIMfzRMfDcDAwMDQyVI5HXghQ0oyEiCsLQiVB26wmTAgl/dLAYGht+crdfdse2Ge5XPORqp4fw8VswmQ+1iPGk/rVm9eXQbdqw8A8P/hce9Czi7tuqECRLTvOR89bXSGRgYGBgY/hRW3ouAR1QWjg4yhoKYAI239ovLgaly9TXstzyLxpJ2WnQ66haPKZeD4TazAWREaxaTPOTkR7hF8i4joS4lhKdTrKt87n1sDopKvqCZLsfdqa8gAjUpQSpK22pwareXEZlWgMTsIipilyEpzA8bNXG6TneL37OcwO+MV2A4tp29S+sfk8jqDdMH07hsBgYGhuqIT0qmtZLJ/8qK8ujVuR1WzZv6q5vFwPBTMKL0H8actnp0YmBgYKhLDLpNoRMDA8Ovh9RNTj41E38CpN5xdwfDKp8TEfy9LztvLOmLP5U/5fPB8Hdi0awjtM2qjozn46+dmoR/A6TOOAMDAwPDn+2SvvguCbt6G7AF3i099NBgk9c31+1nrYAeX4XcBW00cdgtHr4x2XAykKnRa2/srkvrQvNCgI93EGZSdiEE+epBSoT7WlxBXABJ2UVVrkME6bJlyiMvLsh+7ndn0agedPpdOL6SKd/BwMDw/cyZOIpODAx/E7937yADAwMDAwMDA8Mfg4y4MJ0YGBj+HYTFJOjEwMDAwMDwN/M5LZ86jolbuLx7WE/+2yWuTJTF2H+LCvJBQogPyTk1j+tWkRT6gRYzMDAwMDAwMPx+MKI0AwMDAwMDAwMZA2+9AAEAAElEQVQDAwMDAwMDAwMDA0MdIFC/HtfjevWA0i9farz+z8R3K4gLorDkC61ZXd4tTVzSFZ3QZSh+nU+WUZIQZM9Pzi6EWTmBnYGBgYGBgYHhe+Gd78LwR9Jw3UscePm5xsu/CU2FyvyHyMj7M+J3GBgYfi0Pptgh9M6BGi+f/OE1rg9QRlFORp22i4GB4ffHZsZh7LvnXePlXwVEQX7IVmTk5NdpuxgYGP5MlnW3wNOze2q8fJDXS0yxl0JuVnqdtouBgeHvRcfQBNt27Krx8s+ev0B9ITGkpzPnnb8BLRlhCPDVg29sNnteZn4xwlLy6vy1SXz3gwmWPKeTQ0x4rmupKkbb/Sqcc08ekpyHmIzCKutJEzRlhKgw/SqMs05WfjF8YrJ5rsPAjXm/Odh94UGNl3/pEwjJ5iORnpVbp+1iYGD48zBs3AE7Dp2s8fLPXT0gpGmJ9Azeg5kYGH4ljFP6L+PuFAcaBVRT7LSk8W5Jcxo5VFfkF5Vg5e0gXH+XgILiUrQ0lMO6HsZQkOAdP3TbPwEn3kbDLyYLablFeDjdEeaqEt+9Xd+oDLjcDcH7mEw6EtVaXQpLOxnArMK2GBgYakaLNffAJyRa4+VljRqi/b734BeVrLM2lRTmw//UCsS8uY7SogIoWjnBctQ6CEsr8Fwn1v02Ih6eQHr4exRlp6HlukeQ0jbnWiY/PREfTq1Ckt9zFOdnQ1xFH4Y9p0PVoUud7QsDw9/Mw1UDISpU8/qy9oaq+LBrHCRF6y6uML+wGMvOvMDVt59QWFQCJ0stbBjRCopSvB0g6y+70uVjU7MgwMcHKx1FLO7bBLb6KpWWLSgqRvvl5+AfmYSnLoNhoaXIFtyJQO8dGo/s/ELoKslgcmdb9G3Cu0ORgYGBm7nHnkJIpObXJLqWDlhzJwgi4qw6oHVBUUE+rmxfDK8Hl1FcVAgTx1boP28LJOVY3/1vcXbtDLy+ehS9Z66F00BO7cl9swcgJsgPWWlJEJWQhpF9S3SfshLSCipswZ0I9J8/eCE/JwsKGnpoM3QaGnboV2f7ysDwL+L++gXExGruEm3cyBGxn0MhJVV35538/HzMnrcQ5y9eQkFBAdq3bYPdO7ZCSUmJ5zojx4zD8ZOnueaR9e7eul5n7fwbEBfiQ18rBTg/+AxpEX7Iiwlg09Mo1K9XD+RfXfIz8d2kv2+AjSJW3oug7SbR4UvuhMNWQ5xLYG6+0wcL22iio4kc6tWrhzGOKtjxIhq6csLQkBHCxidR1DXd3li2lvbq7+bZgWUQFa75++Zgro/gq9sgJf7tOPgfJb+gCIt2n8PlJ24oLCpG64bm2DJrKBRla3aOmrHpOI7ceIa1UwZicr92lZ4vKCxCqwmr4RcShVeHV8LSQJP93JUn7th86hZCohIgLy2Bcb1aY/rAjrW6fwwMfyuvb56BmGjNzw2NbK3x2fMJpCTrTv/Izy/APOdNuHjjHgoKC9G2RWPscF4CJQW5Gq0/eeFqHDp9ERuXzcW0MUPZ8338ArBo7TZ4vf8Avvr10aNjG7qMuBjrvu99wCds3HMYbzx8kJyaDi0NVYwd3BdTRw+ps31lqH0Yp/Rfhry44HeJ0oL89aEoIUQvOOuK5beC8CAgGQcGW+LKeDskZBZg9Ml31a6TW1gCB21pLO6o/8PbzSkoxqAjPlCTFsbtKfa4PqEhvYkYeNgbRSWltbqPDAz/CkKS8uD/DlG6Pr8ghKUV6/Qc439iGRK8HqLhjINouvwq8tPi4bFlVLXrlOTnQs7YHmaDlvBcxnv3VGTHhcBh7nE4bXgGFftO8Ng2DunhfnWwFwwMfz/ykqLfJUoL8vNBSVqsTs8fS04/x32fMBye2hnXl/RFfFoORmy7We06eioyWD/cCS/WDsXtZf2gIS+FPuuvIDmzsqth5dmXUJap3HntERwHMw0FHJveFc/XDMXA5qaYvO8+bQsDA0PNkJCRh6Bwza9J+AUEISmvVKfnlMtbF8L/5T2MXnscM/bdRkZSPA7Nr1kHybunNxHh7wmpr0JzeQxtm2HUmmNYdtETY9afRHJ0OA4vGMZ+Pvy9G9T0zehzC8+8hmPXwTixYjz8Xt6r1f1jYPjXUVBQgKhozc87goKCUFZWrtPzzsw583Hrzh1cOHMSzx7dR2xcHHr3H/TN9Tq0a0sF87LpzMljddbGv4nlHbRhqy6B4acDMeB4ABpqSMBAXgTC/HUrSv8sKzpoo42hDMad/4ReRz5AUVwQh/obcS0TmpyPzPwS9uNJTVUx0kEZ826GofMBP+QUluLUEBMICzBdyTVBXlryu0RpQQF+KMlJ1en5YuGus7j3xhcnVk7CnR0LEJeSjsFLapb+cPOFFzwCQqEiL81zmaV7L0BZrvLzD96+x5jVBzCquxPeHl+NzbOGUhf5/suPfmp/GBj+FRTkZCEqUnNRWlBQAMqK8nV6PpmzagPuPHqOM3s34dGFo4hLSEL/cTNrtO71e4/h7vMeqkrcA3dj4xPRcdA46Glr4OX1U7h5ci8+BoVizCxO3623XwA9Hke3r4XPo6tYMGUslq7fgT3Hztb6PjLUHcyVxB9EdkExJp31g+6Sx7Byfo79Lz+j135PLL3xiWd8N4nmPu0ejZEnfKGz5DEab3iF+wGJ/1t8d2ZeEc56xGBlF0M01ZeFlboktvY1g8fnDHh95h1h1beBKma10UNzfbkf3m5wUg51Wc9tpwd9BTEYKYtjdhtdJGUXIjqNiQJlYKhIUV42vHZOwq3hOrg3wRKht/fj1cqe8Du+lGd8N4nm/vzkNNw2j8StYTp4NKMR4jzv/2/x3UW5mfj89CzMh66AgnlTSOtawWbCNqQGeSA12IvnehrN+8Ko92womDfjuQzZhm770ZDRbwAxJS0Y9ZoJATEpZIS/r5N9YWD4k8nKK8T4PXehOXonTCfvx9673ujmfBGLTz7jGd9NorlPPvXDsK03oDFqJxrOPoq7XqH/W3x3Zm4BTj/zx+rBzdHcTBPWOkrYOa4d3IPj4BkSx3O9Po2N0cJcC9qK0jBWl4fz4OZ0/wMik7mWe/QuHE/9I7FyUPNK25jZ3R4L+zambnAdJWmM79AArSy1cdsjpE72lYHhT4O4fY8tHYNZzVWwqKMhnpzZjW0TOuPSlgU847tJNPeba8dxYO5gzGymjJW9bfD+xZ3/Lb47LzsDrjdOotcMFxg1bAFNExsMWbYHYe/dEO7nUe266YmxuLh5HkasOgg+/sqDd1oNmgwdi4aQVdGkju+2w2ciwt8DJcWse7j2I+egy4Ql9DkFdV04DZgI00Zt8O5Z9YNsGBgYOGRlZWHI8JEQl1GAqpYutm7fCae2HTBj9lye8d0kmvvQkWPo1XcAxKTlYWhqiRs3b/9v8d0ZGRk4cuw4Nm9Yh1ZOLWHbwAZHDuzDG9e3eOvmXu26QkJCVDAvm2RkZOqkjX8bxOiwq48BQpY4wGeuHYbYKSE0JQ/assLsZdxmNsDYRpwBRjErG6GDCbe7+ONCe/S3YXXGN9aRosuUr/dc2xAheU0XXXxYYE/bfmiAERTL1Youa2dZmwhEzJjbShO+c+0QttQR54ebQk++7ly8fxJZuXkYvWo/lNuNh0GPGdh14T46TVuH+TvO8IzvJtHcx289x6DFO6HUdjysB87HnVc+/1t8d0Z2Lk7cfoE1Uwagha0pbIy0sXfBaLj5h8D9A+cerCpik9Iwd/tpHFo6HgL8VRuhiPD8xOMDXCb3r/TcuQdv0KWZDUZ3d4KOqiI6NLLCrCGdse3MHXz5jtrqDAx/I1nZORg+bQFkjOyhZdsK2w+dRNt+ozB7xXqe8d0kmvvI2cvoO3YGpA3tYdq8C24+ePq/xXdnZGbh2Pmr2LB0DpyaOKCBpSkObFoNVy9fuHlXb0SMiU/AzGVrcXz7WggIcP/u3Xn8gs7b4bwYRno6sLMyx661S3D17iOERETSZUb074ktKxeguaMddLXUMahXFwzr1x3X7zGDXP4kmPjuP4jlN4Pg8Tkdx0dYQ0FcCBsehMIvJhNmKtVHMWx5FIYlnQywrJMhDr+JxOSz/vBY2AwyojVzKw067A23CN43UerSwng+u3GVz72PyUJRyRc0M+BcgBsoilH3smdkBmy1eI+wq46abJcI0WQfiXg9zUkHJV++4IxHLF1OQ4Zzw8DAwMDiw8nlSPnkDoc5JyAkLY/ACxuREeFXKda6IoGXNsNs8FKYDV6G8HuH4bVrEtrt8oSgeM06NlzXDkRKoBvP50UV1NFq04sqn0sPe48vJUVQsOCIPhJqBhCRV0NakCdkDWzxo8gaNkSM63UoNWgDAVEpxLy9gdKifMiZVn2+Y2D4l1l6+jncg2JxamZ3KEiJYt1lV7yPSISFFu8YfcLGq2+xfEAzrBjYHIce+GDC3rvw3TYGMuI1+53uv+Eq3n6K4fm8urwEXq8fXuVzvuEJNDmlhRknVs5AVRbqchLUyWxXRRx3RQqLS3D8qR+NGDcrt6+JGTmYeegRTszsChHBml1uZ+UVwFCNiUNkYCBc2baIirnjN52FhJwibu93QfSnd1A3tKh2vTuH1qPH1FXoOW0Vnl84gOPLxmLVdT+ISdXsu7Vnem+E+LryfF5WWQNLzld9zRL50ZeKxCRauwxlbUPIKGsg3M+dispVUVpaihPLx6H1kGlQ0ft2hH9ORio8712AjqVDlQJ2GXnZmVDSNvzm9hgYGFjMmrcAr13f4vrlC1BSUsTylc7w9vGFlWX1551VLmuwfo0zNqx1wc49ezFkxChEBH+ErGzNzjuduvbAy9dveD6vpakJf1/PKp/z8vZBUVER2rRyYs8zNjaCpqYGXN+6wdHBnud2n714CSV1LchIy8CpZQs4r1wGObmaRW7+y/jH5dB6zNZq4rTG8tbn0XQ+E2n9b7Fo1zm4+Qfj3NrpUJSRhMvhq3gX9BkW+pz7iqpYd/Q6Vk3sh9UT+1GXMHEP+1/cCFlJ8Rq9bq+5W+D6Pojn8xpKcnA/4VLlc76fIlBUXIKWtmbseYZaKqx1PoTA3kyP53XKOOcDmDagA0x01KpcJjE1A9M2HsMZl6kQEarsDi8sLIaIMPcgCBEhAcQkpSEyPgVaKvI894mB4W9n3qqNcPX0xeXDO2j09crNe+Dj/xGWptxpFhVx2bYPaxbNxNrFs7Dn6BmMmL4Qwa73IStdszj+rsMm4rU7xzRQEU01Vfg+vlrlc8StXFRUjFZNHdnzjPV1oKmmgrfe7+HQwIrn+WTUjEWYOX4ETI0qp+OSGHBBAQHUr8/x0QoLs/qGSFy3vnbV59jMrGzI1GGpFIbahxGl/yCX9EXvWOwZYIFmX93D2/qawtqlaqGmPP1sVdHTmtWxuqiDAQ6/joJPVAZaGdXsR39zH1PkF/GOu+bn4x0FkZhVAEG+epAS4e4wURAXRFJWYY1e/0e3Ky7ET2O9iUt862NWHKaOvCjOjm4Afj4mJICBoaJLOvL5BdhN3QMFC5Z72GbiNtyfWPWFRHk0W/SHepOe9G+TAQsRdu8Q0kJ8oGTdqkavbT1+C60LzYv6fLx/qgrSE2lEOHEwl0dISoHWhP4ZGs44AI/t43F3jAnq8fGDT1AE9rOOQlxZ56e2y8Dwt0FcwudfBmD/5I5obs66SSCOY/OpnFQFXgxsZobejY3p34v7NcWBB760znJrK+0avfa2MW2RV1jM83kBft6/94kZuTQiXEqMWwAnojoRlauDxGyP23UHuYVFNGL80vxekJNgOUfIaP+p+x9gRGtL2OgqIzLp20kR195+gk9YAjaPav3NZRkY/gWXtNvtsxix+hBb4CWO48WdWOeK6nDsMgh27fvQv7tOWoZn5/fhc4A3dQ3XBOJeKirI4/l8dSJwZkoijQgnNZ/LIymrgMyUBJ7rPTyxFfX5+dGy/4Rq23Zt5zK8uHgQhfm50DZviAlbLvBc1vvhFUQGeGPggm3VbpOBgYHjkj5x8jROnziK1l8F3iMH90FNm3c5sTKGDx2Cgf1Z9dvXrF6Jnbv3wt3DEx3aV663WhUH9+1BXh7v846AAO/zTnxCAo0Il5bmPu8oKSrS53jRvl1b9OzeHTo6WggNDcfiZSvQqVtPvHnxFHx8NS8H96+y73UsdUeTPikLFXFcGWUGWbGal6hh+PNd0mfuvcbhZePR0taUztuzcDRNVvsWgzo2Rd82LBFn+bg+2Hf5Ebw+hqOtQ/WDX8rYNW8k8gp496XycjETElIzaES4tAR3CQIFGUkkpvC+X9l65g49L0zs07bK58m9z4S1hzGqW0s0MNbB5zju9ChCa3tzGh3+zCsAzW2MERqTiJ3nWAl78SnpjCjN8E+7pE9evoETO9axBd6Dm1ZBu+G3+wWG9u2O/t070b9Xz5+G3UfPwMPXD+1bNq3Ra+/bsAJ5+QU8nxfg590Xm5CUTCPCpaUkueYrysshIbHyOaCMTXuOgI+PH1NGDa7yeafG9pi3ehM27zuKqaOGICc3D0vWsu5n4hOSqlyHCPoXb97HtWM1K0XA8HvAiNJ/CJ9T8qgz2FqD82WXFBGAnkLlOoUVMS3npCb1piWE+JGcXXNBWEXqz3QV5xWVYNalD2ioJY29Ay1QUvoFe198xtCjPrg71QEiAszNFgNDGbmJn6njWFrfhj1PQFQS4irf7oiR1OK4eviFxcAvIoGCTN4XIRURkf22G/FX8PHCeho73njxRQhKyiLO4y48to9DsxXXIan5bScTA8O/wufEDOo4bqCrzJ5HnMN6yt92jJhqcjogxIQFICEiWGVtZl6oyNbMVVDbNDXRwFOXIUjNzqMR5GN23cb9FQOpoH3wgS+y8wsxo1vVrsiKvAyIwrSDD7B1dBsaB87A8K+THBNBHcdaZpy0ExFxKShqffuaRFWf4/4REhGDsJgkslKr7sCoCmlFVfyfRH70wbNz+zD/5Itv1nxrM3Q6GnUbhtT4SNw9tB4nV46nwnTF9YI8X+DU6skYuGhHjZzXDAwMQFh4OHUc29vZsedJSUnByNDgm+taWnBSpcTExCApKYnEpJqfd9TU/t/zDmFAv77svy3Mzek+6JuY07jxMlGeoWrMVcRoqSuGf5eI2CTqOLY10WXPkxIXhYEG516IF+Z6Guy/xUSEICkmgqS0msfrqir8vzH7Pp8isPfSQ7w8tILndQoR1rNz8zF7SBee2xnRtQXCYxLRb/42FJWUQEJUBBP7tMHao9dRv/7vXY+dgaEuCY+Mpo5jO2vOwBQpSQkY6n17kL6FMScRSUxUFJIS4khKTq3xa6spK+H/xPt9AHYdPY23t8/zPJ8Q9/ThLaupME3qRPPx1cfkkYOog7y8e7qMD5+C0WfMdCyZMQFtmzOpln8SjCj9D1DRyUy+999TsuNn4rsVJYRQWPKF1qwu72omdZ0VKtSv+R5qst2rPvGISsvHrUn27IucPQMlYbziKe5/SEIP629fMDIwMHyb+nwVRoWTk0wp73SF2ozvFpJWRGlxIRWPy7ulCzKSICzNqYf1veTERyD8/hE4bXwGSQ2WM0tKy4y2M/zBUViN2fDD22ZgYOAgUCG5hNyclH7HRcrPxHcrSonS+G1Ss7q8WzopIxeKUtUP+iMCuq6yNHQhTWO+ST3s08/9MaObPRWZSfy36ogdXOu0WXqG1qPePaEDe97rj9EYsvk6Vg9ugf7NWE4LBgaGH6eik5mcU758qfk1yc/Ed0vKKaK4qJDWrC7vls5MTYKkXNWdPqG+rshOS8KybhwxvbSkBFe2L8bTc3tp9HgZ4tJydFLS0oeythGWdjWltap1LTnxvMHer7Bv9gD0mrkGDp0H1ni/GRgYfhyBKs47JJ6ypvxMfLeykhIKCwtpzerybumExET6XE3R1dWBvLw8QkLDGFGagaEOqehkZvXP1vze52fiu5VkpVBYVExrVpd3SxNRXFGu6tjbN++CkJSWBdO+c9jzSkpKsXjPOey99AD+FzbhhfdHGv8t32Ys17otxq1EvzaO2L94LD0vkthy4g4njm15aQnqmiboqFZf7omBgaFq+CvUY/7evpSfie9WUpBHYWERrVld3i2dmJwCJcWqB9q/cvdCYnIq9Bu1Z88rKSnBfOfN2HXkNILe3KPzBvToTKeEpBSIiYrQ8+T2gyeho6nOtb2PQaHoMHAsRg/qjYXTxtV4vxl+DxhR+g9BS04EAnz14BudCXUZVjxkZl4RwpJz4ahTtyPlfia+21JNgrb7ZUgquliwbopCknIQk54PO80fz/qvyXaJU5po0eUH37Aef99JmoHhX0BUUQv1+ASQHuoLUXnWD31Rbiay40IhZ8KpEVIX/Ex8t7SuJW13kv9LqDqwRuZmxYYgLzkGMoYcp8P3UlLIitCrV2EkXr36fPjyHZ1MDAz/AlqKUlRcJvHT6vKsG5LM3AKExaehsXHVdcdqi5+J77bWUaLtfvEhCl3tWU6o4NhURKdkoaHB9yU4kM6kgqIS+vfaoS2xqA9nsF58eg76rr+CQ1M6w1aPMyDuVUAUBm++jmUDmmJ4K8Zxw8BQhryaNhWXSew2EYEJedkZSIwMhb5Nkzp97Z+J79Y0sabPf/J4DptW3em8hM/BSIuPgo5F1XVdG3YcwFWDmrB7Wi/Yd+wPx65DeL5WmdBeXMSJ3Avyeol9s/qj+5SVaNpzZDV7ycDAUBFdHR0ak+3h5UXrMRMyMjIQFByCZk3r9rzzM/Hdtg1s6POPnz5D75496LxPn4IQGRmFRo4ONW5DdHQMUlJSoKLMDNz/HZlxNQSZ+cU4MvDbZSwY6h5tVQUqLnt/DKciMCEjOxch0QlobFV9Ddif5Wfiu62NtOnzz70C0L0lq68kODIOUQkpsDerOo1mQPvGcLLjHjjbc85mDGjXGEM6sSKCN0wfjKVjerGfj0tOp8scWz4RdqYcNzmBuB7L3N6XHrvROtby0tzxvwwM/xJEaBUQ4IfXO39aj5mQkZmF4LDPaGrPSY2qC34mvruBhSlt99PXbujZiRXt/yk0HJExcXBsUHXfxuDeXdG6GXf/cpchEzGoVxcM68e6dyoPcUcTjp2/CmEhQa51Az6FoP3AMRjSuxtWzZtWg71l+N1gROk/BFIfuW8DVay+EwwZUQHIiwli48PQSqJrXfAz8d0kYnxgQzWsuBVE2032Y8n1QCoc22pxRvI23fSa1rvuZM5yNqblFlGBOSGTJVSFJrFqOypKCFKXdE2229xAjh6vhdcCMaqxBnWH73wWAf769dBE79uRogwM/xICIuLQbNEPH06vgoC4NIQk5RF4ceNXUbZuTzI/E99NIsa1nAbC/+Ry2m4BEQm8P7oYMgZ2kDXgXMA9ntUUJgMWQdWeVW+lMDuNCtf5afH0cXZsCNt5TRzW4qr6EFPWwbuD82A2ZBkExWUR53kXSX7P4Tjv5E/vMwPD3wSJ3CYu3xVnX0BaXBgKkiJYf9mVFclU19coPxHfTSLGB7c0x9LTz2m7yX4sPPGUCtLE/VyG49xjWNqvKTo31EdOfhG2XndDB1s9Wks6JSsPRx6+Q1xaNro7sITtMmG+vKuaoK0kBVU5VkkV4qYevPkaxrWzQZeGBkhIZ13nkBrXMuJ/ZtkUBobaQlhMgrp8r+1YCjFJGUjIKOD2wTU0sq1eHZ9Ufia+m0SMN+o2FFe2LabtJvtxcdM8KkjrWHDi/Ff3tUO3Scth5dQV4tKydCoPEbaJs1pJi3VOifD3pAK9nrUjdWAnRYfj9n4XyKvrsMVuEtlNBOmWAybAxqkbMpNZtWT5BAQgJsXc9zAwfAsJCQkMGzoY8xYshqyMDBQVFbBilQvrvFPHHS4/E99NIsZHjRiO2fMW0HaT6PBpM2dTQdrRgTMYxsTCBmucV6Jn927Izs7GSuc1VMQmburQsDDMX7QE+np6aN+uTS3tFcO/yq6XMVj7KBKjHZWxqqMO/kZI9PSgDk2wdO8FyEiK0ZrMa45cQ/169er8fPEz8d0kYnxY5+ZYtPscbbeEmAjmbjtFhWEylWE7ZCFWjOuDrs1tISclTqfyEGFbUVYKBpqs+6UyYb4MMRHWvYyOmiLUFFnXICnpWbj23BPNrI2RX1iEU3de4tpTD9zZseCH94eB4W9AQlwMQ3t3wwKXLZCRloKinCxWbdnz/1x//ER8N4kYH9G/J43ZJu2WFBfHzOVr4WhrBYcGVuzlLJy6wXn+dHTv0BpyMtJ0Kg8Rton4bKTH+b3Yc+wsGtlaQUxMFI9fvsVCly1wXjCd7cgmkd3tB4xB2+ZNMH3sMMR/rWFNBr0oyDH3PX8KjCj9B7GyqyHmXflIayJLCPNjUgttxGbkQ6gaF9DvwMouhlQ8H3PyHQqKS9HSUB7renKP8AxNykVWPsfp9CAgCTMufmA/nnCGFV03u40u5rTVq9F2DRTFcHy4NTY/DkPXPR50WXNVSZwZZQMlSaH/Yc8ZGP4szIauxPtD8+C2YSitC23QdTLyUmLBJ/h7f1/Mh60C6teHx5YxKC0ugKKlEyxHr+NahojOxbmcWk3xnvfhs28G+7Hnjgn0f6Pes2Hcdy7q8wvAcf5pBJx1gdvGYSjOz4GYkg4aTNwBJRums4aBoSIkfnrO0cdUaBUXFsTULg0Rk5oN4QqRUr8bzoNb0A6kkdtv0ihvJwttbBjRimuZkLg0ZOaxRhDz1a+H4Lg0nNt+E6lZ+VRAttFVws0l/b6rHvT5lwHILSjGtpsedCqjsbE6bizh1HlkYPhX6TVjDc6tm0mFViLuknrKaQkx4Bf6va9Jes9cSwf0HVowFMWFhTBxbIX+87ZwLUPc03k5Na8fKSAsgndPb+D2gTUozM+FlJwSTBq1wahRxyDw9RrN7fZZ+tyDY1voVIZ+g6aYse92Le4hA8Pfy5YN6zBxyjR07dkHkpISmDtrJqKioyEs/HsPFtu6aT3tvO4zYDAKCgrQvm0b7N6xlWuZT0FB1PlN4OPjg5+fP06cOo309AyoqqqgbevWWL1iKYR+83Msw++Nb0w2TnkmwESJEw39t7JmygDM2HQC/RZsoyL19EEdEZ2YCmHB3/veZ+2UgVToGrJ0NwqLitC6oTm2zBrGtUxwZDwyc3inN/woZ+69xpI952nCFHFm394xv5KTmoHhX2TDsrmYsmg1eo6cQsXdWRNHIjouHsK/+W/ypmXz6PXHgPGzUFBYiLYtmmCH82KuZYJCI5CRlf1d2/X09cPqLXuQnZtLxerda5dSl3UZV24/RFJKGs5cvUWnMrTUVdkR4Ay/P/W+fE/xij8cB3s76CMOm/twanb9yeQWlsDG5QWWdzbEIPu6jcdk+D1otd0DbfsMw/bt2391Uxh+Q0aOHInbrh/QeOXNWtkeEWLvT7KB+ZAV0Go1qFa2+S8T/uAYAk4uRVEh77gthl/LgQMHMGHCBCSd5AxYYPgxiKPYYtpBrBrUHENamv/q5jD8RWy+5oa9T4LgfC/0VzeF4X+kIC8HSzqboOd0ZzTuzt15ysDwL/PqyhFc3DgHxcW8S1nUppt41fKlmDFtCv4FcnJyoK5jgE3r12L0yOG/ujkMNeDd+/ewadgIt8dZwFrt+9N0bn1IwdZnUYhIzYewAB/MVcRwdKARRAX5qOC67lEk/ONzUFzyBWbKoljRQRsWqpzXUVvuinVddPEwKBWvwzOhLiWEzT30ICfKj7k3wug2TJVFsaOXAbRlWYMdNj+Nwr3AVAyzU8b2F9FIyytGG0MZbOymC0lh/irju0tLv2D3q1ic9kpAUnYhdOREMKOFOrqYsRyr6XnFWHI7HM9D02m/obKkEKY1V0N/G1YyYV2QU1CC9vvfY01nHex4EUP3s6ZO6WPu8Vh5PxLJTw7hTyUnrwDGvWfCZdIADOvS/Fc3h6EOuPrUA8OX70F6ejpNqWD48yASGBFRSWz1yAGcyPnfjZzcXOjYt8X6JbN/63YyfBvi6m7QtjdcXV3h6Fi3pTH/NH7vIVwMXPjFZNK6yTYaUvSCdMujMDq/vZnCr24aAwPDX0B6uB91FMvo2aAoLxOfLrOcNsp27X910xgYGH5z3kck0nrMDfSUaT3pTdfc6PyOtpwoOAYGBoaaEvXpHRIigqFl1gD52Zm4e2gDnW/ZovOvbhoDA8Nfio+vLwI/BcHezg4ZmRlY7cJKXurelTnv/AskZBVi8qVgLG6riY4mssguLIHb5yxaBo6QXVCCvtYKcFbVwRd8wf43cRh6OhCvptlAXIhTx3fbi2gsb6+F5e21sebhZ0y5FAxNGSFMaaYGNSlBzLoWSgXjU0NN2OsQEfzmh2QcG2RMX2f29VAsuhWOXX1YZRwqsvNlDK68T8a6rrrQkRXG28+ZmHYlGHJi/GikLYWNTyIRlJSLU0NMICvKj/DUfOQXl/Lc9x0vouk2q+PZZGuoSfN27S26HY7WBjJoridNRem/nXdBnxEUGQdbE11kZudi/fEbdH7npja/umkMDAx/GL7+H2k9ZjsrC2RmZcFl+346v2s7p1/dNAaGOoMRpf8w9r74TKOuBfnqwVJNEtcm2EFOTPBXN4uBgeEvIeTWXipM1+cXhLSuJZqtuA4hSe4aQQwMDAxVsfuOF0Lj0iDAXx9WOkq4tbQf5CREfnWzGBgY/lAen96BhM8h4BcQgIaxNWYcuAtxaeaahIGBoe7YvHU7PgUFQ1BQELY21njx5AHk5WtenoPhzyUxqxDFpV/QyVQO6l/FVxMlMfbzTXW5nZEbuurCZJ0HXCMy0daIU+e3v7UCupmzPjOTmqqh2yF/6mJuqc+qoznGUQWzroVwbYuUo9veSx8qX8vMOXfSxrDTgVjWXguKEoKVliUC8rnhprDTkKDztGSF4RGZRaOziSgdk1FIXd5WX93iGjLVR9APtVNC168ua14oVWhHea77JcM/Lhu3x1niX2LnuXsIjoqHAD8/bIy0cG/nQshJs94TBgYGhu9h6/7jCAqLgKCAAGwsTPHk0lHIy/54DXkGht8dRpT+g7BQk8SDaYzVn4GBoW6Q1rFAy7UPfnUzGBgY/kAstRXxxHnwr24GAwPDX4KGkRXmn3jxq5vBwMDwD2FjbQ3Pt69/dTMYfhGmymJUeG695x1a6EmhhZ40OpvJQVqE1W1KYrI3PI7Cm4hMpOQUoeTLF+QVlSImo4BrOybKHCFbQVyA/m9crsayvLgA8ou/ICu/GBJf47nVpITYgjTBVkMCpV+A0JS8SqI0cVWT1x14IoBrflHJF5h/fe1hDZUw9nwQ/OJy6H60N5ZFQ03eYqmMqACdfgSy/8vuRuDsMBMIC9THv4KVoRZeHFrxq5vBwMDwF2BtboK3d87/6mYwMPyvMKI0AwMDAwMDAwMDAwMDAwMDAwMDwz8JX/16ODfMBJ5RWXgekoGj7vFY/yQSt8ZaQFNGmNZ1TsstxqqO2tRJTdILiQuaiMHlEahfj/132V/8VcwjovOPkFNYQv8/MdgYyhUEa0F+lijcykAG7jMb4HFwGl6GZmDA8Q8Ybq+MZe21az2+2y82B8k5Reiw/z17XkkpaKQ4qRUdvtSRHlsGBgYGBgYGhjIYUZqBzfQL/sjIK8ax4da/uikMDAz/KN57pqEoNxMOc4796qYwMDD85kzZfx8ZuQU4ObPbr24KAwPDX8jJlRORl5WBcZvO/OqmMDAw/OaMHDMO6ekZuHqJcTr9ydSrVw8NNSXpNLOlOuy3euPux1SMb6xK47HXdNFFa0MZtkM4Nbe4Vl6XbCs+sxDKkiyR2Ts6G0TH1ZOrXAbHUEEUQvz1aEQ3iermhZyYAPpZK9LJXlMSzg8/8xSlfya+m7jLH0+y4ppH4sn15EUwuakaI0jXEhPWHEJGdi7Orpn2q5vCwMDwhzFm1hKkZ2bh0qHtv7opDAxsGFGa4Y+hpPQLNj0MxWWfOCRlFUJJUgj9bFUxs7UOvXkoE9YveMVxrdfSUA5nRzdgP972JAyPP5KaN1kQ5KuPTyuduJb/EJuFXc/C4R6RjtScIqjLiGCYozrGNtX8n/aUgYHhdyYvNQ4BZ5yR4PsEJQV5EFPWhs2EbZDRYwb0MDAwcDjy6B2OPX6PyKRM+thYXQ5zejqgjZUOfRyZlIEGM49Uue7hqZ3R3cGQ/fjsiw/Ye9cbofFpkBARRDd7Q2wY0ep/2hMGBobfkRDv13h0agciA32RmRyPsRtOw6plF65lfJ/ewKsrRxD50Re5mWlYcOol1A3/rZqfDAwMwNoNG3H12g0EfgqCiIgwGjs6Yp3LahgZca41xk+aisdPniI2Lg7i4uJo7OhAlzE2NuLa1rETJ7F1+04EBYdAUlICfXr1wu4dW9nPv/fzw5Tps+Dh6QUFBXlMmTgB8+bMwu+Od3QWXoVl0LhreTEBeMdk0/4gAwWWMKwjJ4LL75JgpSqGrIISOD/4XGtx1UL89akTe2l7LWQXlGDpnXAqEleM7iaIC/FRkXzFvQiUfvlCBWcSBU5Ec3FhPipCb3wSCUtVcRgqiKCw5AseBaXBQL6ywF0b8d2kPeXjyQmignyQEeWvNJ/h7yY2KQ3L9l3AQzc/5OUXQldNEXsWjkYDY9a9z5cvX+By5BqO33xOBXZHCwNsmTUU+hrK7G1sPHET913fwS8kCoICfIi6s+cX7hEDA8P/zcbdh7Fk/XZMGTUYm1fM53rurdc7LN+4A+4+fuDj44OVqRFundoHEWFhPHf1QLv+o6vc5uubZ2BnZY78/AJMWbQa3n4BCAwJR6fWzRmh/hfCiNIMfwy7nkXg+Nto7OhnBiMlcbyLzsSMix8gKcKPMU04grGToRy29TNjPybCc3mKir+gi6USbLWkcNYjttLrvI/JhJy4IHYOMIealDA8Pmdg7pUAkM2MaswI0wwM/zKF2el4uawr5M2aoNGC0xCUlENOXDgExaR/ddMYGBh+M1RlxbG0f1PoKkvjyxfg/MsADN1yA09dBsNYXR5qchL4sGsc1zonnvph121PtLbiOFn23PHCnrteWDGwOWz1lJFbUMQWuhkYGP5dCvJzoWZgjkZdh+Dg/CFVLlOYlws9q0Zo0LonzjDuKgaGf5YXL15h0oRxaGhni+LiYixeugLtu3TDB18viImx6hDbNrDB4IH9oamhgdS0VKxcvYYuE/YpgHb+ErZs24Et23dgw1oXODRsiJzcHERERLJfJzMzE+07d0ObVk7Yu2s7/Pw/YPS4iZCWlsa4MaPwOyMhxAe3z5k49DaOCsOkzvOy9lo0Cpuwubse5t0IRYd976EiJYQFrTWx+sHnWnltbVlhdDSRxbBTH5GeV0zd2MSVzYt5rTQgJyqAXS9jEJkWBklhPlioiGFqM3X6vABffax9FImo9AII89eHg5YE9vQ1qJW2MjBURVpWDtpNdkEzGxNc3jAL8tISCI1OgLQEp8b6tjN3sP/yQ+xbOAZaqgpwPnQFveZsgfsJFwgLsQZFFBYXo4dTQ9ib6ePknRe/cI8YGBj+bzzf+ePgmYuwMOEMmCsvSHcdNhHzJo3G1pULwcfPB7+AINSvx9J8Gtla47PnE651Vm7ahSev3WBrydKISkpLICwshMkjB+Hq3Uf/014x8IIRpX8Bt94nYPPjMEQk50JEkA/mqhI0MpuMJvSNysDaeyHwi81CcckXmKmKY2VXI1iqSbLXV5n/EOt7muDhxyS8Ck2FurQItvY1hZyYIGZfDqDbMFORoKKqthxrZCJxGN/7kIhhjhrY/iQMqblFaGusgE29TSApUvWIyNLSL9j1PAKn3KKpM1lXQRQzW+lSQZeQnluERdcD8Tw4BbkFJfTCfJqTDgY0VKuT4+b5OR0dTBXQxkSBPtaQFcHVd/HwicqoVEdHUaJyrZsy5rbTo/+f96wsSBMGVmi/lpwovCLTccc/kRGlGf4aYt/eRODlzciJjwCfkAiktM1pZDa/sBjSQn3w8dxaZET4o7S4CFLaZjAftgrSOhxnzfUByrAaswHxXg+Q/OE1ROTVYTNhKxVpfffPQnqYLyQ1zWA7eRd1EhMCL25EnOc96LQdjk9XtqEoOw1KDdrAetxmCIhyznHl+VJaiuAbu/D58UnkpydBXEUXRr1mQtWxK1sk9ju6CInvn6E4Pxciciow6DENWi0H1slxI20RkVNDg4mc0XRiilp18loMDL8LN9yDsPHKW4QnpENESAAWWgo4ObM7xIQF4B0aD5eLr+EXkYiiklKYaynAeXALWOmwrhUI8kO2YtPI1rjvE4ZXAVFQl5fEjrFtISchihmHHsI3PB5mmgrYM6EDdJRYAzzWX3bFXa9QjGhtiS3X3ZCWnY921jrYOqYtJEWFeF637LjlQYXdxPQc6KnIYHYPB+oqJqTn5GP+8ad45vcZOfmFUJGVwMxu9hjUgjOQrTbp0IB1vVHG4n5NcPTxO3iGxFNRmq9+fShJczpqCHc8Q9DDwRDiwoLsNq+99AanZ3VHc3PONQg5XgwMfws+j6/hzqH1SI4Og4CQCDSMLDFu01kIiYjhc4AXbuxZhehP71FSXAx1Qwv0nrkGGsacdJIp9lIYsGAr/F7eQ5DnC8iqaGDwkt2QkJHDaZdpiAzwpuLtsJX7oaDO6uS/fWAt3j+/jWa9R+HekU3IyUiFedP2GLR4B0TEq45DLS0txcMTW/Hm6jFkpiZCUUMfHUbPhU3rHvR54kS+sHEuAt2eoCAvB9KKqmg3YjYVjesCs8Zt6VQd9p0G0P9TYmtHOGFg+NVcunIVq5zXICQ0DKKiorCxssS1yxeosEqcuYuXLofPu/coKiqCtZUltmxchwY2Nuz16wuJYe+uHbh1+w6ePHsOLU1NHD6wFwry8hg7cTLdhpWlBU4cOQQ9Pdb5YsVqF1y/cRMTxo2Fy7r1SElJRZdOHXFg7y5ISfE+X6zftBkHDx1FfEICDA30sWTRAvTp1ZM+n5aWhqkzZuHBoyfIzs6GupoaFs6fg5HDh9XJcbt76zrX46OH9kNJXRte3j5o3qwpnVdeNNbW1sLqlctgbeeIiIjP9FiQNi9dsQo3rlxE61actDlLCwv236fPnkdhYREOH9gHQUFBmJmawvfde+qs/t1FaQMFUZweasrzeXMVMdwZz5000aVC5HXMykZcjzVkhCvNa6wjVWkegdR8JlNVbOupz/WYJAWOaaRCp6qY0UKdTr+KSyPr5tr6/+DaMw+sO3odYTGJEBEWhJWBFo3MFhMRgtfHMKw6eBnvgiNRXFwCC31NrJ0yANZGnMGkks1HYtvsYbj75h1eeH+EhpIcdi8YRUXaqRuOwjswHOZ6GjiwZBx1EhPWHLmG26+8Mbq7E3UKp2bmoENjK+yYOwJS4qI8zzFbz9zBsRvPkZCaQd3G84Z3RY+WDdki8Zytp/DEwx85eQVQVZDBnKFdMKRTszo5bttO34Gaoiz2LuQ4FbVVOfcrxCW95+JDzB3aFZ2bsZIs9y8eC/0e03HrlTf6tHag8xaPYp0jT999VSftZGCoS67cfgDnbfsQGhEFURFhWJkZ4/Lh7RATFaWC69L1O/DuQyCKioupy3fjsrmwseD87ghpWmLXmqW4/eg5nr1xh6a6Cg5sXAV5ORlMnLeCbsPS1AhHtq6BnrYGXWf1lj248eApxg3ph3U7DyAlLYM6gPeuXw4pSQme549Ne47g0NlLSEhMgYGuFhZNG4dendvR59PSMzFj2Ro8euGK7JxcqKkoYf6UMRjej3XPUxeQ1xk+bSH2rltB96Mic1dtoGLy3Mmcc4yRHiuFgSAoKABlRXn2Y3IdePPhU0waMYidrkveB3J8Ca6evjTSnOHXwYjS/zMJmQWYeNYPSzoZoJOZIrILiuEWkU5/oAlkRGZfW1U4d5ek8/a//IwhR3zwZl4TiAtx3q5tj8OwooshnZzvBmPSWT9oyYpiakttqEkLY9alACy6Fogz5WKrw1PycPN9Ao6PsKHxPrMvfcCCa4HYM5BzE1GeHc/Ccdk7ngrguvKieBuejinn/SErLoDGurLY8CAUwYk5OD3KBnKigghPyUV+USnPfd/+JBw7noZXe3yez2pE47Krwk5LGqfcoxGalAM9BTEas00itskxKI9rWBrMVz2DtIgAmujLYn47PciKVV3/pqZk5hfT7TEw/A3kpyXAc+dEmA1aCpWGHVGcn4OUwLfs54vzcqDRvB8sRriQ2weE3NqHt+sGo/U2VwiIiLOX+3RlK8yHroD50JX4cNYZXjsnQlRRC4Y9pkFEXg0++2bi/dGFaLTwLHudnPhwxLjegOO8EyjKy6IC9vvDC2A7tepYpqDrOxD98jIVwMWUdZHy0RVeu6dQ8VvetDECL6xHVkwQHBecgZCELLITIlBamM9z34OubkfQterjWVptfgFR+apv4uO97kPR0gkeW8cg+aMrRGRVoN12BLRb102HMwPDryY+LRvjdt/F8gHN0NlOD9n5RXgbGIMv+Hrdkl+I/k1NsW6YE71u2X3HGwM3XYPbppE0ZrqMzdfcsHpwc6we3AKrzr3E+D13oaUghRndGkJdTgLTDj7EguNPcX4eqyOCQETw625BOD27O7LyCjH94EPMPfYE+yd1rLKt22664+LrQCqAE3eya2AMJu69R8XvJibqVNwNiknBubk9ICchQrefV8i7FuDW6+7YdsO92uPzev0wKrJ/i5LSUlx3C0ZuQTEaGlTdgegbngC/z0lYP5wTy00EdBLNGJeWjUbzjiM7rxD2BipYNbgFdVozMPzpZCTH4+iS0egxdRWNns7PzUao7xvSe0mfz8/JhkPnQeg7ZyOd9/j0TuyZ0RfLL3tDWIzzHbh3ZCN6TXdBrxlrcH3XchxfOhpyatpoN3wmZJU1cGr1ZFzcOBeTtl9mr5MUHQbvR1cxYcs55Gdn4bTLFJxfPxsjVh+qsq0Pjm2Gx70L6L9gKxQ19RDi8wbHl4+DuIw8DBo0xa39LogPD8TEbZcgLi1Ht19UwPua5P7RTbh/bEu1x2fJeTfafgYGBiAuLg6Dho7A+jXO6Nm9G7Kys/Dy1Rt2X0pWVhaGDR2MHVs303mbt+9A5+69EPThPSQkOOcL57XrsHkDa1qweCkGDxsJXR1tLJg7m7qER4+fSAXjOzevsdchIvjFS5epIJuZmYUx4ydh8rQZOHX8aJVtXbthE06fOUfdwgb6+njx6hWGjhhNxe8WzZth6YrVCPgYiDs3rkJeTg4hoaHIy+N9vlizfiPWrt9Y7fEhrmdNzZqdLzIyWIkrsrIsF3BFcnJycPT4Sehoa0NDg3Vf9PDxE9qRHRMbC1PLBvT4kxjwTevXspd56+aG5k2bUEG6jPZt22DDpi1U1JaRqfr1GBh+B+KT0zFq5X6smtgXXZvZIjs3D2/eB3P6a3PzMbBDE2ycPoTO23n+HvrM3wqfM+sgIcrpx9xw4ibWTB6ANVMGYPm+ixizaj8VaGcN6QwNRTlMWn8Ec7adwpWNnFh7IoJffeqB8+tmICsnD5PXH8GsLSdxeNn4Ktu6+dRtnH/giq1zhkFPXQlv3gVhrPMBKn43tTamLuRPn2NxeeMsyElJICwmAfkFRTz3fdPJW9h86la1x4c4monIXhV3Xvuitb05hi3bjVe+n6gIPqZHK4zo2oI+HxGXRMXzlnacAQtEcLcz0YO7fwhblGZg+FOJS0jC0KkLsGbRTHRv3wrZOTl45e5ddkuDrOwcDO3TDVtXLaTnj+0Hj6P7iMn48PwWJMQ5A9XX7tiPDUvnYsOyOVi8dhuGTZsPHQ11KsZqqKpg/NxlVDC+eWIve53QiEhcunUfV47sRGZ2NsbPXYFpS1xwfMe6Ktu6YfchnLl6mwq0+tpaeOXuhREzFkFeThbNHe2wYvMufAwOw43jeyAnK01F9rx83tco63cdxPpdVd8/leH7+Bo01aruByFMX+KCjq2aoXUzx0qidGJyCo3sHtCjM1r0HIqwz1FUkF45dyqa2HN0r/LceviMCvTD+nWvtl0Mvw5GlP6fScgqQHHpF3QyV4TGV/HVRIVzg9RUX5Zr+Y29TGG04ikVWtt+dQgT+tupopsVaxTllBba6LLHAzNb68LJiDUqhMRZz7z4gWtbBcWl2NHfDCpSwvSxc3djDD3qQ0Xdis5iuuyTcFwYa0vF4DLHsHtEGk65xVBROiY9j7q8rdWl2M7l6iB1mbt9dVnzQlmSt8OZCO5ExG+2+Q346tVDyZcvWNBeH71tOCc1J0N5emw1ZUQQkZpHXeeDj/jg1mR78NVnjYz5Xjwi0nHjXQJOjuSMsGZg+JPJT0/Al5JiqNh3gqgCq+NCUtOE/byCOWu0fBnWYzfhzmhDpAS8gbIta+QcQbPFAKg1Yv3AG3SbgpdLO8Ow10woWrFGzut2HAufvTO4tlVaVIAGk3dSMZdAhO+364fAbOgKCEuzRgqXUVJUgOBr29F48UXIGtrReWJKWkj55I6IRyepKJ2XEkNd3mX1nEUVq08z0G47DKqNulW7jLBM1SPUCbmJkYh4dBx6ncbDoMd0pIf6wu/YEtTnF4Bmi/7VbpeB4U8kIT0HxSWl6NJQHxpfxVdTDc4I1OZm3N+5raPbQHfcHrwJjEZ7G07s4KDmZujhyKpJOK1rQ3RYcY66mFtZspwF49rbYNqB+1zbyi8qpu5pFVnWYBgifBPBe9Wg5pUcxgVFxVRAvrygNxoaqNJ52orSePspFsefvKeidHRyFiy0FGGjy/qOaypU7W4qg7i0y9d1rgplGc5AnaoIiEpGxxXn6L6ICQvi+IyuMFKrujPn9DN/GKrKwt6Q1X7C58QM6gDfesMda4a2pC7xNRdfo/e6y3ixdigE+VlxmgwMfyqkFnJpSTGsnbpCVoV1PlHT53RYGjVkdWaWMXDRDsxrrYlg79ewaNaBPd+xy2A0aNuL/t122AxsHt0GHUbPg2mjNnReywETcHr1ZK5tFRfmY9iK/dTRTCDC996Zfam4LSnPfc9SVFiAB8e2YMqu69C1tKfz5NV0EOrrildXjlJROjU+GupGVtAyZXWOyKlWn6TStNcoNGjDGYhTFVLyvDtvGBj+NeLi42n0dK8e3aGlxTpfWJibs59v5dSSa/kDe3ZBRlEVz1+8QpfOnAFtI4YNRb8+venfpNZx4+ZOWLJoPtq3YyUPTJsyCaPGTuDaVn5+Po4fOQQ1Ndb5YsfWTejSozcVZJWVue8dCgoKqID88O4tNHJkCS26ujp49cYVBw4dpqJ0VFQUrK2tYGfbgO1Mro4JY0ejX2/WOY4Xqqo1O18QYXnmnHlo0rgRzM24Ha179h3A/EVLqChtZGiIB3dusgXmsPBwuu7a9ZuwbfMG6hJfunwl2nXqindebnS5+PgEaGtzXKMEJSXWPR55jhGlGX5n4lPSUVxSgm7NbaGpzLrfMdPjDPRoYcvtpCdOZo1Ok6kI27ExJ8FlcMem6NWKda0wY1AntJnoTF3MbexZhqCJfdpi0trDXNvKLyyizmEi5hI2zhiCvvO3UnFbSY77nqWgsIgKyNe3zIWDOctFr6OqCNf3QThy4xkVpaMTUmFpoMmu56ylwrl/q4pR3VuipxPLZc0LFTneJcsi4hJx+PoTTOnXHrOHdKGO8HnbT0OAn48ej8QUVsKlogz3YF5FWUkkpnKnXzIw/InEJybRa5QeHVpDS511rWBuzOlLcGrCPfBiz7rlUDRvghdvPdG5Ded+Z1i/HujTtT39e87EkWjeYygWTRuPdi2a0Hmk1vLY2cu4tpVfUIgj21ygpsy6f9m6agF6jJiC9UvmcLmHCQUFhVRAvnvmIBxtreg8XS11vPHwxqHTF6koHRUTB2szY9hasa4RtDWqT8QdO6QfendhtZkXqkq8k94u3LgLH/+PeHOTY2gqT3hkNP3feeterFsym7rMT12+iQ6DxsL74RUY6FS+hjp6/iratmgMdRXe/bsMvxZGlP6fIbHazfRl0WqrK1oayqGFgRy6WChBWpTlwk3KKsC6+6FwDUtFcnYRFV7zikoQk849IsW0nJCt8FVQNlHmdIwqSAgiv7iUOqIlhFlvM3FQlwnSBDtNKZR+AUKSciqJ0iRaPK+oFP0PeXPNp9GcqqzXJlHgY069g19MJloYyqGDqSIaavO+SJERFaDTj3LjfQKu+MRhzwALGCmJwT8uC8tvBlEhu58t64Tfw5pzsiFiv6myOBw3vMabsFQ006+6E7g6AuOzMeKEL2a10aXvFwPD34CUlhnkzZvh6TwnKFq2hIJlS6g6dIGgOOv7S2KyAy+sQ3LAGxRkJONLaQlKCvOoAFweSS2OkC0kJV9J3CbzSovyUZSbBQFR1nmDOKjLBGkCFZu/lCI7NqSSKE1c1SUFeXjj0o9rPitSnNUBpd1mOHUtp4f7QdGyBVTsOkLWiPfNlKC4DJ1+FBInLq1rBdOBi+hjaR0LZEYHIuLRCUaUZvgrIXHczc000GzBSbSy1EJLCy10szeAtBjreiIxIwdrLr7B64/RSM7MpQJqbmERYpK5o5BMNTk3QwqSrBg6E/Vy86REkV9UgqzcAkh8jecmDuoyQZpAHMbENRwSl1ZJlCauZ+JC7rPuCtf8QhKtp806t4xsY4mR22/hfUQiWlpoopOtPpcAXBEZcWE6/Qz6KjJ46jIEmXkFuOkejCn77+PGkr6VhGni2L7s+okK9eUh12nk2mvtMCc4WbButg5M7gTTyQdoFHqZqM/A8KeiZmBBhec1gxrDxKEVjB1bwaZVd4hKsn6rM1MScWvfagR7v0JWajJKS0tQlJ+LtIQoru2olhOyJWRZnR6q+pzOY0lZRepazsvOhIg4q0NURkmdLUgTdCwa0t/5hMjgSqJ0clQYCvNzsWsqd2xdSVEh1I1Yca7Neo/GoflDERX4DiYOTrBs2QW6lrydP2JSsnRiYGCoGVaWlmjt1BKWtvbUfdu2TWv06dWDLXQmJCRgyYpVeP78JRKTklBSUoLc3FxERnGfLywtOEK2kqJiJXGbzCMiNKmPLCnJOl8QB3WZIE0gYjMRaD8FBVcSpYnrmbwuEWvLU1hYCBtrVgfwhHFj0GfAYPj4+NL96NGtKxo3cuS577KysnSqDSZPmwn/gAC8fFK5niKpKd22dSs6AGDz1u3oP3goXj17DGFhYXqNR+Iwt2/ZiHZtWQN+zpw8BhVNXTx99pwt6jN8H7OdNOjE8OshcdwtbU3RaMRS6vpt1dAc3VvaQeZrXWQinq4+dAUvfQKRnJ5Fk5By8wupAFweEs9dRpkIa6qrzjWPiNCZOXmQFGOZe4iDukyQJtib6dHvXHBUXCVRmriqyev2mL2Ja35hUTEsDVj3C6N7OGHo0t14F/SZ7keXpjZwsOBdV1xWUpxOPwppq42RNpaP60MfWxlqISA8horkRJRmYPjbIbHaRHi2bdcbbZs3RpvmjdCrUzvISLPOAQlJKVixcSeev/VEUkoq6xolLx9RsXFc27EoJ2QryrP6DMyNDbjm5RcUIDMrG5ISrO+shqoyW5AmODawotcoQWERlURp4qomr9tp8Diu+YWk7ImZMf173NB+GDB+NhWK2zRrhG7tW6GRHWfgTUVkpaXo9CNExcZj9or1uHP6AK33zOv8QhgzuA87Qtza3ARPX7vh+PlrcF4wnWv56Lh4PHz+Bmf2VJ8ww/BrYUTp/xni1j0/pgE8PmfgeVAKjryJwrr7IbgzxQGasiKYduED0nKLsLqbEa0VTeojd9njjsJi7lhsfj6O67fsL36++pXmkc7bHyGnsIT+f3KkNVQkuTtkSZsIrY3l4bGgGZ58SqZ1pfsd9MKIRhpYXiFOu7biu1ffCcKUljps4ZmIztFp+XSbZaJ0RYi7W1ZMAOHJeWjGXYbnm3xKyEbfg14YYq9OXegMDH8L9erzofHiC0gN8kDS+2cIv38YH8+vRXPnO7Q+ss/eaSjMSoXF8NW0VnR9ASHqgiZicHnq83EGmdT7etapah4RnX8EUiOa4Dj/FITLCdkEPn7WiH0lm9Zou8sDCT6PkeT3Aq+d+0Kn3QgaK14X8d3CMoqQUOc+x0moGiDO7fZ37RsDw58CqXtM3MfuwbF46vcZhx74Uqfu/RUDoaUohSn77iM1O5+6eDXkJSDIz4+OK8+hsIR1HVGGQPlrlK+nBgH+cvN+9roln3V+OjOnB1QquJeFBFhu4jZWOvDZNhqPfMPxzD8SvdZewqi21tR5XVfx3cTJTKLECdY6SvAJi8f+ez7YMprVmVvGTfcg5BUUoX9TzsAeQpn4bqTK6YiWlxSl8ePRKUwNJIY/n/p8fNR9HPbejdZifn7hAG7uXY05Rx5DXk0bJ1dOoPWe+8xaT2Os+QUFsXl0W5QUcV+T8PGXu/74epIpP6/sxPPlB69JSI1owsStFyCtwH1Nwi/I6kAh9Z1X3fDHh9cP8Mn9KXZO7oZmfcZQ53VVMPHdDAzfBx8fHx7cvYU3rm/x4NFj7NqzF0uWr8Dbl8+ho6ONEaPHISU1lbp4iZNaSFAIjVu0omJweQSqOF8ICPBXmkc6dH+E7GzW+eLWtctQU+XupxASYp0vOnZoj4jgj7hz7z4ePX6CNh06Y9KEcdR5XZfx3VOmz8Ltu3fx/NEDqKtXdj4R9zOZDAz04ehgD1klNVy9fgMD+/eDytcOb1OTcglbCgqQl5dDZBTLxaSsrITExESubSYkJLKfY2D4neHjq4/rW+bAzT8Ejz38sf/yI1pD+sm+pTR+e/yaQ0jNzMb6aYOok1pQgJ+6oIkYXB7iDq50juGv6hzzY/c92V+j/i+unwEVee4B90Jfz2XtHC3x4eJG3Hd9j6eeH9B15kaM7dkKLpMH1El8t7KcNIy1uc93RloquPHck/6t+FVYT0zLhLI8x8yUmJoJC33mOofh77hGuXvmAK1V/OjFG+w5dhbLN+7Ey+unoaOpjtGzFiM1LQObV8yHlpoKBIUE0aLHUBQWct/T8FdxPVL1+eMHr1FyWf2s147thqoytzFI6GsySgenZgh2vYd7T17i8au36DBwLCYM70+d17Ud3+3tF4DE5FQ4dOKYfIhg/9LNC3uPn0NWiCdbWDcx0ONa11hft5KoTzhx4TrkZKTQpS13gg7D7wUjSv8CyAnEXluaTsSB23DtS9zxT8SE5lo0KnptT2O0NmaN8CcO6dQc3nU/vgeyrfjMfCh/FZm9IjNAEq31FbjdRgRDJTEI8den65Cobl7IiwtSQZhMJ7SjqXDMS5T+2fhu4tyumMBNRP7q+q9j0/OpyK8k+X01pT/FZ6PPQS/0s1XBwg7fqWYzMPwh5yE5I3s6GfWejQdT7BDncRf6nSfQeGyrUeugZMMSTfKSY6hIXRuQbeWlxkNEljW4JC3Yi6jkEFet/D0j4i8RxMk6JKqbF0KS8tSlTCY5Ywd8OL2Kpyj9s/Hdsob2yI4N5ZqXHRdGxXsGhr/5fOFgqEanuT0dYT39MG57hmBSJ1u4Bcdi44hWaGvNioaLSclCSlZerbwuEV1JLeUykdkzJA7169Wj7uOKGKrJUfE5JiWTRnXzggi6A5qb0enYYzWsOPuSpyhdG/HdFSF9T8S9XZFTzz6gQwNd2r7ylDm5iTtc9WsN6bTsfHqMy+LUGRj+hnOMnpUjnTqOno9l3c3x7tkttB48hYrV/edthlkTVvmQtIRoZKen1Mrrkm2lJ8WxReZwPw/Uq18fSpqVnUTKOkZUfE6Lj6ZR3byQkJGHY5dBdNK70gjXdi7jKUoz8d0MDD92viCx02RatnghtA2MqWg6a8Y0vHZ9i907tqJTR1a0f1RUNJKTk2vldYnbOjY2jh2R/dbNHfXr14eRYeXzhamJMRWfyTokqpsXRNAdPnQInZo2OYx5CxfzFKV/Nr6b1K+cOmM2rt24gacP7lER/1uQdchE4sgJTRo1ov9/CgpiC9qpqalITk6B1lcx3NHBAUuWr6SOagEBAXYtahIF/jdGdzts9cYYRxWMbfT7nqvP+yRi1jXW/etoR2Ws6si6Zv+/2Pw0CluesQYtrOig/Vsfq7JzjKOFAZ0WDO8Os35zcOulN6b0bw83vxBsnjUU7RuxEg+iE1KQkpFdK68blZiCuOQ0tsjsERCK+vXrwUCj8vEi4q+QID+iElJpVDcv5KUlqUuZTEcsn2Lp3gs8Remfje92sNBHcFQ817yQqAS2iK2togAlWSk89wqgseIE4hT3/BhKXd0MDH8D5PzRuKENnRbPmACDRu1x/f4TzBg7jIrVO5wX07rJZQ7h5NS0Wnldsq3Y+ES2yOzm855eoxjqVv6tJ8KukJAgjegmUd28UJCTxdC+3enUpGEDLFyzhaco/TPx3a2aOMD74WXu7c1eRmtGz5k0kor9JD5cVUmROr/LExz+Ge1bsmLNyyDXLccvXMPg3l3Z1yEMvyeMKP0/4x2ZgZchqWhhKAt5MUH4RGUiJacQBoosYVhHXhSXvONgpSaJ7IISrLoTBGEBjpPoZyAi8/TzH7CssyGyCoqx9MYnKhJXjO4miAvxU5GcxGMT0ZcI6Jn5xVQ0J3HgRITe8CAElmqSMFISp07uR4FJ7P2oi/jutiby1G1NYsjJa/rFZmH/y88YaMe6IcopKMbmR2HobK5I9ykiNRer7wRDR04ULQ05cRXRaXlIzyumNbFLSr/AP5blNNKRE4GYED+N7O5zwJOuM76ZFhKzWDdhpCOciPAMDH86qcHeSPZ/CQXLFjRiOy3EG4WZKdTxSxBX1kXUy0uQ1rNCUW42Ak6vAp9g9TXjawoRmYkT22zIchTnZuH9sSVQa9StUnQ3QUBEHPpdJsL/5HLqbJIzckBRXiZSP7mDX0SCitAfL6yncdoS6ka0XnW890OIf92Puojv1us8Di+XdaWOayJup4f44POTk7Aayx2d9R97dwEV1dbFAfyvtHSDpIBiYmN3d3e3z+7uenY922d3d3diKyoqKAqIgXQ3fmuf+RgYBZ4BzgD7t9ZdOsGdM6Nzuffss/cGYznEwzefcN3tvSh3TWW3H3p+FgHRQhaSBWt2pvrYf/OlyAIOj47D9D03oKGaOaeX6irKotz1zE7VER4di4nbr4og8belu4m2hioGNy6LKTuviayDCo4WCIuKFRne2uqqIgj998HbKFnAFIUtDBGXkIDzT95K30dWlO+eve8m6pS0FWXII2Licej2K9x6+R4HxslOKr/9HAIXd1/sHfN9cIoC8I3K2mPSzqtY2ruueJ+z999Ewfz6qJpB8J2x7MLr+QO437+KwhVqi7LbdDsiOEAEgYmxlR3undkL6yKlERMZjiMrp0JFLXPOSZRV1UUmdqthc8S+Dy4ZL4LE35buJuqa2qjTZSgOLZsoMhPsS1VETEQYPF3viscoCH1y/VxYFy4Fc7vCSIiLw/Ob52BqWyjLynfHRkXA3/et9HbgR2/4ejwVpc+Ts6spy5yC76H+koliP+/X4k8dA9M03ydjiuzuvfu4dOUq6tetAxNjY9y9fx/+/gEoUlhyvCjoYI+du/agXJkyCAsPF0FeDY3MOV5Q+eqeffph0YJ5CAsLx/BRY9G+bevvSncTbW1tjB45HKPGThDHi6qVKyM0LBS3bt+Bjo62CEJPmzkbZUuXRrGiRRAbF4tTp89I30dWlO+mkt179u3H0YP7oK2thc+fJccEyoqmz+jt23fYd/Ag6tetC2MjI/h++IAFi5aIxxo3lEw0FypUEC2aNcWI0WOxfs0q8V4mTZmOwo6OqFVT0g+zc8f2mDV3HvoO+Ev0637u9gIrV63B0kULfnns7Pdpqynh+tBSyKeaksE74sgbHHjiL/O8mg662NVNtm/yf3nxORKTT72D68cIGORTQe8KZhhUNSULf2Dl/OhWzhSNNzyDoqNA8LWHL1G7fDEY6+vgwYu3okx3IRtJYNje0gR7z91GGUdbhEVFY+qa/dBQy5w5QnVVFQyc9y/mDOqA8MgYjFuxG61qOX9Xupto59PA0A4NMXHVHnGMqeRUCGERUbjz/A2086mLIPScTUdQupANChewEJncZ11cUcgmf5aV7x7crj7qDZonMq4puP3w5VtsPXEVK8b0lAbrBrWrh0XbT8De0lT0uKYxmhvqo2nVMtL9vPcLRHBYpPgzMfErnr72EffbWZhAK9/vtVViLCvde/xUlJOuW60yjI0McP/xM/gHBaOwg2QhkEMBa+w6fBJlnIohPCICE+cuhYZ65vyfVldTRZ9RU7BgymhR1nvU9Plo27T+d6W7ibaWJkb274GxsxaJ40fl8pJzptsPnkBHS1MEoWcuWY3SJYqiaCF7xMXG4fSla9L3kdnlu2k8xRxl53A182nAQF9Xej8dP0YO6IHZy9bCqUghOBUrjJ0Hj8P9zTvsWbtE5mfp38Dr/Qf06tgmzdd76eEpSpUHhYQiIjIKrm6vxP0l/1+6nP05HJT+w7TUlHDnXTA23vQWQWdLPXWRWUylsMnStkUx9vBLNFh5F/n11DGxgQNmnvbIlNemoGvj4ibouuUxQqLiUbeIEf5uKVsmMrXx9e1hqKkqymP7BEVDR10ZJSx0MKxWAWkpznln3+B9cDQ0VJRE4HpdZ0lPtawwt0VhLDjniQlHXyEwIg6mOmroVsESo/5fWptWEb74FIH9Dz+KADo9Tj276X1QQD7Zogue2P8wpbxDvRV3xJ+H+pdFZXsDnHzmh8DIeBx6/ElsySz11UW5csayO5V8Wgh8dQeeZzYgITpCZPlSkJhKYZNSA5bCdeMYXJ1QHxqG+VG040Q83zkzU15b06wAzMs3xp35XRAXEQKzMnXh1Ht+us8v3H48VLUN8frYP3jiNwYqmjrQK+CEgi2HicfzKqvixZ65iPb3RV5VdZEpXW74OmQVffvScB61GS/2zoP74aXIZ2yN4t1nw6pq2ic8jGV3FAR1eeWL9eceiaCzpaGOyCymUthkRb96GLXpImpP2SUyeae0r4Lpu29kymsXMNVDk3IO6Lj4CEIiYlC/tB0W9aqd7vMntq0sylovP3Ef3psuQldTDU42JhjRwllaSnvOvpt4HxAGdVVlVHS0wMbBjZFVqMf24HXn4BcSCZ18qihqZSQC0tSXO7Xd154jv4G2tGf0t9YMaIApu66h0+Kj4lyncmFL7B/XWqY0IGPZFQV03zy+jSt714rAMAVTWw2fK0phky5TVmHPvOFY0L069Ews0HzQNBGYzgzGlnYoVbMZ1o5sh6iwYBSv0kBkZaen6cAp0NI3woVtS7Fnnhc0tHVh5VgSDXqOFo8rK6vi+JqZCPzoAxU1dTiUqoxeczYjq3i/fIyVfzWV3j68fJL4s0KTzug2fa34+7MbZ7Bz1iDpc7ZM7i3+bNR3Apr0n5hlY2MsK+hoa+PGjZtY8c8qERi2sbYWmcVUCpv8u34NBgwairIVq8DK0hJzZ8/A2AmS78XvcrC3Q6uWLdCkRWsEBQWjaeNGWL1yebrPnz1jmgjuzl+4BG/fDYGeni7KlCqFiePHisdVVVUxaep0eHl7i8BvtSqVsWfHNmSVdRs2ij9r1ZNkkSfbvHEdenbvJoLuN2/exop/ViM4OASmpiaoXrUKbl29BJP/990m2zZvxMix49G0ZRuRhVWjWlWcOXFUmo1EQe5zp46LMuHlKlYVpb2nTp6A/n0lxx4mH1Tt1UT7++BpLQc9LG1p/12rvh8VHpOAzjteopqdLuY3s8MrvyiMOuYp5g67lpMsfNJUUxIbVTlUdDr5NHDL1R1rDpxHeFQ0rEyNMHdQB1EKm6wa3xvDFm9Ftb4zYGFigOn922DKmn2Z8toUdG1WvSzajlsmgrINK5fE0lHd0n3+1L6tYaSnjaW7TsFr0VboauUTfZzHdG0qve6ZseEQfD4HQF1NBZWdCmHL9IHIKmWL2GHX3CGYuf4gFmw7BhszY8wf2hkd6ksqLJARnRsjMiZOfIahEVGoVKIQDi0eJcaXbO6mI9h99pb0dtU+08Wfp1aMR7XSHDRiiktbS0uUnP5n006ERUSKUtWUWUylsMn6hTMxaMIsVGzcAZb5zTB73FBMmJtxG58fZW9rjZaN6qBFj8Ei2Nq4TnWsnDMl3efPGDMERgb6WLhmE975zISejrbo0Tx+SF/xuKqKCqbOXwFv34/QUFdDFecy2LFqIeRpWN9uiI2NE8F0eo/Uw/v0rvWwt5Ut/7913xFUKlsq3SB6i56DxftK5tyovfgz1udpFr8D9q08XymvPZeo4FwODviEJW2LIbdZfMETZ92+4OKIlBMClv3UXnEf9dp2x4oVGffEZblTr169cMrFDZVnnoAienVgET49OItaCy4hN3p3fite7JiK+G/62jHFsWHDBgwcOBD+O0bIeyi53oJDLjjz0BNX53WV91CYglly9C7WXvbAnLOyrRQY+xmnNvyNp9dOYeKum/IeCmO/5ebhzTiwaAwSEmR7mmYFygCeNX0qRgwbgtxkxuy5OHb8BB7flyxmZ4rL9elTlC5fCaf6l0Api/SzPnc+8MPSq+/xYFRZseAvWa/dr6CfTxlLWzrAKygGM8964ZFvBKLiE1HQSAMT6lqjur1emuW73wfHoOLyxzg30AnFzSVVfUKjE1B0/n0c6FkUlQtIssgocDvnvDfu+oQhn4oSqtvrYmZDWxhoqmRZ+e4ZZ73wcqJkkWbqTGlK5tjc6dcDfdvufcbCyz54PKacNKA974I3zr4KwvWhpX+41PnWe58x85wPAi5n3JM0p5q3+ShO3XyEW5tnyXsoLANHrtxHj+lrEBISIhbgsOyHQmC0oGrdwhno1THjlhjZxeyla3D8/BXcP3tA3kNhaXBzf40y9drAxcUFFStWlPdwFApnSjPGGGOMMcYYY4wxxnK8psUMMfX0O9zyChNZviQ4Kh5X34Rge1dJNcHIuETULqiP8XWsoaqcBwef+IugNQVbLfS+b4H3IyhI3X6bGzqVMRX9lWMSkjD3gjcGHPDAgZ5pJ898CIlFzdVPMtzv0GoWGFb959u6uHiFwWnhfeiqK6NKAV2Mq2MlSnD/qIe+4ahgoyOTYV3DQQ+rb34ULfP0NHjKmTHGGGPf4zMExhhjjDHGGGOMMcZYjkfB0loF9XD0qb80KH3qRRAM8imjiq2OuF3MTFNsycbVsRYZwOfdg9CrwvfZvj9iy73PKG6miYl1raX3LWlhj/JLH8EzIBr2Rt/3QDfVVsX5gRm3yfuV4C+V7m5cxABW+mrwDorF/Es+6LbzJY73LfHDpbb9I+Jh9U2A3vj/Gd/+EXEclGaMMcZYmvgMIZcYU89ebIwxJi+F240VG2OM/ZfxbSqJjTHGsgL1U+aeyoyxHzFj6mSxsZyllZMxxh33xLymSVBTzosjT/3RvLiRtJx3ZGwillx9j0seIfgSEYeEpK+IiU/Ch9Bfb8X04nMkbnuFoeDcu9895h0ck2ZQWlkpDwoYfn//72pRwkj69yKmmihimg+VVzwW40sO1LM/Y1LvlmJjjLGfNXXUILExlt1wUJoxxhhjjDHGGGOMMZYr1Cukj69fgUsewShpoYW7PuGipHayWee9ccMzBFMb2MDWQB3qynnRf78H4hKT0txf3jzfZxdTIDu1qLgk8bqT6qVkSqfOiP7T5btTszFQF5niXoExPxyUNtZSQUBkvMx9/v+/bayV9vthjDHGGEtp/MH+iPLzb2DDDW8osn0PPsJ8/AWxTT3uLu/h5AiLL3hKP1NF//dnLC3nh5SD5+kNUGQ+V/fiWEczsT3bNvWPv36A2y3p699d3POPvz5jf0LpEZuw7uwjKLI9191g1HWZ2CbvuIrczMc/VPpZ1Jy0U97DYSxTTGtRAlf2rIEiu3NyF4Y464rt4NIJUESnNvwtHaOif56MkQKFimD5ylVQZFu370BeNU2xjRjNFaIU+TNVV8mLRkUMcORpAI49C4C9oQZK5NeSPv7AJwztSpmgURFDkUlsoqUK35DYdPdnoCnJ+fELT8mkdvscKfOc4uaacPePgpWeush+Tr3lU1VKc7/J5bsz2rqVM/3tz+NjaCyCoxNgqv3jPaXLWmrjrncY4lMF6q97hsLeSD3HlO4u3n4MVu8/D0W268xN6FTvJbbxK3cjN+PPgslTocoNsfLfHVBk2w8cg5q1k9hGz1gg7+HkCH1HTZF+psfOXZb3cLKNnHGWwDKdtpoybo6tLHNifOq5H7bf8cWzD+EIjorHheEVUTy/tvRxuo+Cr9c8AvEhJAYGmqpoVMwY4+rbQ0dD5bvA9/ob3ngbEAUtNSU0czLF3y2LiMduewZhw00fPH4fivCYBNgZ5cNfNWzRpnRK357W6x/A5W3wd+OuU9gIO3uV/qH3SK/TZsPDNB87M8QZpawkq0O/fv2Kdde9sfPeB/gGR4v31aOSJUbUtpM+/9DjT1hzzUu8Hx11ZdR2NMLUxgXFc8lf1W3QvaIlGv3zfZkmxljmUdbQRp1lt6Cklk9638d7p+B1YTtC3j1FfEQwas6/CF3b4j+9b/9nN/By/wKEvX8JZbV8sKreHkU6TkReJcmvUgPH8miw7imebZ2CpIRfL+vGGPt92hqquLOoJ/KppT2xNnrzRWy7/AxzutbAwIZlZB47//gtFh+9ixc+/lBTUUblIpbYMbK5NOA9dEPaE1MvVw+AsW7KsScjt1/5YtWpB3B99wV+IZHYPqIZGpdzkHnOgkMuOHLHHR+DwqGipISSBUwwuV0VlHVIOR9aeuwuLjx5h+fe/lBRVsLbDbKluywMteG2qj9Wn36I6899fmhsjLHMoa6pg2kHHkBVQ/a48PmdO46umo43j24hKTEBZgUc0XfBDhiYWf3wvg8sHoe3T+/gk+dLmNo6YuKumzKP+3m/xt75I/H53StER4RB18gM5Rq0Q+N+E6CkLDku1u06FNVa98bCnrUy6R0zxoiOjg5ePXsMTc2UfsSHjx7D+g3/4uHjJwgKCsKje7dRqmRJmZ/z9HyLsRMm4eZtF8TGxqJh/XpYuWwxTE1TAo4tWrfDk6dP8eWLP/T19VC3di3MnzsH+fOnnBvsP3gIfy9YBI/Xb2BsbITBAwdg7OiRP/Uert+4icVLl+Ph48f49OkzDu/fi5Ytmsk8JyIiAhMmT8OxEycQGBiEAra2GDr4Lwzs3/e7/dGcSpPmrXD2/AWZfbk+fYoFi5aI9xwQEAhbGxsM6NcHw4cOlv5sh3ZtxWfRpkNnZLZWTkboufuVCBS3djKWeYwCxWdeBqKeoz4oCXrR5ff4JvFZhoaKEspYamH1zQ+w1lcTGcQLL72XeU5PZzPsfuSHQQc9MKiqhQjcegXFiKD44hb2afZyzory3VSafOnV92hc1BAmWirwCo7F3PPeIiO8hoPeT31+y675YvQxTwyuaoFXX6Kw6c4nmYxz9mfoaGrg4c6/kU9DNkPd3esjpq07gFuu7khITISjbX7snD0EVqaG4vHhi7biysMX+BwQAk0NNVQo7oBZA9ujkI3kmPLsjQ+W7jqNO089EBgaAWszI/RuUROD2tX/qfH9e/QyNh29Ap/PAeJ24QIWGN+jOepXlPRLDwqLwLzNR3H5vht8/QJhpKeNJtXKYEqfVtDVSjmPomDztzZPH4i2dSqIv7eu7Yy6ziXQZco/P/0ZMpZb6Ghr4dmV49DMl/bvlsETZ+PfXQewaNpYDOvbTXr//H824MzlG3B1c4eqqgq+PL/13c+OnDYfLg8ew83jDQo72OH+2QMyj7t7vsPQSXPw8rUnQsMjYG5ijI4tG2PKiIFQUfnxRVGzl67B/hNn4fvxM1RVVFC6RFHMGjcUzqWdfni8FKDvNzrthKb3j67AxEhynLzmch/jZi/CCw9PWJqbYeKw/ujeroX0uUtmjMecCSNgU672D4+fcVCapYNOuk201WTui4pLRAVbPTR3MsWYQy+/+xm/sFh8DovFtCaFUMhUE77BMRh/5KW4799uKRdcFOClgDQFbctY64r9vg+Olj5+3zsURcy0MLiGLYy1VXHhZQCG7Xsugr31ikguFDZ1KymzGjM4Mh51VtxBsxI/vkK0nI0eXKdUl7lvwTlP3PQMQklLHel9lC1+9XUgpjUpiCJm2iL4HhKVUqLonleIGN/MZo6oX8QYn0Il75s+o83dJe9bU01ZbMn9iRhjWSRPHqjrmcjclRgTBcPCzrCo1BxPNoz+pd2GervhzoIuKNRqOMoM/gcxQZ/g+u94fE1KRPFuM8Rz8iqritdWUlXnoDRjcpYnTx6Y6qVMBqd26v4bPHzzGWb63z9+4t5rjNx0AZPbV0G1otZITErCy/eSyRPSsqIjajvJTrQNXX8OMfGJPxyQJlGx8ShubYwu1Yujx4oTaT7H3lwfC3rUgo2JLmLiErD2zGO0XXAY95f0gpGO5LXiEhLR3LkQyjmYY9c1t+/2oZQ3r/gcNNMJzjPGsvY4pGMke23i7/sWS/s1QOXm3URPa3VNbXx6+woqquo/vf+KzbrB+/kDfHiTxndfWRnOjTvCyrEk8mnrwvf1c+yZNwxfvyah+aDp4jlq+bTEllcp7ew8xtivf/fNzMxk7ouMjESVKpXRrm0b9P8rJeCa+vEGTZqjpFMJXDp3Stw3bcZsNG/dDi43riJvXkmRw5o1qmPi+LEwNzPDh48fRRC7XacuuHVNkplz5uw5dO3RGyuXLUH9unXw8pU7+g8aDA0NDQwZNPCH3wONx8mpBHr17I427Tul+ZxRYyfgytVr2LFlkwgmn794CYOHjUB+c3M0b9ZE5rmU4U6fy7cePnoMY2NjsQ8rS0vcvnMHAwYNhZKSknS8NHbaVFUzvxx01QK6IjDsGRCDVql6LJPpDWww6pgnWmx6LspaD65igYjYxAz3t7SlvQjQNlz/DPaG6phS3wadtqfMnZnpqOJon+KYd8EHnbe/QGziV1jqqqGmgx7+5FQR/Xd66ReFA67+CItJFNnYNex1Mba2leivnaztFjdY6qlheSvZhZPJaI5ud7cimHzqHRqtfwr9fCoYWcMSXTMhc5v9HPp6mRrKll1/++EL6g+Zh+5Nqoue1dqaGnj17gPUVVOuC0o52qJ9vUqwNDVEcFgE/t5yDC1HL8azfYugpJQXT9y9YKynjY1T+8PCxAB3n7/B8EXbxDXGgDZ1f3h8FsYGmDGgLewtTUFrO/acvYVOk1bi5qaZKFLAQgTFaZs7qIMInL//HIARS7aL+3bMlj1mrp3YRwSek6UOWmuoqYpNVYXDHYxleJ5iIvs7L9mxs5dw7/FT5DeVnVclcXHxaN2kPiqUKYmt+46ku/8eHVrh/uOnePbq9XePqSiroEubZihdvAh0dbTx9IU7Bk2YiaSkJMweP/yH30NBOxssnzUJBawtERMTg5WbdqBJ14F4cf0kjA0Nfmi87Zo1QP0aVWTu6zt6CmJj46QB6Xc+vmjZczD6dW2PrSvm48qtuxg4bob4/JJ/lt4Hbezn8FH6B+2464slFzzxaFJ1mcBiz21PxInXsnbF4BUYhRknPfDQJ1QEWguaaGJSQwdULyj5j/yt90HRcF5wUybjODQ6HoVnXMWh/mVR2V7yJXr1OQKzTnngrleIyFyuUdAQM5sVguH/s3D/lHZl8kvHnZbCZloiWJzM1jAfJjRwwJC9z5CQmARlpbwimLvg/Bts71kK1RxSPpei5ilf3uG1C8jst19Va1x7HYjTz79Ig9L0mad29MlnaKjkFRnXP0pVOa9M4J2C3OdefEHvytbSCyYPvwhsu+OLK6MqwcFYMnltbSC7kuihdwis9DXQt4q19PFuFSyx+qrXD4+FsazidXEHXh1ajAarHyPP/yczyN1FPaCqrY/SA5cj8rMXnu+YjuA3D5EQEwVti4Io0mkyTErILtpIFvXFBxeGOctkHMdHhuJ0H0dUmXoIRsUkv5gpo9ht5ywEvroLZfV8MC5RE8W7z4SaTtrHxKxiVb2ddNy/6sPtY9CxLgLHNpKgtpZZARTrMhX3l/eHY9sxUNFIKfXGmCLadvkpFh6+g2cr+8mcx3RdegwGWhpY2b8+3vmFYOquayJgS0HTgvkNMLVDFdQobpNuaegyIzfjytwuKGEjuWgJjYyB/YC1ODqpLaoWlWT9UVB3xp4buOP+QWQu1yxhjTlda8JQO3OzPn7Ep6AITNh+BQfGt0KnxcdkHqNzlUk7rmJGp+roWjOlmoKjRcoxS0NVWWzJAsKicOPFe6zoV++nxlG3ZAGxZaRt5cIyt+d0qY5d157jhU8AqheXnHNMaFNZmsHNmKK7eWQLTm+cjzknX0oDLGT9mE7Q1DVA16mrRdD28PLJ8Hp+H7HRUTCzLYTmg6ejsHPa2byBH70xvaUTJuy8ActCkpXxUeEhGFfHBsPWnkShstXEfR89X+Doyql488QFahr5ULhCbbQZ+Te09P7sOcmJtbNRrEp9tBw2W3qfsWVK9aUf1W7MQvHnqeCANIPSRhYFxJbMwNwarx/ehOdjl18eO2O/asO/mzFzzly8f/ta5rvfsk17GBgaYPOGdSJLePS4Cbhz7x4iI6NQpLAj5s2eibp10s468fLyhp1jUZmM45CQEBiYWuDy+TMieEueu7lh3ITJuHHrNjQ184lA7dJFC2BklPZkbFbp1qWzdNxpuXXbBV7e3uL9UKY12bppg+T9XLkq/RxGDh8q/RkbG2uMHzMardp1QHx8vMgw2rl7D1o2bybNVrazK4AJY8dg4ZKlGPzXgDQDw2lp1LCB2DLicucOunfrIv2s+/ftjQ3/bsK9Bw9kgtJPXF2xdMVK3L99A/lt7GX20btnD5nbNF6XO/dw5Nixnwqi/yo6J340plyaj1npq+NAz2Iy9/WsILvY4O5I2Wo7BY3z4XjflGAZ+TCzksxtO0MN/NvREfJEWd27uxf9z+f5BMegXSnZDPJvFTXTxJE+P1+FLKttOX5VBFhfHVoic9zpOHEFDHS1sGZCHxG0nbRqD+6/eIuomFiRHTyjf1vUKif7757M+1MASnQYKwKpTgUl5+Ih4VGwbjIYp1aMR7XSknP3F299MWXtfrg89UA+dTXULl8M84d0gqHenw1azNp4SGQiz/6rvfQ+OwvZQFOv5jWlf7cxN8LUfq1Rudc0eH8OEM/t1kR2TqhAfhPce+6JE9cf/lRQulGVUjK3p/Vrg3+PXsF9N08RlC5qZ4mdc4bIjJOe02/OBiQkJEJZWUkmCP1tAJ6x3/HvroOYs2wt3t67IHO8aNNnGAz19bBh8Sx4er0X2bIUsI2MihZZwBRErVOtYpr79Hr/AY5VGuHemf0oWUxybAgJDYNpiao4v28TalQqL+5zc3+NCXOX4ta9RyJzuW61ylg0fSyMDPTxp3347IeR0/7GyR3r0LJXyvcx2bTRg6UZxulZNkvStiggMCjNoLSdjaXYktlY5sf1Ow/E+/8ZHVvKLn5bOHUstuw9gmcvPVC7asUfGq+GurrYkvkHBuHq7XtYv3Cm9L6NOw/A1soCC6eOEbeLFLTD7fuPRZn2bwPa7OdwT+kfRBm4lCF7622Q9D66fcU9AK1Lm0lL4FDZ5gP9yuLC8AqoVcgQPbY+ESWffxUFqdtueIDiFto4O7QCdvcuDf+IWAzY9TTdn6HXs596OcNtxeV3+BPCYuKhpa4sAtLk+utAfP0KfAqNRbXFt1Fm7nX03/lUlPvOeD8J0PumBHhqex58RIuSZun24fkR5174i3/TjuUkwXdCWdo2Bhq4+NIfzvNviJ7gow+6ieclK2ujh4+hMbj0yl+UpfIPj8XJZ36oXfjPXugylpb8FZshPjxY9DtOFhcRjC+uV2BZpY24nRAbCdPSdVB5ygERaDYpWRt3F3ZHVIDvL78uBalvzW4LXdsSqDHvHCpO2IPYUH88WNE/3Z+h1zvZwy7DzePICshDUkIs8qrIZjHlpYzo+BiEvnWVy5gY+xktKhRCcEQMbr5IKSNIty8/9ZYGPyNj4kWg9PDENrg8twvqONmiy5Jj8A0I++XXpSB1q78PooSNMS7O7ox941rBPzQKff6RZAGlhV7Pps+qDLdlx+799FiSkr7ir3VnMaRJWRS2/P539FOvL/gUHIG8efKg1uSdKDp4PTosPCKTKf2tfTdfQkNNBc2cCyErUUb0tivPoJNPDcVsMp4cZExRlanTElGhQXj94Lr0vsjQILx0uYjyDSQLyGKjIlGscj0MXX0cE3bcQNFKdbF+dEcEfZYtgfozKEi9clAzWDo6Ydy2qxi04hDCg75g80TZYEhq9HqjauTPcDu3ZfFPjYMyANxunYeJtQNWDW2FCQ3ssahXbbhePYms5v/eEy/vXIRDGZ48YX9euzatRHlnyqpNRiWsqZRzl44dxO2IyAgRBL149hQe3b2NBvXriSxhH59f/+5TkLpOg8YoVaqkCIieOXEUfn5f0KFLSinKb9HraRuYZLjNW7AImY2ycihgrKaWsmheXV1dTI5Taeu00Ge4e+8+VK5UUVrykvajri5b8Y6yjH19P8DbO3PbeFSqWBEnTp7Chw8fxTwI/ftSyXAK/CeLiopCl+69sWr5su+yx9MTFhYKA31JggbLHJQNXXDuXVGi+0e5f5G0pmtX8vfOO1de9xWv/SE0/X7cWaFlrfKiJPT1x6+k99Hti/eei8xgEhkdI4K2J5aNxY1/Z4js2w4TVuC9X+Avvy4FqZuOWIiSBa1xbcN0HF40Cl+CwtBj+pp0f4Zez7zBwAy3xTtO/vQ5x3mXp3CwMhOZz3bNh6HWgNk4eSP9wE9kdCx2nr4JW3NjWJqk/x0Mi4yCvs6vL8pPTEzCwUt3xUIA5+L2Gb6Odj51mYA0Gb1sB2ybDUXN/rOw49R1cfxh7He0aVIfgSEhIiCZLCgkFOev3RKlpUlkVBQa1qqGs3s24u6Z/ahfswpa9x4Knw+ffvl1KUjdoGNflCpWGLdP7sWJ7WvhFxCILoMkAdC00OsZFK6Q4bZg1cafHgsdM3qPmISRA3qiqGPa1TGywhsvH5y/egvVKqa9QOxHUEb0v7sPimxlp6K/vuhr56ETyKehgdZNUhIO7j5ylQa5k9WrURl3H6Ufl2M/hjOlf5BePhXUcjTCkcefpRm+FHiknsFV7CS/rIvl1xZbsvENHHDG7QvOv/QX2be/YvPt9yieXweTGhaU3resbTGU/fsGPP0jYf//7N3UzHTUcHF4xf98P1ktMDIOyy69Q1fnlBUw3kHRSPr6FSuvvMPsZo7iJHfBeU90+PchLo+oJLKXv3Xc9TNc34diUStJz+lvUe9pyiZf2va/V3pmZM/9D6hZyBD59VICT95BUfANicGJp1+wskNxMaE9/aQH+u10xcH+kgOms60eVncsgQG7niE2IQkJSV9Rv4gR/m4pm+HEmDyoaunBpFRt+N46DOMS/88WunMSqtoG0oxmXZtiYktWpMN4fLp/Gp8fnINdwz6/9Lpvz20WAeminSZJ7ys9cBnODy6DiI+e0Mr//cWHur4Zai649J/vRx5MnGrB8/RG+N46IsqAx4R8gcehpeIx+jtjik5PUx11StrikMsraZbt8XseMNBWl2Y0F7cxFluyie0q49TDNzj76C361pdd3f6j/r3gKrKop3SoKr1vZb/6cBr+L958CoaD+fcrgM30tXBlbtcM96uv9fOlbleevA/lvHnQv0HpNB/3+hIq/lx42AWzu9SAlbEO1px+iBZzD+Du4l5pvuauq8/RppKjTPZ0Zjr3+C36rzqNqLh4UYb74PjWcskwZywz5NPRR9FK9fDg3AE4Oksycx5fPgZNPUMULCfJxLEsVEJsyZoOnCKCts+un0GN9ukvbMvI9f0bRRZ1ctlq0mXKakxtVhR+3m9gavP9xIuukTkm7rzxn+/nZ0QE+SM2KgIXti0T76vl0Jl44XIR/47vKrK6C5ZJOU5mliV96uG9uysS4mJRpVVPNBkwOdNfg7H/oq+vj0YN6mP3vv2oU1tS9eDg4aMwMjJErZo1xO2STk5iSzZ7xjQcPXYcx0+e+uWM2VVr16N0yZIi4zrZpg3rYG1fCB4er1GoUMocSzLqzfz4XsYVBQyyIHupYoXyogf1+ElTxHgpyEL9mhMTE0VP59ToOavXrhcB34oVnHHiyEHpY/Xr1cWosePRo9sV8dm+eeOJpctXisc+ff4MW9u0q9/8in+WL8GAQUNgZVcQysrUqiwvNqxdherVUo5lI8eMR6VKFdCiedMf2udtlzvYd+AQTh49lGnjzO2aFDWEs7VknlJX/cfPVx1N8uHiINm+57+iWzlTNCsmmUM11Pxz7WT0tTVRr0IJHLhwBzXLSuYKj119AENdLVT/f0ZzCQdrsSWb2re1CNqevvn4p7KAU9tw+KLIop7ev630vjUTeqNI29F4/f4zClp9vzjD3FBPZF9n+H500m5LlB7/4HBERMdg2a5TmNK3tegTffHuM3SZsgqnVoxD1VIp85Ubj1zGtHX7RVC6oLUZji4dk27567vPXuPw5fs4sGAEfpab53vUHTQXMXHx0NJQw645Q1DY1iLN5waGhGPhthMymdxkcp9WqFGmiCjRffn+c4xatgMR0bH4q+3PVa1iLDV9PR00qFkV+46dkQYgD5+6ACN9fdSs7CxuU7AzdcBzxpghotT1yQtXMahn2m0u/svabXtRslgRmbLVGxbPhH2F+vB464VCdrJtw0h+U2Pc+6ZP87cM9H6+ksDiNZuhpKSMIb274E+o0aobHj9/KRbT9encFtP/n9X8M05dvIZuQ8YhKjpG9KY+vWv9b2WYb917BB1aNJLJnv7sHwjT/5fyTkalvcPCIxAdEyPzXPZzOCj9E9qUNseYQy/wd6sios/K4cef0KKkqbQMZmRsAhZfeIuLrwLwJTxWBCepx+B/ZQFn5MWncNx+GySym7/lFRidZlCaspILGP14X8OsEB6TgG5bHqOQiSbG1EspSZf0lcpkf8Wc5oVFAJis6VQCJedcwy3PIBH4T43uG3HADYvaFIWjWdor8Xbf+yB6UJe2+vXyLR9DYnDVIxDru6RcCCePlwLNKzsUk37WS9oWRYOVd/HGP1KU9Hb3i8DU468wqq6deE/UW3v26dcYf/gllrZLu+wPY3+SZdXWeLJhDJz6zIeSihp8bx2CReUW0nLeCTGReHVgEfweX0JMiB++JiYgMS4G0YEffvk1w7zdRHY2ZTd/K9LPK82gdF4lZVEWWxGZlKyJYl2nwfXfcXi0egjyqqiiUOtRCHx154fL4DEmb5QRPXLTRSzsWRtqKso4ePsVWlV0lJ7HRMTEiRLfF568g19IpFjFHh2XAN/AX8+UdvPxF9nZlN38La8vIWkGpek8xs4scxegPHnnhw3nHuPSnC7pfmdp0RwZ2cIZzZwlE9X/9K8Pp2H/4thdD/SsI3uOcP/1R3h8DMKavxoiq1QtYiUC9EER0dhx5Rn6rjqFczM6/VT/asYUSbmG7bBn3nC0H78UKqpqeHD2AMrWayMtlUdB21Mb/xYZxWEBfkhMTEB8bDSCfyNT+sPrZ3j98IbIbv5WwId3aQalqSezsVX62Tu/IulrkvizRPXGqN1ZMvFCwfK3T+/h5uHNWRKU7j1vC2IiI/Dh9XMc/WcqLu1ciXrdf34imbHf1blTB/T/awjWrFwusoEpw7dDu7bS735ERARmzJ6L02fOieBpQkICoqOj4fP+17/7T58+w5Vr10V287c8375NMyhNwVUHh8z97v8I6qu8f/cODBo6Av+sXis+l04d2qFM6VIypUTJ2FEj0KdnD3j7+GDW3L/Ro3c/nDh6SJzf9OvTS7y3Zq3aipLeVAp82JBBmDl77nf7+V00zjt37+PYoQOwsbHC9Ru3MGT4KNFTmsqNHz9xSmRPU0nyH0Gl1lu27YBpUyaJ4DrLHFpqStBSk9+CRmq99237vT+FMqKHLdqCpaO6QU1VBfsv3EGb2hVSjjtRMfh7y1Gcc3kKv6AQ0conOjYOvl9SKmT+rOee73Hj8SuR3fytdx++pBmUpkxg6rWcFeccjauWxpD2klL8FCynntCbjl2VCUq3r1cRtcoVhV9gKFbuPYue09fg/OrJUFeT/XejsuQdJ63EhJ7NUcf550u2F7Q2F8H3sMhoHLt6HwPn/Ysz/0z4LjBNj7cdv1z0lp7Yq4XMY+N7NJf+vWQhG0TGxGHlnjMclGa/rVPLJvhrwkysnDMZamqq2Hv0FNo1b5hyvIiMwuxla3Dm8g18/hIgOU+JicX738iUpn7K11zuiezmb731fp9mUFqcp9j+WuJjeh49fYFVW3bhzql9f2x+c+fqRYiIiMTTl+6YOHcplq7fijF/9f6pfdSsXF4E6AODgrF5z2F0HjQGN4/tkvaD/hl3Hrri1Zu32LJ83k//LPs1HJT+CfWKGInS0xdf+aOUpa7o8TyzWcoqmZmnPHD9dRCmNSmEAoYaUFdREhm1cQlplxJJ/p6nLjVCAdvUqCQ49VGe0uj7CyZTHdmyTKnLd9dYmvHq3mG1CnzXuzmzRMQmoPOmR9BSU8bm7iWh8v/S3cRUW9IHm4LVyYy0VEXG+bfBewrGd9/6RHzG7ct+P4lEqHf3MVc/jK3/exeOex98FCfKDYrKliYy1VYTWVWpg//UK5x8CI4RQel/rnihvK0eBtWwlfbHpjLiLdc9ENny6f07MfanmJWpTwca+D2+CH27UqLHc/Hus6SPu+2ciS9Pr6FY1+kiKExlqe8v64ukhJQy9TL+f1KW+tiVlCj7XAp0m5Wtj6Kdp3z34+p6308MJZfvvjw67T7WyQq1HI5CrVJWEf5JDk0Gwr7xAMQE+0FVSxdR/u/xcs9c5DPNvIwDxrJSg9J24ntLQefSdmaix/OcLpIMJTJ993Vce+6DmZ2qo4CZHtRVlNF75UnEJ0gmNb5FZa5J6opp8Ymyz6WS4A3K2GFaB0mlhtQo8ze98t1Vxm/P8L2MaO4sgsc/it6rf1gUSg3/V3pfYtJXTNt1HevPPsbj5X2k40ndQ5qC9zYmuvgQGP7dPndefS7KkpcqkLmTSKlpqquIAL0d9FDOwRzlR28RfaXp/TOWHZWo1gi7vw6D261zsClaBp5PbqPNyJSL/8MrpsD93hW0GjYHRlZ2UFVTx78TeiAhnXOSPGmckyQmJMg8JzY6EsWrNUTLId9nIekYmaVbvntOh+8niFJr0HMUGvRKv7zet6h/NS3AMy8gW02J+ma/db2DrKBvKqlYZW5XGElJiWJBQJ0uQ5FX6ddbHjH2K5o1aSy+p6fOnEX5smVx4+YtLF00X/r4mPGTcPHSZSxaMA8O9nbQUNdAu05dEBcXl+b+kieJZeZS4mWPExToptedPzelh3syc3OzdMt3FytVNsP3MnH8WEwaPxaZjQKxb149R0BAgJh01tPTg7l1AXQoIDspTf2waaOgepHChUXm952791CpYgUxmbxg3hyRbf35sx+MjY1w6fIV8XN23+znd9CCgcnTZuDw/r1o0liyOM+pRAk8efoUS5atEEHpy1evigC5vonsXE7bjp1RrWoVXLlwVnrfi5cvUbdhExFUnzJxfKaNk+VujSqXEtcp51xcUaZwAdx+6oG/h3SUPj5lzT5cfuCGuYM6iB7G6mqq6D5tNeLiZc8jkiUv5E193ElIlH0uZe3S684cKGlLkpqZoV665budu2dcyWR016YY0+3HKg4QQ11tKCspobCN7PfP0cYcLs9k+7xSj2baqNR3+WL2okf2iRsP0a5uSgXOV14f0GzkIpG5PC5VYPhnUPZ1cvC9tKMtHr3ywtoDF7BibE/pc8KjotF6zBJRtnv3nKFQUc44bFGuqB0WbjuO2Lh4sfCAsV/VpG4N8d0+c/k6ypYsjpv3HmHRtJTf9ePnLMGlGy5YMGU07G2tRIuNTgNHI+6bc48Mz1O+uUaJiIoSrzt34sjvft7cxCjd8t2l6rTM8L2MH9IX44f0w4+6ee8hvgQEwaGSZAELoUot9J5Xbd4Fj9spv68zi1V+yXlYkUL2Ihli0IRZGNm/B5R+4hpFM18+EaCnrUKZkihavanIdh43pO9Pj2fL3sOi93cZJ9kqvGbGhqKkempfAgKho63FWdK/iYPSP4GCzI2Lm+Dw48/wCoiGvZEmnCx0pI/f9w4VwVN6TnLm9PvgGEi6lXzPUEsSoKWs6mRuH2UnPUtY6ODUcz9Y6atL+zL/F3mW76YM6U6bHoky3Ft7lBKfWWoUvCWeAZHSMtnUnzkoMg6W+imrN297BqHb1iciGN+tQkr572+deOqHuMQktPl/X+9fQb8g9j38iHZl8ssE0JPHSxnvXoFRsDWUZCW99Y8Sf1rqS8YfHZ8oAtepKSWfrIJ7mzD5U1JVh7lzY/jePIzIz++gZe4AvQIpGX+B7vdgXaMD8js3lgaUKeCaHjUdScAmNsSPjlLi76FebjLP0S3ghE/3TiGfsZWYgP0Rily+OxlN9GgYSI43VMpbw9BC5rNkTJGpqyqjaTkHkSH91o+ylA1QMlVA9Z7HR3SsVhRNyjtIM6d9KECczv4MdSS/FymrOtlzb3+Z5zjZmuDE/dewNtb58fOYLCjf3b5KEdQoJruiuN3Cw+L+TtUlVU1K2ZpATUVJlBWv6ChZsR+fkIj3/mGwNEppz5L82Ry964Gp7TM/s/G/zlli4xP/6GsylplU1NRRslYz3D+7H/7v38LEpiCsCqe0B3j79C4qNO0inpOcOR30Kf0+qFp6kgkbyqrG/9cK+3rI9viydCwJ1yvHYWBuIzKgf0RWlO9WVlEVgXg/H9nJ4C8+ntA3k7RRyEpfk5KQmBCPryJ7ioPS7M+iydvWLZtj9559oqS0Y6FCKFM6pZ3GbRcX9OjeFa1aNJcGlL28fZCydE4WBVsJlbYu/f9DyBNX2e9+6dKlcPjIMVGymoK8P0Je5btTo4AzuXzlKr588Ufzpk0y7AFJYmNl+/XSpK6FhSQYtXf/ARGwpmzszEILAGhLDtJJXzevknRME8aORt/eKcEm4lTGGUsXLRCLBZK5vXghen9379oFc2fNgDzQvF3F5Y9xbqATipv/XJlkprgo07dZ9bIiQ/rt/7OUSzmmLM648+w1ujSqKp6TnDnt8zkg3f0Z6UmuBz4HhqAkJAvTn76WnTcpVcgGx649gI2Z0Xe9kNOTFeW7KQBcprCtKBme2htfP1iZGWZ4rUExtNSB+ZfvPog+2Z0bVsG0fm2QWehYEZvqdShDutWYJWJR8N6/h32XqZ2WZ699oKetyQFp9tvU1dXQsmEd7Dl6SvQ5LmRvi9IlUgKULg8eo3u7FmjRsI40c9rb92O6+zM2lJwrfPoSgOQrHVc3d5nnlC5eBEfOXIStZf4fP0/JgvLdXdo0Q51qsnGkpl3/QufWTdG9vWy1gqxAxwIK2NOfPxOUTms/seksZswI/VsePHlOpox6Mgp2n70ie01IixMqlOF54N/FQemf1Lq0mcjepZLNVM47tQKG+UQP6fpFjUGn5gvPv5GWgkyLhooSylrr4p+rXrDS10BAZBwWnH8j85xelS2x654v/trzDINr2Ipg8ruAKJEdTGWkk4Off6J8NwWPKZvZL0yS0Uw9rYmJtipMtNVEQLrjv49EkHZVx+IiY5o2YqipKsZKGceUjTz1uDsWtS4KbXVlzDv7WmQcV7HXl5bsptLffatao0kJE2nQngLG35b92X3/AxoWNRaZ1r/qpmcQfIKi0dn5+14m1R0MUMJCGyMPuGFWM0dRznvS0VeoXtBAmj1dv4ixKOu+zeW9pHx3eBymnXBHaSsdmOnwqhmmGCyrtsHdhd0Q7usu/p6alpmd6CFNmc1UwuHV/gU0c5nuvpRUNaBfsCxeH1uFfCbWiA0NwMt9KZkOpED9XvC+vBMPVw6EQ/PBUNXUR6TfO/jePorSA5YiT16lP1a+Oy4iGNEBHxATLLkgi/goOc6q6Zmkm7WdltcnVsO0ZG3xGX26d1q8//IjNqT5XhhTVG2rFEbnJcfwyjcQ7aoUkXnMzkwfpx68EZnNeZAHfx+8jST6xZcO6qNM2bsrTtyHjbEO/MOiMe+gbInG3vVKYsfVZ+i/+jSGNCkngsnv/EJwxMUdy/vVg1IapSSzony3gbaG2FJTUVKCiZ4mCuY3ELe186mhZ20nLDjkAgtDbVgaamPVqYfisRYVCsn87NE7HmJFb7sqshmPP4qC2vQ5JPP2D8Mz7y/Q11SHpZGOyDBfduwuGpa1FxncgeHR2HzBFZ+CI9CiQkGZrPLgyBj4BoYjMSlJ7IMUMNWDlvqvnxsxlpXKN2yHdaM64PPbVyjfsIPMYyZWdiKAXKIaZd7lwcn1c/8fRE2bqroGbIuXx/lty2CY3wbhwf44uW6OzHOqt+uH28e2YeuU3qjbfbgIJlNA/OGFw+gy+Z80s4azonw3qdt1GDZP7gWH0pVRqGw1vHC5hOc3z2D42lM/tR//954iAzws0E+UN08OxJsVKCyC3xT0p75w+R2KQVlVFT4vHuP4mpkoW681lJR54pbJR+eOHURZabcXL9Glc0q2Iino4IAjR4+hWZNGYhHotBmzpcHNtGhoaIh+ygsWL0UBW1t88ffH1BkplaDI4IED8O/mLejcrSfGjh4JA319vPH0xL4DB7Fx3Zo0Jz6zqnx3UFCQKEX+8aOkzKe7h2RxipmpKczMJAtet2zbLjKfjY2M4HL3LkaMHocRw4bA0VFyDnL33n3cf/AQVatUgr6evshCnjZzNuzt7ETQmVCWNfXrrlm9GmJiY7Bl2w4cOHQEVy+e+6nx0qIA+qySvfPywhNXVxjoG8Da2kqUBa9RvRrGTZws/i1srK1x7cYN7Ni1G0sWSq4L6X0lv7fUrK2sUOD/WdtUspsC0g2oF/bwofj8WXK9Rv82mRlEZ79uyZX3WHrVV+Y+eyN1XB+asqgkJj4Js8554djzQJE0UtNeD/OaFoDx/xNx0gr6R8QmoufuVwiIjEerEmlnBGYGKk3dfsJyvPT6gA71ZFOGKGv3xPWHIrOZCkDN+fdIxtc+aqoik3jZrtOwNTeGf0gYZv97WOY5/VrVxtYT19B71joM79QI+jpaePvBD4cu3cOqcb2glMYi3awo303o9XvOWIsqJR1RrXRh0VP6zO0nOL1CUo3g3ccvOHz5HmqXLy4C7h+/BGHprtMiGFy/opO0ZDcFpKlcN5UBpxLfREkpD4z0UpK0/suM9QdQr4ITLE0NEREVjQMX7+DGE3ccWTxaGpBuOXoxomPisHFKf4RHxoiN0Njocztz6wm+BIeifFF7EYS+8sANS3aexNCOWddKieUuHVs2QaveQ/DCwxOdW8lWJnAoYIOjZy+JzGY6T5mxeFXG5ynq6iJwuXjNJthaWcA/MAgzFv8j85yB3Tti855D6DZkPEb/1Qv6urrw9PbBgeNnsW7hjPTPUzK5fLehvp7YUlNRUYapsSEc7QvIZGkHh4SKkuWUSe3q9krcb29rDS1NSRyKAvqRkVGiFzP1XE5+TpGC9lBVVcGeI6dEBYRihQtCTVUVj566YeqClWjXrAFUVH7sGiUyKgrz/9mIpvVqwszEGIFBIVi3fS8++n1Bmyb1f2q85MCJs0hISETnVt8vAuzXtR3WbtsjSoz36NAKV2/fxcGT53F06/ft6djP4aD0T6pqbwA9DWV4+kehdSnZE+yZTQth5EE3NFtzDwb5VDGkpi3CYzPOZlnatihGH3yBBv/cFYFZygzuuOmR9HEKah4fVB5zTr8R91N/Y0s9DdRyNEQa8egsdf6Fv+jvnGzg7mfiz9F17TCmnj2efQjDo/eSE5RKC2/J/Oy98VVhZSCZDP6nQ3FMP+GOblsfi9KfFQvoY3efMtIs5f0PPyI6PkmUxaYtWSU7fRweUE56m3o63/MKwd4+ZdIc7+ILniID+v6E70uGprbn/keUt9GVluVOjVb+bu9ZCpOPuaPVugeiLHdtRyNMb5oyOd2hXH4RfN98+z1mnPKArroyqjgYpFlynTF5MS5WFSpaeiIga1mltcxjxbvNwOP1I3FjWjOoahuIIHJ81PelalMrPXAZHq8bhWsTG4j+0EU7T4XLvJSJZcomrjbzBF7sngOXeR2RFB8HDSNLmJSsRbU28Sd9fnAOj9el9E98sFLS38mxzWgUbicpx/NozTCRHV51+pF09/PlyWV4HFkh3ouuTVFUGLMVpqUlqyQZyy6qFbWGnqa6yAZuUzmlBQmZ3aU6hm28gMYz94kA7rCm5RAenfFK05X96mH4vxdQZ+pu0R96esdqaLsgZXLGXF8Lp6Z1wKy9N9FuwWHEJSSKoGttJxtp+W9FMqNTNTHpMWjtWdFPu6yDGY5MaiM+s9SohHaT8gWh+839xMc/FGVGbsbRSW1RtWja2Y9P3vqh5byD0ttTd10Tf1Km+qoBDcRCvtefgrF3xQkEhceIYH5pO1OcmNIehS1TJu7mH3LB3hsvpLdrTd4l/szotRmTt0LlaojAsJ/3a5Rr2FbmsdYj5mHX7MFY0qe+KHddt/sIxERmfE7Sdepq7JozBAu61xD9oVsMnYXVQ1tJH9czNseojedxbNU0rBraCglxcTAwt0LRinWl5b//FMoA7zhhGc5vW4qDS8bDxLog+s7fAftSKRPlO2b+hcBPPhixLv1A9a65w/Dm0U3p7fldJdc7M48+FcF5CrRf2LFcZGFT1pOBmZUIztfuJOllzZg81K5VU2QZu3t4oHOH9jKPUSCzz4CBqFKjDoyMDDFu9CiEhWf83d+0fi36DhyEcpWqwrFQQVG2ukGT5jJZzzevXMKEyVPF/ZRNTMHTBvXrZnp/5f9y/OQp9O6X0mO2U9ce4k/qnzxj6mRpoHrS1OkICgqGrY2NKBE+cvhQ6c/ky6eBI8eOid7bkZGRMDczQ4P69bBv13jRpzvZ9p27MHbCJPHdr1TBWZTJdi6fMo/i5eUNO8eiuHz+DGrWSLt10oOHj1C7fiPp7dHjJog/e3Trgi3/bhB/37Njqxhv1569xZjps50zczoG9v/xspkUQPf3D8DO3XvFlszGxhrvPF7+8H5Yxj6ExMJC79fbyjmaaGBv95SMwW8rBc4464VLr4Oxvn0h6KgrYfKpd+i71wPH+qbddzgwMh5dd74Uc5qHexfD8eeypVEzU40yRaCvrYXXPp/Rrp5sJuC8IZ0weP4m1Bs0F4a6WhjRubEoH52RNeN7Y/CCzajebyYKWpth1sD2IpiazNxIH+dXT8L0dQfQavQSkQlsZWqIuhVKfFdZIKtRBvjy0d2xZOcpjFuxS4x356zBqOQkmc9UV1XBbVcPrDlwASHhkTDR10Hlko64uGYyjPUlAeejVx8gICQc+867iC2ZtZkhnu+XvG/vTwEo0WEsTq0YL4LfafEPDseAeRvxOTAUOpoaKG5vJQLStctLKla5enjjwYu34u+lOsmW8H+2bxFszCWZ5xuPXMbEf/aKqpRUcn3e4I7o2Sy9mhqM/ZxaVZxhoKsLD08vdGiRUtGDLJw6BgPGTkONVt1hZKCH0X/1RnhESsW4tKxfNAsDx01HpSYdReb1vIkj0aTrAOnj+c1McOXwdkz+ezmadBkgytBbW5qjfo0qf/w85UfMWrIaOw4el952biQ5lzu/bxNqVCov/v7XuBm4fufBd89xv3VGBOeprcDitZvx+p23OE+xtsiPv3p0xLC+3aQ/c83lPup36CP9mW9RVRZ3Ty/sPDgaAcHBMNTTQ9mSxXD54FYUdXT4qfGSrfuOoGWjOtDT/X6hTQFrSxzduhpjZy0SfbctzEzFggH6N2K/J8/X1MXtc7gKzuXggE9Y0lbyS4+lbd+DjyLT131mLWRnw/Y9F6sdV7RP+0RYHsrPv4F+VazRv9qv9aCtveI+6rXtjhUrVmT62Fj216tXL5xycUPlmSeQG/lc3Ytn26ehyWaPn/7ZmzNbwqhoFWmQ+ndQgDs+KkwErVN7d34rXuyYivhfKCfD/owNGzZg4MCB8N+RsoiBZT97rrth8s5reLthkFxe/8aL9+i5/AQeLuv9XTBbXij7+8xDT1ydl3FZ9OxgydG7WHvZA3POpmRwMaZo7pzchUNLJ2LR5fRLj6dn+YDGKFi2Gpr0n4g/YVqLEqjV8S/U6iSfYyb7PTcPb8aBRWOQ8E2fwqygra2NWdOniuxdlrat23dg5JjxCP6SfklPebty9RradOgMz1fPoa+ftaXIM1Oteg1R0qkEli9ZlO5zXJ8+RenylXCqfwmUstCSeYwyYNfd/ohdD/3wMTQORloq6FrWFMNrWH6XyZuY9BXjjnvi1rsw+EfEIb+uGnqUN0PfSinVEm+/C8XcC95w/xINFaU8KGScD6vbFoSlnhrcPkdi+hkvPP0YITLqChioY0EzO5T8ZkxZiSoZnnQLxAFXf7h/iYLbBOdfzpQ++yoIF/4qmebjYTEJcFr4AKvaFETTYpKy0G/8o1Fj1RMc71scZa20ZT5f/XzK6LT9Bcy0VbGlU2Foqilh673PmHnOBwGX//2t95xb7TpzExP+2Y33p9fI5fWvP3qJrlNWwXXfQuhrK0b5+8bD5qOEgzUWDOucafs8cuU+ekxfg5CQEOjq/lx5ZKYYKARGwV4KKvbqKJusk1tsP3AMY2YuxJfnssmEimTb/qNYsOpfuF468sPZ04pAzdoJ+zcuR4sGtaX3ubm/Rpl6beDi4oKKFTNutZvbcKY0S/fE0n7qZfSqZIUpjQtmy180t98G49hfKStf5GnF5XdYeeWdKG3OGMs6CVFhONnDTpQPL9Zl6g/9DAWQI/28UXG8JMPwVwW+vAOX+Z2RlBAH09J1f2tfjLHfExYVC5s+q0T5cMre/pMuPnmHEc2dFSIgTeW9q4zfLjLUHS3S7x/HGMt80RGhGFUjP6q37YuWQ2f98M8EfHiHv5btz/LxnduyGOe2LkV8TFSWvxZjuUloaCi0DUwwaGB/kb2taE6fPYeJ48Zkm4D0rj17MXDwMERHR4ug9K/6+6IPdj/yw/SGtnC21sGX8Di8CUg7K5ba8JnrqInMXwqiPngfjnHH38JEWwXNixshIfEr+ux1R+cyJljdthDiE5Pw+EOEaONHhh56jWJmmpjf1AmU7Ob2OQrKSulnyXbd8RJ3fcLSfdxSVw1XhiR3JU0fBd5vvgvFgSf+OP0ySAR+2zgZYVlLB5ms6Zqrn2S4n6HVLDCsuqX09rvAGJRZ/ABqynlR1lIbE+taSzOvn36MRHziV1SzSwnSORhrwEJXFQ/fh4ugdDLPwGjM2eONkvm1RACf9scyR2hENMwbDES/lrUx6y/ZShRZ7fydpxjdralCBKQpm3vEkm2Ijo0TQWnG2PdCw8JhULiCKB8+b9JIKJqzl29g9rhh2SYgPXjibOw5clLew8h2OCjNvkN9nJ1tJb0EdDSy538RWo36YOKfnYTOSPeKlmjuJOkRY6iZPQ6qjGU35hWaihMropLvx/sb0XMbrHn826+vZ18SNRdcEn9XVpf/BRljuVXT8gVRoZCkzJOu5q+XKvxVMzunXQpTHsz0tXBlriQ7Wk3l+55UjLGsUapWc9iXlKyG19CW7dGWEQ0tXcw5+WdK1lZt3Rtl6krKnGvpZ10/T8ZykzatWqJq5cri73p6iplJt2j+PGQnzZs2QYXy5X/rM6X+xZvufsKcxgXQvpSJuM/WQB3ONmlfM1JruTG1U9qgWOuriwDrCbdAEZQOj01AWEwi6jrqi/2QgsYp/Sk/hMZhYJX8IjhL7Awlf6ZnUQs70Zc5Pcmt7tLjGRCN/U/8ccjVXyRCNC1mJMptl7dOCQgnM9VWxfmBkn7B6aGWhclKW2phWSsH2Buq40tEPJZefY9Wm5/j8uBS0FJTEpnkqkp5oPvN3KGxlgr8I+Jl7htx+A3KWWuLYD+1qmGZo3mNsqhYQpJMpKeV8v/wT5kzKKWNm7w1rloK5Yraye2zYEzRtWpUF5XLlxZ/19P5/neEItizbgmyk+mjB2HkAElbFnMTvqb6Udkz4siylJaasthY5tHPpyI2xljWUdHQEpu8KKlqQMusgNxenzEmoa2hKjYGKCvlhZ3ZjwfEGGOZQ11TW2yKTFPXQGyMscwtcU4bU6zP9LV/FGITvqJqqmze/7L17mfsffwFH0JjEZOQJLKBi5lJglw0t9O+lDG67HiJanZ6Iku4WXFDEfAl/SuZY+yxtzjkGiAeo7LWycHrtFBW9u8Yf+ItXLzC0K2cKaY3tIFGBgsRKWO7wH8EyVOrXTAlo566Spe20EKFZY9w4nkAOpWVJF78qHqO+jj3KlhkcTf7f6lv9vu082mIjfFnwdh/0dbSFBvLPCZGhmJjP4cjj4wxxhhjjDHGGGOMsRxHXeXnykQfexaA2ee9MLWBLcpZaUNTNS/W3vooSnQno+zhPhXNceV1CI67BWDhZR/s6V5UlKseXcsKLUsY4ZJHMK68CRF9mde0K4hGRQyzpHz3jIa22PvoC44+D8BFj2C0djJCm5LGcDT5PlP0V8p3p0YZ0XaG6vAKihG3jbVUEZf4FaHRCTLZ0pQlTdnSqdE+i5hqYsjB16LlHmWdM8YYYyz34aC0gnsfFA3nBTdxYXhFFM/PK24ZY1kj6osPLgxzRs35F6FrW1zew2GMZRM+/qEoM3IzrsztghI2knKIjDGWmQI/emN6SydM2HkDloUyLjnKGGPJvLy8YedYFI/u3UapkiXlPRwmRwUMNERg+ubbUHQum37GcrL7PpJeyD2dzaT3eQfHfve84uaaYhta3QLNNj7D0WcB0h7K9kYaYutfOT8GHfDAvsf+6Qalf7d8N41hTpMCmNbARgSlqad0g3VPRVCaekpTgNzk/1ncP1u++1uRsYnwDo5BG21jcdspvyZUlPKIXtZNikreH/XqphLmqftJJxtZ0xJUuXvooTf4CqBFNgpMe38KQIkOY3Fz00w4FeR+xYyx3+P1/gMcqzTCvTP7UbJYYXkPh7E/6ueWCzKmQBZf8IT5+AsyW9XFt2SeExOfiIlHX6LozKuwn3oZfXa4wj88ViboTz/3/GO49L6I2AS0Wf8A1ZfcxscQyepPxljOCsAf62j23Rb0+qHM8z7cOY5Lo6riRDcbXB5bE36PL8o8fnNmKzzbNlXmPs/TG3GiqzV8bx/9I++FMaa4FhxygVHXZTJbxbFbZZ4TE5eAcVsvo+DAtbDpswo9V5zAl9BImaA//dwz7y/S+8Kj49Bi7gFUHrcNHwNTzl8YYzkjAD/EWfe77d2z+zLPe3TxCGa3K4cRVU0wt1MluN06L/P48oFNcHDpBJn7ruxdixFVjPHg/ME/8l4YY4prxuy5yKumKbMVKSHpMZksJiYGg4eNhJG5FbQNTNC2Q2f4+fnJBP3p5564ukrvCw8PR+36jVCsZFn4+n6AoqCA9OAq+TH3grcI2FKWL/WI3vMw5f2kVsBQHU8/RuLqmxDRr3nhJR+4psqS9gmOwd8XvPHgfTh8Q2Jx7U0I3gXFwMFIQ/R0nnzqLW6/CxWP3fcJg+vHCBQ00siwfDeV1E5vs9T7sfLeqsp50bioIbZ0LoyHo8uibUljHHT1R63Vrt+V785oS916btY5L7h4heJ9cIwI1vfZ6468efKIQDfRUVdGx9ImmHnWC7feheLpxwiMOvoGZa200gxKk+E1LDG2thWGHnotAvks+5u3+Sh0qveS2cp2nSjznJjYeIxaugM2TYfAvMFAdJ2yCl+CQmWC/vRzT1/7SO8Lj4pGk+ELUL7bZHz4EvRH3xNjTH5mL10DNWsnma1EreYyz4mJicWwKXNh7lQNBoUroMOAkfDzD5QJ+tPPubq9kt4XHhGJ+h36oGTtlvD99PmPvicmizOlmVz5BkfDUv/X+304mmpif7+y0ttKtOQyleknPXDxZQA2dHGCtroyJh97JQLTxwc5p7m/gIg4dNn8SJxkHx1YDgaa3JOSsewgKsAX+YzSLjGWnsqTD0DbylF6W1UrpV9WkPt9PFz5F4p0mgSzMvXge/MI7i7uhZrzz0PHqkia+3t1YCHenFwL5zFbYVqq9m+8G8aYovANCIOlkc4v/3xhS0McmtBGpsdzalN2XcOFJ++waWgT6ORTw4RtV9Bz+Qmcnt4xzf0FhEWhw6Ij4jzl5NT2MNDmnmmMKbqgz+9hYGb1Uz8zdNUxmNulnG9o6qX0fn779C62Tu2D5oOmo3jVhnhw7gA2jO2M8TuuI789dfz83qkN83Bp5z/ov3gPilaq+xvvhjGmKHx83sPa+ueOLakVK1oEF86clN5WVpadHhw5ZjxOnz2L/bt3QFdXF0NHjEKbDp1x8+qlNPfn7++Pxs1bIW/evLh++TwMDRWrv+KIGpZivmjxlffwC4+DiZYKupVLyYROrWs5Uzz/FIm/DniAZphalDBCj/KmuPwmRDyuoZJXZAMf2OeO4KgEkYXcs7yZ6OmckPRV3Df8yBsERMTDIJ+yyJCmkt5/kqGmCvpVMhfbG//oX97Pp7A4DD74WrwnA00VOFtr40S/EmL/qcuH01Rc/33uond3TQc9zGtSIMP9DqlmIX5m2OHXaOMkybpm8vXeLxBWpr/+vS1SwALHl45N97pn4qo9OOfiiu0zB0FHKx/GLN+JLlNW4cKayWnuLyAkDG3GLkOePHlwdtVEGOpq/fLYGGN/ns+HT7C2MP/lny9ayB5ndm+U3lZWVpJ5fMyshTh7+QZ2r10MXW1tjJg2Dx36j8TVI9vT3J9/YBCadx8kzlMuH9oKQ329Xx4b+30clFYASUlfsfa6N3be8xWZuUZaauhW0QIjatt999zEpK8Ye+gFbnoGwT88DhZ66uhRyQr9qqaUjrntGYTZp1/D3S9ClPmhwO3qTiVgpa8Bt4/hmHbCHa6+YciTByhglA8LWxdBKUvdP/Z+w2MScOKpH/Y/+gj3zxF4OaPWL+9LOW8emGinvWo0LDoee+5/wJqOJVDVQTKRs6xdMZEB/dA7BGVtZA8+H0Ji0OHfhzDXUcfWHiWhqcZfD5azfE1KwpuTa+B9aSeiAz9CTdcYNnW7wbHViDSem4gnG8YgwO0mYkL8oWFkgQL1esK+cT/pcwLcbsFt92yE+7ojj5IKdCwdUXboGuQztkKotxueb5uK4Leu4iJC08wOJfsuhL59+r2wfsfjNcMQGxYIqxrtYVW1LdT1Tf/zZ1S19aGul3a5Yc8zG2FSshYKNhssbhfpMB7+z67h3bkt4n2kRv2wnm2dDN+bh1B50n4YOJbPpHfFmOKcp6w6/QA7Lj/Dh6AIGOvmQ4/aJTCqRYXvnpuYlIRRmy7ixov3+BISCQtDHfSu64QBDctIn3PzxXvM3HsD7h8CoaykhMIWBlg/uDGsjHTw3Nsfk3dexZN3fsiDPLAz08OS3nVQ2i7tScOsEB4Vi2P3XmPvjRd45RuAN+sH/fK+lPPmhameZpqPhUXFYtfV51g/uBGqF5Ocx/3Tvz4qjduGB28+oZyD7AXch8BwtJl/COb6Wtgxqjm01HnhHMs5kpKScGnnStw6uhUhfh9EVl6VVj3RsPfY75+bmIg984bB48F1hAV9gb6pJaq17YtaHf+SPsfj4Q0c+2caPr19BSVlFZjbFUbP2f/CwNwavh7PcGjZRPi8fCzOUYyt7NBxwnLYFE05TmWmHTP/QkRwACo06YTyjTpA1+i/j2cUhNYxSvtc5uretShSsS7qdhsubjcdOAWv7l3Btf0b0Gni8u/OUQ4sHof7Z/dhyKqjsHP6/rjNWHY/dixeuhwbN23Be19fmJqaoH/fPpg8Ydx3z01MTET/QUNw5co1fPbzg7WVFf4a0A/Dh0rO98nVa9cxftIUuL14CRUVFRG43bVtC2xsrOH69KkI1D54+EgcOwo62GPd6n9QrmzWHDvSEhYWhgOHjmD7zl147vYCgZ99f3lfFIQ2M0v7eBQaGorNW7dh1/YtqF2rprhv84Z1KFqyDO7cvYeKFWQX+b9/74v6jZvBIr85jh7aDy0txQse5c2bR2To0vYtK311fJhZSXpbTTmv6Bm97JvnTaxnI+2jvKlT2qVWVfPmwZp2haBIHIx/fRHj2h94L5SJPq+pndjS8u3nm2xQVQuxbb33GUefBynMMWXl3rPYcuKayMw10ddBr+Y1MbZ7s++em5iYhGGLtuL6o5fwCwqFpakh+rashUHt6kufc+PxK0xdux+vvD5ARVkJhW0tsGnaAFibGeHZGx9M+GcPHr/yEvOz9pamWD6mB8oUzjign5nCIqNx9Mp97D57Cy/efYDPqVW/vC8KQpsapj23HBoRhe2nrov3XqOsZAHd2gl9UK7bJNxz84RzMXuZ5/v6BaLF6MXIb6Qvzvm08v132X3GFBEdU5au34pNuw+JzFxTI0P07dIWE4b2T/M8ZdCEWbhy+y78vgTCysIMA7p1wNA+XaXPueZyH5PmLcMLjzfiPKVoQXts+2c+bCzz4+kLd4yZuRAPn7qJ8xQHW2us/nsaypYs9sfeb1h4BA6dOo+dB4/Dzf0NPj+7+XvnKSZpt3gIDQvH1n1HsH3lfNSqIrm+2bB4NkrWboG7j1xRoYxs25b3Hz+jcZf+yG9qgkObVkJLM98vj4tlDo66KYB5Z99g1z1fzGzmCGdbPfiFxeKNf0rpxtSSvn6Fua46NnR1gkE+Vdz3DhFBauoL07ykGRISk9Bruyu6OFtgbecSiEtIwhMKQP//5wfvfYbi+XUwv1UR0KI1t48RUMmbfhX3zpse4a6XZDVoWiz11HFtdOUfmtC+8SZIBKJPP/8iyhO1KW2OFe2KyWRN11jqkuF+htUqgOG1U07Q3gZEodSca1BTUUJZa11Mauggzbx++iEc8YlfUa1gSmZBQRNNEch/4BMqE5T29I/ErFOvUdJSR3xudBHCWE7zYs9ceF/eheLdZ8LQsQJiQvwQ8fFNugFsDUNzlBuxUQRvgzwewHXjGKjrm8CiUgskJSbg7pJesK3dBeWGrkNSYhyC3zyGuJoC8PCfQdC1LYEafRYgT14lhHo/R17llNXU33L5uxMCX91N9/F8xpaovfh6uo+XG7EBvreO4v2N/Xi5Zx6MnWrAunp7mJVrCCXVtC9g7i7qgcT4GGiZ28Oh2WCYl2sgfSz49UPYNxkg83yTkjXx6f5Z2c8pMQGPVg2Gv9tNVJl2BLo2aWcoMZadzd5/EzuuPMOcLjVQwdECfiGReP0xKN3f9+YGWiLz10BLA/def8TozRdFYLZlRUdxntJ9+Ql0q1kcGwY3RnxCIh55fpaepwxcewYlbIyxuFcdMXlIQWoVJdkVsal1WHgEd9zTLw9paaSNWwt6/Od7pHFfd/MRgehTD97ATF8L7aoUxqoB9WWypquMT3vVbbIRzZ0xskXKRO1bv2AUG7IB6ipKKFcwP6a2ryLNvKbAe3xiEmr8PyBNCuY3gKWhNu6/lg1Kv/kUjBl7jqNUAVNsGNwIaip8Cs9yluOrZ+D2sW1oPeJv2JeqiLAAP/h5eaT53K9fk6BnaoHef2+Dpq4B3j27hz3zhkPX0BRl6rVGYkICNo7tgsotu6PnnE1IjI+Hl9tD6TnKtmn9YOnohA7jlyJvXiX4ejwVgev0rBneBm+epH+NQlnQU/alfw7Te95WPDx/EHdP7cHxNTNRuEJtEaB2qt4EKmppn6OsH90J8XExMLF2EMFnp+qNpY9RKe/anVOCaKRIxTp4evWUzH10rkbvlYL3I9adhkXB4umOkbHsauKUafh381YsXTQfVStXxqfPn/HK3SPdiWFLCwvs37MThgYGuH3nDgYMGgpzczO0b9sGCQkJaNWuI/r27ond27ciLi4O9x48EBO7pGuP3ihdqiTWrFwOJSUlPHn6FCoZ/D5u3Kwlbty6ne7jNtbWeP7kwY8t2rl8RQSiDx89Dov8+dGlc0ds2bheJmu6WKmyGX9W48di0viUhT6v33jCwtYe6mrqqFTRGfNmz5JmXj989Bjx8fGoWzslgaBwYUfxuMuduzJBaXeP1xg3sT3KlSmD3Tu2Qk3tx0pNM6aIZqw/iK0nr+PvIR1RyakQ/AJD4OHzKc3nJn1NQn4TfWybNQgGOlq4+/wNhi/eCjNDPbSu7YyEhER0nrwSPZrWwObpAxEfn4AHL99Kjyl9Z28QvamXjeournuevXkvAtfpaT12KVyepn18I5TlfG/73B86plx9+BK7z97EieuPYG6khw71K2HtpD4yWdPO3dPOYE42umtTjOnWVHrb09cPhVqNhLqqCsoXs8eMAW2lmddP3L3EdV/NsilzwIVszCVjdnsjE5R+7fNJBPJLO9qKz01NNf1zNMYU3ZT5K7B5zyEsmjYWlcuXwecv/nD3fJfud9PCzAR71iyBgb4u7jx0xaAJM2FuYoy2zRqI85R2/Uagd6fW2P7PAsTFx+PBk2fSY0qPYRNQqlgRrJw7BUpKefHUzT3D85Rm3f/CrXuP0n3c2iI/nlw68p/vkcZ9+eZd7Dx0HEfPXEJ+MxN0btUEG5fMkcmaLlWnZYb7GT+kL8YPSUmEevPOG7bl6kBNTRUVy5bE7PHDpZnXj569EMfU2lUrSp9f2KGAePzOo6cyQWkPTy9MnLcUZZyKYcc/C8T+mPzxjJacUf/if2/5YG4LR7Qvm1/cZ2uYDxUKpJSRTY0yn8fWT/llbW2ggYfeoTj+1E8EpcNjExEWk4C6RYzEfkghUy2ZbOBBNWxFcJbYGaWdvZNsSduiiIlPSvdx6keTEQr27nv4EYcefUJUXCKaOZlif9+yKG/7fYkEMx01XByecjBJi16q3jalrXSxon1x2BvnE4H8pRffouW6B7g6qhK01JTxJTwWqkp5oKshewJDq1opyzy1YfueizFt7Or0XQlwxnKC+OgIvD37L5x6zYN1jQ7iPk0zWxgWTjtjhgLIhdulZBhomtgg2OMBPrgcF0HphOhwJESFwbRMPbEfom2Rsoo6OvADHJoNgrZFQXFbyzztVdPJSg1YisS49Hu451XK+NeVmo4R7Bv1FVv4Bw/4XNuP5ztnwXXTeDFeqxodYFBQMlGjpK6JYt1mwKCQM/LkzYOPd0/h3pKecB69VRqYjgn5IjLJZV5D1xixoSl9XQkF+UnNBZek75WxnIT6F2849xjzu9dCx+qSSYQCpnqo6GiR5vNpImVCm5TFajYmuiLr99hdDxGUpv1RhnD90nZiP6SQRUqZON+AcAxpXFYEZ4m9WdrnQ8mW962H6LiEdB9X+Y9FZhTs3XvdDftvvURUbDxaVCgkym07F5Kck6VGgeorc1NWKadFXyslwFTWwQz/9G8AB3N9EchfdOQOms7ejxvzu0NbQxVfQqOgqqwEXU3ZoBRloqfuK00GrzsnxrR5WBMoZbCYkLHsKCYyHFf3rUP7MYtQsWlncZ+xpR3sS32fVUUogNyk/yTpbSMLWxGYfnTpiAhKx0SGIToiVJS2pv0QswIp7TqC/XxRp+swmNlKzltMrGWzc77VefI/iI9Nv/RpRgFtoq1vhJodBort8zt33D21G0dWTMXe+SNRpm5rVGzaBQVKSKqsqOXTQqvhc2FfsqI4R3ly+Tg2ju2Mfot2SwPTYYF+IpNc5jUMjBEWJNsb9fbRbeLPCbtuSd8rYzkJ9S9euWoN/lm+FD26SX4/29vboWqVtBfNU0bRzGlTpLcLFLCFy517OHDwsAhKUxYyZQg3bdxI7IcUKZKSDevz3hdjRo0QwVlSsKBDhuPbuG4NoqPTP3bQeDLi4fEaW3fsxM7dexAZGYV2bVqLctuVK30/Z5I/vzke38t4gb+BQco5VYXy5bDl3/VwLFQQnz59xqy5f6N6nXp49ug+tLW1RSa5qqoq9PRk521MTUzEY6n16N0PVSpXFMF+CtYzll1R/+K1hy5g8Yiu6NKoqrjPzsJEBKfToqKsjMm9W0lv2+Y3FgHWI1fui6B0WFQ0QiOi0bBySbEf4mibXyYbeFjHhiI4SxysMq6ksmpcL0THys5lyo4n4+/f6/efsfvMTew9dxuRMXFoXas8ji8dgwolvp/HMDfUw81NMzPcn75OynxyuaJ2WDuxLwpam+FzYAjmbzmGhkP+xp1ts6GdT0NkkquqKENPWzY70VhfB18CU/pKkwHz/kXF4g7YPmuwCKwxll1R/+JVW3Zh+ayJ6NauhbjP3tYKVZzLpHteMG10ysLTAtaWuPPIFQdPnhNB6bCISJEh3LhODbEfUqSgnUw28KgBPUVwlhQsIKnukZ51C2cgOiY23cfpGJcRj7de2HHgGHYfPonIqGi0adoAZ3ZvQKVy31fIzG9qjHtnD2S4PwO9lEoL5UuXwL9L5qCQvS0+ffHH3OXrUKdtTzy6cBjaWprw8w+AqqoK9HRlW62ZGBnC70uAzH29R01G5XKlsGftYj5PUSAclJaz118iEZuQhGoOP963Y8vt99jz4IMIMFPAmLJsiplri8f086mgQ9n86LzpMaoXNBD7be5kClMdyWrVAdVsMPrgCxx89AnVHAxEkDg5eJ0Wysr+HWMPv4TL22B0r2iJGU0LQUNFKcNSL1RO/EfVKZxSwqGouTbKWOui/N83cdzVD52d054sT0/9osY46+YvsrjpM2Esp4n44IGk+FgYFZdcXP2It+c2w+fqXkQH+IqAcVJCPHRti0n7L1OglzKcjUtUh3Hx6rCo1FxaNtu+8QA82TAa728cFI9bVGgmDV6nRcPg1/uMfIuC48U6T0HRjpPw5sRqvNy/EL63j6LJZsmqYjUdQzg0GSh9vr59acQEf8abE2tksqV/hIGjsyhV/mr/ApQdtu4/g+eMZTeUER0bnygtL/0jNl14gl3X3ES56Zi4BMQlJKK4jbE0aNupWlG0X3gYNYpbiyxhCgRTwJf81agMRmy6KILE9FjzCoWkweu0UFb276BS47df+aJnHSfM7lIDGqrKGZ6nUDnxH1W3ZEpll2LWxihrb4ZSIzaJAH3Xmj+XsdiwjB1OP/TEyftvxOfFWE7y2csDCXGxKFS+xg//zLUDG3HnxA4Ef/ZFXGwMEuPjYFmohHiMsqcrNO2C1cNao7BzLTg610SZuq2kZbNrdRqM3XOH4v6ZveKx0nVaSoPXadEz+X6Ryq+i4HiLITPRbNB0XNqxAifXzxWTK4su+4jHtfQMUafLEOnzbYqWRaj/Z1zasVImW/pH2JWsKEqVn1o3Bz3nbIbSf0wsMZbdvHzljtjYWNT5f3npH7F67Xps2bZdBJgpYEzZ0KVKOonHDAwM0LN7VzRs2gL16tRGndq10L5ta5ibS65TRg4fin4DB2Pnrj2oU6cW2rVuLQ1ep8XC4veOHQMGD8W16zcwoF9fkQmuoaGRYYlLB4eMF9ik1qhhyjWPU4kSqOBcHrYFi2D/wcPo0+u/K8yk1rxpExw9fgKHjx4TgXN5UlWRZD/RHBtjP8vd6xNi4xJQo8yPVz/bcPgSdp6+ITKLY+LiERefgBIOkusmyp6m4HarMUtQq1wx1CxbFK1rOcPMSHI9Mbh9AwxduBX7zruIx1rWKi8NXqclv3HGi3X/y/BFW3HziTv6tKiFeUM6QiODbEHq3UrlxH9U/YqS4ygpbm+FckXsUbz9GBy5fB/dm1b/qXE2rlIKJ288xvHrD9GqFrdGY9nXqzdvERsbJy0v/SPWbtuLbfuOiABzdEyMyIYuWbSwNGjbvV0LNO02EHWqVhRZwm2bNoC5qWSuZXjfbhg4fiZ2HT4pHm/dpL40eJ0WC7Pfi38MnjAL1+88QL+u7UQmuIa6esbnKbY/PqfUsFY16d9LFCkE51IlULByQxGg79Xx5841mtatiePnr4gs7jZNUyrhMfniK1M5U//JMtFHn3zGrFMemN60kChXTRnBa6554fH7lJVly9sXQ58qVrjiEYjjrp+x4Nwb7OtbRpSrHlPPHq1KmeHiqwBcdg/A4gueWNvZCY2Lm2RJ+e5ZzRxFX+cjTz7j4kt/tC5tjralzeFo9v0k8q+U706NMqLtjPPhXWCUuE29puMSvyI0Ol4mW9o/Ig7G2rInX8Nr26GImTYG7Xkmeq9R1jljOYmS6s/1kaIgrtvOWSjebTr0C5aDsoaWCNoGv0kp7VLmrxWwa9gXX1yv4IPLMbzcPx+VJ+8XGcmF242FZZXW8Ht8EX5PLsP9wCIRtM3v3DhLynenFh3wAe9vHYbvjQOI+vIeFhWbwapmxwx/Rt+hDPyfpeyfek3HhvrLPIduq+nKHit1rIugeLcZuD23PR6sGIByw9dzYJrlKOoZBGnTctjFHdN3X8eszjVQrqC56Hu86tQDUaI72T8DGqBfg9K4/NQLR+96YN7B2yI7mcpVj29TCW0qF8aFJ+9wyfUdFhy+g42DG6NJeYcsKd89t1sN7LrqhsMur3D+8Vu0rVwY7asWQWHL73sX/Ur57tQoI5oyv9/5Sc6rTHTziYB9aGSMTLa0f2gUTHRlK9nQPotaGWHAmjPiPIWyzhnLKdIrYZ2eB+cP4ujKKWg1fA4KlHCGej4tXNy5El7PH0qf023aGtTsMAAvXC6KoO/JdXMw5J+jIiO5Sf+JKNegHdxuncMLlws4veFv9JqzGSVrfd8vMjPKd6dGWdr3z+7HvdP7EPjRWwTEKzbrkuHP2BQvJ3pGJ9MxNEV4kGzllvAgf+gYyE4s5XcohtYj5uKfwS2weXJP9J67lQPTLEfR0Pi5Y8fe/QcwdsIkLF7wtyhXra2ljUVLl+Pe/fvS52zeuB5DB/+Fs+cvYP/BQ5g6YxbOnz4hylXPmDoZnTu0x6kzZ3H23HnMmDUXe3ZuQ6sWzbOkfPeyxQuwact2Me5TZ86gc8cO6NalE4oV/T5g9ivlu1OjjOhCBR3wxtNT3DYzNRUB+5CQEJlsab8vX8RjqU2aMBYlShRHl+69xDkKZZ3LC5UXp1K/j30jUMFGNnuKsf+iofZzZaIPXrqLKWv2Ye7gjqL8NPU9XrnnjCjRnWztxD4Y2KYuLt57hsOX72HOv0dwdOkY8fxJvVuiXb2KOOfiigt3nmHelqPYMn0gmlUvmyXlu+cP7Sz6OtO4z95+gvb1KqFjg8ooUuD7pJ5fKd+dGmVE21uZ4u0HSWUFUwNdEbAPCY+SyZb2Dw6DyTd9qMd0a4Zi9lboM2u9OKZQ1jlj2ZGG+s+1s9h//AwmzFmCBVNHo2KZktDS0sTSdVtx/8kz6XM2LpmNwb064/zVWyJAO2PxKpzetV6Uq546ahA6tGyMM5dv4NyVm5i1bA12rlqIFg3rZEn57sXTx2HLviPYf+wMzly6jo4tm6BL66Yo6vj93M2vlO9OjTKiKfPb0+u9uG1qbIS4uHiEhIbJZEt/CQiE6Td9qCcM7ScC292HTRDHFMo6Z/LHV6VyRpnB6ip5ceNNILo4W/7n86mHdDkbPfSslLLSxTvo+5JQJSx0xEZB3Kar74mgcHIPZXtjTbFR1vRfu59i34MP6Qalf7d8d/H82pjbojCmNymEC6/8ceDhJ9RbeQeOplpoW8ZcBMgpePwr5bu/FRmbAO/AKLFf4mShDRWlPKKXddMSkgsn6tVNGeblrGVPesiounagipiD9z7HVwAtODDNchBNswIiMB3w/CY0a2dcwoUEud+DQaFyKFC/l/S+SD+v756nV6CE2Aq1HIbrU5vA99ZhaZlsrfz2YqPezA9WDsT7a3vTDUr/bvluKk/+6e5JvL9xAAEvXGBQqDzsGw9E/orNoJJPUkkiI2HeblDXS5lg0S9YFv7Pb8C+cX/pfV+eXhefybd0bYuj8pQDuD2nHR4s7y8JTP9HKU/Gsgs7Uz2RPUz9lruZSLIQM3LP4yPKF8yP3vVSevh4ffl+cZuTrYnYKIjbcMZeHLr9StpDmcpd00ZZ0/1Wncbu627pBqV/t3x3CRsTzO9hglldqougNPWUrjV5lwhKU3C6dSVH0Q/7V8p3fysiJk58Fu31iojb1B+a2rJcd3uPZs4FpZnpvoHhKF/w++oRY1pVFP3mBq49K85TWnFgmuUQJlb2UFHTgMf9a6IU939563pXBKOrt02ZtAjw/b43m5VjSbE16Dkai3vXxYNzB6Rlsk1tHMRGvZm3TOkNl5O70g1K/275bipP/uTKcdw7tQevH9+CXYkK4nUpIK2h9d9Bkw8eT6FjlHKOQu/B/f411Oo0SHrfq7tXYPv/95aaZSEnDF19HKuGtMDmST1Ef+v/Gi9j2UVBBweRPXzpylX0LdDzP59/6/YdVK5YAYMGppzfv32bEjxKVrpUKbFNHDcWlavXwu69+6U9lAsVKig2ypru3K0Htm7bkW5Q+nfLd5cqWRL/LF+CJQv/xsnTZ7B9xy6Uca6M4sWKomvnTujUoR3MzMx+qXz3tyIiIuD59p3YLylbprQYH322bVpJJpHd3T1E8LtSxe8zvqZOmoC8efOKvts04duhXVvIg6amJho2aIBtty6jlZMRTL9JRmAsI/aWZiJ7+NqjF7DN/9/VW+48e40KxR3Qr1Vt6X3vPsoubCclC9mIjYK4df6agwMX70h7KBe0MhPbkPYN0GvmOuw8fTPdoPTvlu+m/tVUmnze4I4iKL377C1U7TMdRQtYoEODymhXpyJM/x8g/tny3d+KiIrBuw/+6FhfMg9dytFWjO/awxdoUbOctHe0CH4X+/46b3yP5sibJ4/ou03HlDZ1fjzTlDFF4WBrI7KHr9y6K0px/5fbD56I3skDu6ck1bz1lgRhUytVvIjYxg3pi+otu2Lv0TPSHsqF7GzFRlnT3YaMw7b9R9MNSv9u+e6SxQqL0uQLp4zB6UvXsOPgcTg3bo9ijg7o3LoZOjRvBLP/B4h/tnz3tyIio8Rn0bm1ZCFMmRJFRb9s+mxbNa4n7qNe3RT8rlgmpXJDsknDB4i5lB7DJ4pjSrvmDTMcC8t6HJSWM3UVJQypYYs5p1+LiUlnWz0ERsTB3S8yzRLUFMSmwO4V9wDRT5rKcD95HwZrA8kkqE9QNHbc9UWDosaiZLenfxTeBkShXRlzRMcnYvap12hawgRWBhr4FBqLJ75haFLcNMvKdydTVc4rXoe2gIg4HH78CQcefcKKy+/wYnrNXyrfPfOkB+oVNYKVngY+h8WKrG86wLT8fzBZR0MFncpbYMZJD1HWnLLKpxx7JQLSyQH6b42obQelPHlEYDrp61e0KpV5JYUZkyclVXU4NB8Mt12zkUdZBYaFnBEbHojw9+6wqS3p35iappkd3l8/ILKg8xlbizLcIZ5PkM9EUm4l8os3vC/thFnZBqJkd8RHT0R+fgerau2QGBctsqzzV2gqnh8d9En8rLlzkywr331vcU9EffGGZbW2KNVvSYalwn2u7UNeZVURTCaf7p2G95U9KDVgifQ59o364easVnhzci1MS9fFh9tHEfLWFaX6L0pzn7o2xVBl6iHcmtMW91f0R/nhGzgwzXJMpvTQpuUwc+8N0f+Y+hoHhkfjlW9gmiWoqbz1vpsvRBa0tbEuDtx8icdv/WBjLLnA8P4Siu1Xnoly1BTkpZ7Obz8HiwAwBZdn7LmOZuULil7UH4PC8eTtZzT9f8A2K8p3J6P31rR8QbEFhEXh4O1X2HfjBZYeu4vX6/76pfLd03ZfR4PSdrAy0sbn4EgsOOwi+kFToJvo5FNDl5rFMXXXNehpqYs+0xO3XxEB6eQA/bdGtaggzlMGrjmDpKSvIqucsZyQKV2v+wgcXTUNSiqqsCtZARHBgfj09iUqt+j+3fOpB/S903tFFrRhfltRhtv7xWMY5pcsugv44IVbR7eiRLXG0DM2g5/3a/i/90SFxh0RFxONo/9MRanaLWCU3wbBXz7C+8UjlKqVdlApM8p3bxjbGYEfvFC+cUd0mrwyw1Lhd07uhrKKKiwdJZMprleOw+XEThEYT1az419YPqAxLu36B8WqNMDD84fg8/IxOk1akeY+qaz50DUn8M/g5tg0sSf6/M2BaZYzqKurY9yYURg/aYroK1ilUiX4BwTA7cXLNEtQF3Swx45du3Hu/AUUsLXFjt17cP/hIxSwlRw73r3zwoZNm0U56vzm5nD38MDrN57o1qWzCC6PnTAZbVu3FD/r++ED7j94hNatJD0is6J8dzLq7dy6ZQux+fv7Y9eefdi+cxfmzl+IgE/vf6l895jxE9GsSWORrf3x0yfMmDVH9FmkQDfR1dVF7549MHrcBBjo60NHRwfDRo4WAenkAP23Jk8YJ/q/UmA6KSkJnTq0hzwsmj8PtevVR521z9G4sC7sDDVEsgJTXC7vwsSCS3lTV1PBiM6NMHXtARGMqViiIAJCwvHq3Yc0S1BTeWvqz0xZ0DbmxuLvj169g425JAjj9dEfW09cRaMqpWFupIfXPp/h6euHTg0qi+AyZVm3rFlePP+jf7D42RbpBKQzo3x3Murt3LxGObEFhIRh3/k72HPuFhZtPwHvk6t+qXz35NV70ahKKViZGuFzQLDI+lbKmwft6kqCybpa+dC9SXVMWr1XBLO1NTUwdvlOEZxPDtB/a2z3ZuLaqe+cDWJ+tl3djJOYGFM06upqGPNXL0yatwyqKiqoVK40AoKC8MLDM80S1FTeetehEzh/7RZsrSxEr+aHT93E38k7H19s2n0ITevVFCW7qafzm3c+6NKmmSj1PWHuUrRuXE88/8MnPzxwdUOrRnWzrHx3MjoHa9mortj8A4Ow58gp7Dx0AvNXbsCnpzd+qXz3+DmL0aRuTVhbmOOTnz9mLV0jzlM6tGgkHtfV0UbPDq0wbvZi6OvpQkdLCyOn/y2C+skB+m9NGNofSnmVRGA66WsSOrT4udZILHNxUFoBjKxjByWlPFh0wRN+YbEic5h6MKelWwVLPP8QjoG7nyFPHogAbI9KliJITTRU8ops4AM7PiI4Kh4mOmroVclK/FxC0lcER8Vh6D43BETEwkBTVWRIj6mX/sRIVjDSUkX/ajZio57av+pTaAwG7X4m3qehpqoI6J8a7Cz2n2xm00LImwfou8NV9BWqWcgI81tlPIE7tFYBsSKPPqevXyFKjjOWEzi2HoU8Ssp4tX8hYoL9oK5vAtu6aZe1ta3bDaFez3B/xQDkyZMHFpVbokD9nqIUN1FSzYfwj2/gc30/4sODoaZnIh63rdsdX5MSEBcRjEdrhomS16raBjB3bixKemcVpz7zoWVuL8b6I9wPLxW9svPkVYZWfgeUH75eZFUnM3Asj7JD1+DlvgV4ufdvkWleYcwW6FhJMhzTQqW8q0w9KDKm7y/vh/IjKDDNq/NZ9jemZUURkJ1/yAWfgyNE5jD1YE5Lj9ol8MzrC/quOg36NlIAtnfdkrjkKqm0oKGmLLKBKSM5OCJG7IuyqnvWdkJCUhKCwmMweP05UcLaQFsdTcsVxPjWlf7o+zXSyYeBDcuIjcb6qyio3n/1afE+DbU1UMExP87O6Cj2n2xOlxrinKPXihOilHetErZY2DMl2yItw5s7I0/ePBi0TpIxTSXHGcvuGvYZh7xKSji1YR5C/T9Bx8gMVVunVGtJrUqrXnjv/hRbJvcGHWjK1W+Lam374MXti+JxVfV88PN6jbunuiEqNEjsq3q7fqjSujeSEhMQGRqEHTMGihLYmnqGKFmzGZr0n5Rl763D+KUwsXb44XOUs5sXIujTe1ElxtS2IHrP3SKyqpPZOVVAz9n/ipLkJ9bMgrGVPfov2o389un3wLRwKIZhyYHpCT3Q+++tIvjNWHZHGbo00Tl91hx8/PgJ5uZmGNCvT5rPpfufuLqiY9ce4vvYsX07/DWgnyjFTfLl0xDZwG137kJgYJDYF2VV088lJCQgKCgQPfr0g5/fFxgZGaJVixaYOW3KH32/xsbGGDFsiNhevXL/5f18+PARnbv3FO/T2NgIVStXhsv1K2L/qcuHU/Zz245dRO/uBvXqYvXKZRnud8LYMcibJy+69+orMpGo5PifRsH5G1evYO2GjTh27BiOvfokSpHTv6Ga2s+VUmV/Bs27KQrK0FVWUsK8zUfwKSAEZoZ66N0i7b71vZvXxNPXPug1Yy3yIA/a1K2Avi1r4cJdSandfOqq8PD5jN1nVyMoLAJmhroiq5p+LiExCUFhkRgwdyO+BIfBUFdLZEhP6t3qj75fIz0dDG5fX2we3p9+eT8f/IPRe+Z68T6N9LRFQP/Suqli/8n+HtJJHHu7Tl0t+uTWKV8cS0d9v/gwtVFdm4jko/5zN0raA9T7s9eFjP0uytClRR4UVP3o9wXmJsbo10WyAOxbdL+r2yt0HTxOzKW0b9EIA7p1wLmrN8Xj+TQ0RDbwzoPHERgSIvY1sHsH8XMJCYkICg5Bn5GT4RcQCCN9fbRoVAfTRqVUVvoTjA0NMKxvN7G9evN9Jasf9eHTF3QfMl68T2MDfVQuXwbXj+4U+0+2eNo4cZ7SccAoxMbFoV6NKlg5J+O2A2MH9xFzKb1GTBbHFCo5zuQjz1f6F8glKjiXgwM+YUnbYvIeCmO/pPaK+6jXtjtWrEg7E4Llbr169cIpFzdUnnlC3kNhaXh3fite7JiK+Lj0S24x+dqwYQMGDhwI/x0j5D0Uxlg6lhy9i7WXPTDnrKTvJWOM5WY3D2/GgUVjRMAtq2lra2PW9KkiIMpYdkKZ5T379BfBdco8Z4plzZo1GDliBAIubZD3UBhL15Er99Fj+hqEhISIahIs+6EQGAUxqWx1WpnKjGU2N/fXKFOvDVxcXFCxIld7SC3jRnuMMcYYY4wxxhhjjDHGGGOMMcbYb+CgNGOMMcYYY4wxxhhjjDHGGGOMsSyTq4LSqiqqiEvMNdXKWQ4Ul5gEFRUVeQ+DKSj6v5GUGC/vYbB0JCXEQVmZv7+KjHoSUkkn6vHFGFNMSnnzICEx68vUMsZYdpAQHy/OX/4Eeh3qzctYdhMbK/l/q6SkJO+hsHSOLfEJCUhK4mswprhi4yVzbTwnm73R7wHqac7YnxAXx8eN9OSqoHQBewe88IuS9zAY+yWh0fHwCYxAgQIF5D0UpqDo/0b4h9dIjIuW91BYGkK9nsPG1lbew2AZsLKyEn++8g2U91AYY+nIb6CNiNAQhPh/kvdQGGNM7j69fQkLS8n5y5+41nB9+vSPvBZjmemJ61PY2NhwUFpB0bGFFga7vfWV91AYS9ez1z4wMTaGhoaGvIfCflGePHlQoIAtnr7wkPdQWC7h+sJd/L+ztraW91AUTq4KSrdu3RovPoTi0it/eQ+FsZ+24YYP4hOS0LJlS3kPhSmoVq1aIS46Eu/Ob5X3UNg3wj++wZeHZ9C+bRt5D4VloEaNGtDT1cH6s4/ExAhjTPHUL10AyspKuLZvnbyHwhhjchXs54unV46hTetWf2w+5fjJ03B78eKPvB5jmeHdOy/sP3gIbdrwdZgiX4Pp6+th2e4znC3NFJKvXyD2X7yHNm3bigATy75atWqNQ6fOw9PrvbyHwnK48IhIrN22FzVqVIexsbG8h6Nw8nzNRbOuVGqqbZvWOHf2LJqVMEFVe31oqimDf50wRUVfzsDIOFx4FYjLr/wxbdo0zJw5U97DYgps1KhRWLZsGczLNYBJqTpQ0dJDHj7KyU1ifCyCPR/j063DsLE0x/WrV2BiYiLvYbEMrF+/HgMHDkStErZoVbEQ8htoIW9e/g4xpkj233yJvTdewKlGU5Sq3Rw6hibIkydXrbVljOViCXGx8H7xCC7HtkFLXQW3bt6QVnvJSoGBgahduzZ8fHzQuWMHVKxQHurq6ln+uoz9itjYWDx89Bi79uyDrq4url69CgsLC3kPi6Vjx44d6NGjB8oVtUermuVgbqQHJSU+t2PyFRuXgGdvfLD3wh1oaOrg2vXrouoCy74+ffqEmjVrICggAB1bNka5ksWhpsqllVnmSUhMhIenF/YcPY0vgcG4cOECnJ2d5T0shZOrgtLJJ6YLFy7E3t278OKVu7yHw9h/olV4VSpVRK8+fdGrVy9elccyRIf0devWYcu27bh/9468h8MAmOW3QId2bTFx4kSYmprKezjsB+zduxcrVyyHy5278h4KYywDeZWUkJSYKO9hMMbYH6eto4MWzZtj9uzZsP2D7WECAgIwb948HDx4EO/fc5YRU2xmZmYiQ5quwzggrfhOnTqF1atW4eKlS4jnnq9MQVDJ7tZt2mDChAkckM4hPn78iL///huHDh3Ep0+f5T0clgNpa2ujWbNmGDNmDEqXLi3v4SikXBeU/jZAHR3NvVeTVwoVK1ZMZFjS6kR5GTJkCG7cuIHHjx8jb15eFUm0tLSgrKws72GwbIgu5CIjI+Xy2mfOnEHnzp3F97l48eJyGQP9eqtcuTKKFCmCzZs3y2UMqqqqyJcvn1xem/2+0NBQBAUFcSlvBbB48WLs3LkTd+/ehZqamlzGEBwcjEqVKmHcuHHo3bu3XMbAUtB5oqGhIRISEhASEsLfU/ZTunXrJs6TaBGSvLi4uKBr167Yv38/ypYtK7dxsOyHzi+p8g79KU80l0JzKrkdfQaFCxdG9+7d5VrVjOZyKAHD3d0dOjo6yO3o+0G9X3lRf/ZDJbzDw8Nz7bndq1evxDXHtm3b0Lx5c7mNo0uXLvjw4YOoMpBbqaioiPkcPo7kTHSMoXMZqqybk+3evRuDBw/G06dP/0hlnbQkJiaiRIkSaNy4sZjbycmUlJRELIePGxnL1UFploIuXqZPn47Pnz+L0kbyQgGs6tWr49q1a+JPxlj2RCvS3717h0ePHsl1HHSyM2XKFLHwRl9fX65jYYz9+gUMZYE1bdoUa9euletY2rVrJyZ7XV1d+SKDsWyKSg/TMWXTpk2iCpE8J93t7OxQv359bNiwQW7jYIz9nsOHD4trHzc3NxQtWlRu4/D19YW1tTU2btyIPn36yG0cjLHfM378ePz7778im1Nei3HJsWPH0LJlSxHIomASYyx7qlmzpkh2u3jxolzHMWnSJFHZk45t3P6FcSoqEyuDtm7ditatW8s1IE2qVq0qJmdoPIyx7InK+p04cUKuVRdSr+6lLDrKQmKMZU9XrlwRE62KcEzp2bMnnj17hidPnsh7KIyx3+hbSdlzbdu2lXu2P2VW7tu3D1FRUXIdC2Ps19HcRfny5eUakCaWlpaoV68ez6Uwlo3R3AWdp1DVOXkGpEmjRo1gZGQkMrYZY9nT27dvReIfzWPIG83nUPU5mi9mjIPSDPfv38fLly8V4gBFWUc0DgogRUREyHs4jLFfsGfPHrHYhS6k5M3c3BwNGzbkyRnGsjH6/jo6OqJChQryHgoaNGggesPzMYWx7InOT2hylQLS1OtLESZnwsLCcPToUXkPhTH2C/z8/HD69GmFmEshNI6bN2/izZs38h4KY+wXXLhwQVR5U4RjCpXAp0X+1EKJguWMsexn+/bt4pqnVatW8h6KmNOpWLEiz6UwgYPSTBwMLCwsULt2bShKjzfqg0tlsBhj2fOYQmV2jY2NoQjogu7OnTuiNxNjLPv19abzAfoeK0K5bCp7RT1gd+3aleN7TzGWE1Ef59evXytE5QVib2+PatWq8eQMY9m4TyP1DuzYsSMUAZXapX7SnNnIWPZE393ixYujTJkyUAR0DUaLb86dOyfvoTDGfqFVEAWlqQWZpqYmFOWYcvbsWbH4huVuHJTO5WJiYkRWI5WOo4spRUA93mrVqsWTM4xlQ9RviPpIK8LK3mTNmjUT/aR5coax7OfAgQOIjY0VC9YUBQWzAgMDcerUKXkPhTH2k+j6gnquUm81RUHnTNTjjdoUMMayV+WFLVu2oEWLFjAwMIAioNYEFCCn6x6ajGaMZR9U1pYqpyjKYlxSqlQplCxZkudnGcuGbty4gXfv3inU/GyHDh2goqIiKjCw3I2D0rkc1fEPCQlRmGyBZHTApB6SXl5e8h4KY+wn0AQIZUg3btwYioJ6MXXq1EmsEExMTJT3cBhjP4EmQKg/IlV0URQlSpRA2bJleXKGsWyG+jZT/2a67qF+zoqCshcokEQ9JBlj2ceTJ0/w7NkzhZrsJTSe9+/fi/kUxlj2QecoVCabSmYr2jHl+PHjYlEuYyz7oPkKOzs7VK1aFYpCT09PlBKnuWNa3MdyL8W5GmdyO0BVqlRJ1PVXJG3atIGWlpYIIjHGsof4+HhR0pYuomjlm6JdSH38+FFkIjHGsgcqsXvr1i2Fm+wlNCbqIfnlyxd5D4Ux9oMo+4j6NyvaYlzq80bXPnRdxpMzjGUf9J01MzND/fr1oUioX2OhQoW4ShRj2fCY0rBhQ3FcUSSdO3cWlRf27t0r76Ewxn5QRESEqDqnSJUXktGY3Nzc8PDhQ3kPhckRB6VzMarfT3X8FXGyl3odUNYAr5xhLPugPkPUb0gRjynlypVD0aJFObORsWyEFqbp6uqKspiKhqov0MUd9ZJkjGUPdA5A/Zupj7OioUC5h4cH7ty5I++hMMZ+QFxcnFiM27VrVygrK0OR0PkJXY8dPHhQLMRhjCm+ly9f4u7duwo5l2JiYoImTZrwXApj2cihQ4cQGRkp2rUqmrp16yJ//vx8TMnlOCidi1H9flVVVbRv3x6KiE7G3r59i5s3b8p7KIyxH0AnFNRviDZFkzw5Q1lS1LKAMabYaDU+LUyjnkNU1lbRGBoaonnz5nwhxVg2QaVsqVqKIk72klq1asHKyoqPKYxlE6dOnRKlbBWt8kKybt26ISYmRgSmGWOKj6579PX10axZMygiOtY9ePAAz58/l/dQGGM/gK4pateuDRsbGygaJSUlcZ5CC/xjY2PlPRwmJxyUzqUo+5gOUFTHn+r5KyLqeUC9D3hyhjHFR5My1GdIUSd7CWUyUFbD/v375T0Uxth/oD6IFERS5GMKjc3V1VX0lGSMKTbq16yuro62bdvKeyhpoh7XNOFLpTGjo6PlPRzG2H+gOQqqxFS8eHEoIktLS5GJxHMpjCm+xMREcZ5CZbLV1NSgiChTmhblclsAxhSfl5cXrl69qrAL5wiNLTg4GCdOnJD3UJiccFA6l6IVbi9evFDoyV6anKEyExRAopITjDHFtWfPHrHYhS6kFJW5ubno0cSTM4wpPvqeUj9E6ouoqBo0aCDK2fExhTHFRucnNInaunVr6OjoQJEnZ6jULlV1YYwpri9fvuD06dMKPZdCaHw3btzAmzdv5D0UxlgGqJLLx48fFfqYQlU2u3TpIipuJiQkyHs4jLH/aIOmpaWFNm3aQFEVKVIEFSpU4LmUXIyD0rkUfektLCxQp04dKDIKSkdERODw4cPyHgpj7D+OKbR6lgI0iowmfF1cXODu7i7voTDG0kFBGeqBRBMzVHpfUamoqIgKDNRTkqowMMYUE/Vppn7NvXr1giJzcHAQlaI4C4kxxUblJmkBfceOHaHIWrZsKRbi0OQ0Y0yx51KKFSuGsmXLQpHRtdnnz59x/vx5eQ+FMZZBGzQ6prRr1w6amppQ9GPK2bNnxXGF5T4clM6FqF4/ZTVS/X6q46/IChQogJo1a/LKGcYU2LNnz/Dw4UOFXtmbjHrAUssCnvBlTHEdOHBA9EGk8xRFRwtdAgICRMYUY0wx0XUE9Wumvs2Kjs6lLly4gA8fPsh7KIyxDI4pdE1BpWwVWb58+dChQwdx3UOT1IwxxRMSEoIjR44o/GJcUqpUKTg5OfH8LGMK7ObNm3j37l22mJ+lcxRlZWWxyJ/lPhyUzoWoXj/V7Vfk3gKp0YH08uXL8Pb2lvdQGGNpoIkOIyMjNG7cGIqO+kl26tRJZAxQ7ybGmOKhiY569eqJfoiKjiZmypQpw5MzjCko6s9MfZrpuocyGxUdZTVQP0nqLckYUzxPnjyBq6trtpjsJTROHx8fXLt2Td5DYYylYd++fYiPjxelsRUdBc3pmHLs2DEEBQXJeziMsTTQvISdnZ2ovqTo9PX1RVUXGjO1W2K5i+JfmbNMR1926tFYuHBhZAfUA4FKTnDZKcYUD/UTor5CdBFFfYayA7qQogwkWuzCGFMs1PeQVvdml8leQmM9deoU/P395T0Uxtg3qD8ztQTILotxqdQu9b7myRnGFBN9N01NTdGgQQNkB5UqVULBggV58RxjCoq+mw0bNoS5uTmyA5r3ocoLtOCPMaZYqP3p/v37s81i3OS5lOfPn+PRo0fyHgr7w7LH/1CWaT59+iTq9WenyV4tLS2RNUDZmDw5w5hiOXfuHPz8/LLNZC8pX748ihQpwpMzjCkgWoBGQRlaMZtdUPUFyhygHpOMMcVCv+spU4D6NWcXdJ3m7u6Ou3fvynsojLFU4uLiRInJrl27inKT2QGdn9B12sGDBxEeHi7v4TDGUnn16hXu3LmTreZnTUxM0KhRI55LYUwBHT58GJGRkejevTuyC6qQR4ty+JiS+3BQOpehiyi6gKK6/dkJXUh5enri1q1b8h4KYywVOnGg8rXUXyi7SC47RSdsoaGh8h4OY+z/aNU9LUCjcxQNDQ1kF9S+oGnTpnwhxZiC8fX1Ff2Zs9NkL6He19QDm48pjCmW06dPIyAgIFstxiXdunUTrQwoMM0YUxx03UPla5s1a4bshM6r7t+/jxcvXsh7KIyxb44pNWvWhK2tLbILJSUlcZ5CC/xjY2PlPRz2B3FQOhehLGOa3GjVqhX09PSQnVSvXl0cVHlyhjHFERgYiOPHj4uLEgr0ZieU4UDZDlTahjGmGK5evSr6Hma3ABKhMVOfSdoYY4qB2ouoq6uLikvZCU3OUIYDlcakQBJjTHEme8uWLYsSJUogO7G2tkadOnV4LoUxBZKYmIgdO3aIikt0rpKd0GJcQ0NDcUxkjCkGb29v0aIwO86l0GI/6lN/8uRJeQ+F/UEclM5FHj58CDc3t2y3spdQLwQaNwWQqBQFY0z+aLKUMhupr1B2kz9/ftSvX58nZxhTIPR9pL6H1P8wu6EydsbGxjw5w5iCLcal/szUEiC7oesequZCi/8YY/Ln7+8vJkuz42QvoXFfv35dVJ9jjMnfpUuX8OHDh2x5TFFVVUXnzp1FUD0hIUHew2GM/b8NmqamJtq0aYPspmjRonB2dub52VyGg9K5CE2UUiCG6vVnR5QxQH2Qjhw5Iu+hMMb+H0Bq3Lix6CuUHdEF4O3bt+Hh4SHvoTCW64WFhYmyktmx8gJRUVERFRgoM5OqMDDG5Iv6MVNf5uw42UtogU6VKlV4coYxBUFlJen8hLIasyOqlqetrS0mrRlj8ke/3ykQU65cOWRHdH716dMn0SaFMaYYi3GpOpSWlhay6zHlzJkz8PPzk/dQ2B/CQelcgury04UU1emnknDZkZ2dHWrUqMGTM4wpAKq68ODBg2w72UtatGgBXV1dzmxkTAFQQDomJkacp2RXdDykXpN0McUYky+6XqC+zNSfOTsfU86fPy8yqRhj8j+mNG/eXJSszY7y5cuHDh06iKA0VbpijMlPSEiISLahqijZcTEuKV26tGhlwPOzjMnfzZs38fbt22w9P9uxY0cRr9q1a5e8h8L+EA5K5xJUaorq82fH0t2p0QGWeiRQrwTGmPxQIJcmZZo0aYLsino3UbYDTc5QTyfGmPzQhEbdunVFECm7cnJyEhM0vNCFMfmiPszUYoSqLGXXxbiEsh2oRCZVYGCMyc+TJ0/Elp0newmN38vLS5TxZozJD7UlpMpKVGUpu6JgOh1Tjh49iuDgYHkPhzHk9rmUAgUKoFq1asiu9PX10bJlS2zZskVkfrOcj4PSuQQdoCpUqIAiRYogO2vbtq1Y5Uu9Sxhj8kF9g+g7SH2EaLI0O6MLKV9fX1y5ckXeQ2Es16L+hjdu3Mj2k72E3sOJEydE70nGmHwcO3ZM9GPO7otxqZoL9cSm6zienGFMfmixGbUratCgAbKzypUrw8HBgTMbGZMz+g7S8YTaK2ZnXbp0EYv7aSEgY0w+IiMjxUIXuu7Jmzd7h/noPTx//hyPHz+W91DYH5C9/7eyH/L582dRSjInTPZSb4Q2bdqIC0OenGFMPqiUJB1XcsIxxdnZGYULF+bJGcbkiKoVUJ9DWhmb3SX3mtyzZ4+8h8JYrkW/06kfM/Vlzu7oXOvVq1e4d++evIfCWK4UHx8vSklSRqOKigqyM8pspAlfapkSEREh7+Ewliu5u7vDxcUlR8ylmJqaolGjRjyXwpgcUSsA+p1OFaKyu/r168PMzIyPKbkEB6VzAbqIUlZWFj2EcgI6eXvz5g1u374t76EwlivRCQL1D6Iytdld8uTM4cOHRVYVY+zPor6GtNCMzlGoEkp2Z2xsjKZNm/KFFGNyQv2XL1y4kO2zpJPVrl0blpaWfExhTE5ocT9VP8kpxxSatI6KihKBacaYfBbj6unpiR71OWV+lhbOvXz5Ut5DYSxXomuEGjVqiPLd2R3Frrp16ybiWLGxsfIeDstiHJTO4SibmA5QlH1E9flzAjrY2tjY8OQMY3JAvempLCZdfFBANyegkx464Tlw4IC8h8JYrnPt2jV4e3vniGyBZPReqOSUq6urvIfCWK5D/ZeptUj79u2RE1BPbAoiUWnMmJgYeQ+HsVyH5hzKlCkDJycn5ATW1tZisQvPpTD251GpawpKU2UldXV15AS0GNfAwEAsMmaM/Vk0j3L58uUcNZdCiwBp3vnUqVPyHgrLYhyUzuFoUpTq8eeUlb2EeiTQ+9m3b59Y5csY+3NoUpQupqh/UE5hYWGBevXq8eQMY3JA3zvqb0h9DnOKxo0bi4xpnpxhTD6LcakPM/VjzinouickJATHjx+X91AYy1UoQ/rEiRM5arKX0PuhRYHv3r2T91AYy1UoeOTr65ujjilqamro3LkzduzYIeaJGGN/Dn3vqNpc27ZtkVMUK1YM5cuX57mUXICD0jkcTcyYm5uLgEtOQhkD4eHhoncCY+zPHlMo4EL9g3ISujC8desWXr9+Le+hMJZr0O9xKh+ZkyovEOo5SQt3KGOTelEyxv4MKh9J/Zdz0mQvKVSokFi4w4vnGPuz9uzZI85PKKsxJ2nVqhW0tbVFxiZj7M+h3+OFCxcWAZechM67Pn78KNqnMMb+7GJcCkhraWkhpx1TKFPaz89P3kNhWYiD0jkYlaOlOvxUmpbq8uck9vb2qF69Ok/OMPYHvXjxAvfv389xk72kRYsWIquKJ2cY+3MoIB0dHS3OU3IaOk5ShtXZs2flPRTGcg26LqD+y1SaNqehbOlz586JSV/G2J87pjRr1gxGRkbISTQ1NUWLA8pCSkpKkvdwGMsVQkNDcfjw4Ry3GJdQi4PixYvz/CxjfxAl1Xh6eubI+dmOHTuKFka7d++W91BYFuKgdA5Gq0qoDn9OKt2dGr2vS5cu4f379/IeCmO5Ak1cUL+gJk2aIKfR0NAQJz48OcPYn0MTF3Xq1BH9DXOakiVLio0nZxj7M6jfMmU1UjUlmsTIaSiARL2yqQIDYyzrubq6ilZoOXkuhcp337hxQ95DYSxX2L9/P+Li4tC1a1fkNBRkp2PK0aNHERwcLO/hMJYr0DyDra2tSNjLaWjeuXnz5tiyZYvICGc5Ewelc/gBytnZGUWLFkVO1K5dOxFIoh4KjLGslZCQIL5r1C+I+gblRHQhRYtcrly5Iu+hMJbjvX37FtevX8+xk72EVi1TL8qAgAB5D4WxHO/YsWMiCymnHlP09PREyV26vuPJGcayHi1UNTY2RqNGjZATVa1aFXZ2drx4jrE/hL5r9evXh4WFBXIial1Ec0b79u2T91AYy/GioqLEQhdajJs3b94cO5fy7NkzPHnyRN5DYVkkZ/7PZaLu/unTp3NkGYdk1AepTZs2PDnD2B9A/YE+ffqUYyd7ScWKFUXfRp6cYSzrUal8+j1OQZaciiZn6PyEsjcZY1mLfndT32X6PZ5T0XXdy5cvRSsVxljWiY+PF23QKKNRRUUFORFlNtIx5cCBA4iIiJD3cBjL0V6/fo3bt2/n6PlZc3NzNGzYUCzoYYxlrSNHjiA8PFwEpXOqBg0awNTUlOdnczAOSudQdBFFpeuoHG1ORid1dILn4uIi76EwlqPRiQD1CSpbtixyquTJmUOHDiEsLEzew2Esx6IS+TRhQeVoqa9hTkUZVtTugC+kGMta1Gf5/PnzOXrhHKF2B5RhxccUxrLW2bNn8eXLlxwdQCI0mR0ZGSmufRhjWYeue3R1ddGiRQvkZHTMvHPnDl69eiXvoTCWo9G1AJXttre3R06lrKyMbt26ifgWtT5gOQ8HpXMgysqhAxSd8Ojr6yMnq1mzpuhFyZMzjGUd6gtE/YHoIoMCtzkZnfRQX0rKGmCMZQ0q2+3l5ZXjA0iEjpuPHj3C06dP5T0UxnIs6rNM/ZZpoUtORguOKYi0d+9eca7CGMsaNLdQqlQpODk5ISezsbFB7dq1eS6FsSyUmJgogtKdOnWCuro6crJmzZqJOWg+pjCWdXx8fHDp0qUcv3CO0HxRYGAgTp06Je+hsCzAQekciOrtU9393HCAot4JdJCiviXUU4Exlvlo8pMupqgUbU5naWmJevXqcdkpxrIQTVTQql7qZ5jTNW7cGEZGRnxMYSyLF+NSKwDqu5zT0XUPLRakfvWMscwXEBAgvl+9evVCbkBzRlevXsW7d+/kPRTGcqQrV67A19c3VyzGVVNTQ+fOnbFjxw4xf8QYy3z0/dLQ0EDbtm2R01G1znLlyvFcSg7FQekciCZmzMzMUL9+feQGdHJHpXYpk5MxljXHlEaNGonjSm6ZnLlx4wbevHkj76EwluNQ38KDBw/misoLhLI3aUEPlZ2iHpWMscxF/ZWpz3JuWIxLHB0dUbFiRc5CYiyL7NmzRyx2oazG3KB169bQ0tISk9yMscxHv6/pd3eFChWQG9D5GLVVuXjxoryHwliOXYxLAWltbW3klmMKZUpTWxWWs3BQOoehOvs08UklaKn+fm6QnG3FkzOMZT6a6L13716uWNmbrGXLltDR0cH27dvlPRTGchwKSFNlEypBm1vQ8dPPzw/nzp2T91AYy3Ho/J/6LFO/5dyCJmeo5+2nT5/kPRTGcuQxpWnTpjA2NkZuoKmpiXbt2on3nZSUJO/hMJajhIaG4vDhw7lmMS4pW7YsihUrxvOzjGWB27dvi+SZ3LIYl3Ts2FEcP3fv3i3vobBMxkHpHIZWj1C9/dwUQCJ0QKaVeFQWhzGWeahMCvUFov5AuQWVwunQoYN47zw5w1jmou9VrVq1YG1tjdwiuS8lT84wlrmorzJlNdIiF+q3nFvQOYqKioropc0YyzzUAu3Ro0e5arKX0Pul8t03b96U91AYy1EOHDiA2NhYkTSUW1DwiOajjxw5gpCQEHkPh7EcN5diY2ODGjVqILcwNDRE8+bNeS4lB+KgdA5DX9Ly5cuLlWm5Ca3uVVdX57JTjGUi6gNE3ynqC0T9gXLb5IyPj4/oscYYyxw04Unfqdw22UuTM/Sejx8/LhYOMsYyB32naMIzty3Gpd7Z1EObrvuojB9jLPMmeylDunHjxshNqOqcnZ0dT/gylgXHlHr16omKLrlJ165dRdui/fv3y3sojOUYVG1u3759YjFu3ry5K5xHcymurq548uSJvIfCMlHu+l+cw1F9/dOnT+e6yV5CpXbbtGnDkzOMZaILFy6IfkC58ZhSqVIlFCxYkCdnGMtEVBKf+hZS/8LchvpK0/kJZXUyxjIH/Y6m/srUqzG3oXOzFy9e4MGDB/IeCmM5AgVQqPoA/b6mSgS5CU1u0+IeCiBFRETIeziM5QhUYpeqD+TGuRRzc3M0bNiQ51IYy0RHjx5FWFhYrluMSxo0aABTU1M+puQwHJTOQai+Pl1QUL393IhO9jw8PHDnzh15D4WxHIF+4VPVBeoLlNskZzYeOnQI4eHh8h4OY9kelcKnbIH27duL/oW5jYmJici84gspxjIH9VOmPu25cbKX1K1bF/nz5xfHVcbY76PjiZ+fX649plDmVWRkpOh/yxj7ffT7WVdXFy1atEBuRMdSFxcXuLu7y3sojOUINI9QrVo12NvbI7ehxYJUgWHXrl2Ii4uT93BYJuGgdA47QFGdfQMDA+RG1KPSysqKJ3wZywTBwcFiJR5dTFCANjei3k/R0dE4ePCgvIfC/tfefQdpdd33Hz9GsJQFwdJ77x3Re++9N6E/rFiZxB4nmrhlYsWKkzjjJOPEkRw7tmJFlkRvAkTvVYBoYkFIwNJ77x1lPkdeWUIL3C33Offc5/2aYSTrl9/O4dnznHvu93vO9wvvrVu3zpbvTtZgr+jvvm3bNpOenu56KID3dKNRAQr1V05G6qGtJJIOJatfJYDcUQyhefPmplmzZiYZVa9e3cZTiKUAeXcYV3uUwoULm2Q0ePBgk5aWxuE5IA8cO3bMLF++PKljKbohfv78ebNo0SLXQ0EeISkdE6qrr/r6ybxAZZadmjp1qk0kAcg59Sq5f/++LWGXrHTIRTeRCM4AuafvkfoVqm9hsho4cKApVaoUwRkgl1QKX2uK+iqrv3Ky0nuPDhHOnz/f9VAAr124cMH2qE/GkphfpljSqlWrzJEjR1wPBfCavkdKIiVzfLZQoUJm/Pjxtn3TgwcPXA8H8Nrbb79tD7iMHj3aJKsmTZrYKp7EZ+ODpHRM6Eup+vqqs5/MdGNAPRZ0wxNAzilpovVE/YCSmV4k165daw4ePOh6KIC31J9wxowZSV15QVJSUsyECRPsS6UO/QDIGfVRVj/lZA72Sv369U3btm0JzgC5NGXKFHvYRc/oZDZixAjbYkVJJAA5p+dy3bp1Tbt27Uwy0z7txIkTZsWKFa6HAnh/GHfkyJGmWLFiJpnp8OCCBQvMuXPnXA8FeYCkdAyonr7q6qvUbP78+U0yq1OnjunYsSO3kIBc2Ldvn+3NnuzBXhk2bJjd+BGcAXJO/QnVp1D7lGSndVU9K9W7EkDOKDCjfsqqZpLstKYsXrzY9tgGkPM1RdVMypYta5JZ0aJF7S0sfR4KggPIPl2SmTVrVtIfxpVWrVqZBg0acHgOyAXFZvfv35/01VxE1Re0rqp9EfxHUjoGFi5caOvqs0B9Tpu/ZcuW2RN5ALJPhzrU/0d9gJJdkSJFbC8ofSbqDQUg+xSIUJ9C9StMdi1atLClpwjOADlz+/Zte6tR1ZHUVznZaY+iQ8k6oAwg+9LT0822bds4jPtH+hwyMjLM+vXrXQ8F8NLMmTPtXoXDuMYmj7SmzJkzx1y5csX1cAAvKW6g1oKKpyS70qVL2zg1sZR4ICkdA/oy6gRa48aNXQ8lEnS6t2DBgrY8JoDsUb8f3QrWCTT1AcLnwRn1VluzZo3roQDeOXz4sO2rRrD3q8EZ9a5UD0sA2aP+yeqjzGHcz+kQoaq6cLMRyBkdPFWQc8CAAa6HEgmdO3c2NWrUIOAL5JC+O7179zaVK1d2PZRIeP755211z+nTp7seCuCdW7dumalTp9r3nnz5SOGJYik7d+60f+A3ZrTnVEf//fffJzDzJcWLF7f9kAjOANm3fPlyc/LkSRJIX9KhQwdTu3ZtgjNADuiQi8pBqgcSPjdx4kR7AEgvmACyn0BSH2X1U8bntGfbs2eP2b59u+uhAF65f/++Pciu53JKSorr4USCgt6KLSmBpNYrAII7cOCAWbduHfHZL1G7lb59+xJLAXJg7ty5tiUAa8qf9OvXz7ZboW2r/0hKe0519HXrRrca8dXgzCeffGI2b97seiiAV/Sy0LBhQ1t9AV+92ahSXNeuXXM9HMAbKnmvNUUVTFJTU10PJzLKlStnb2TxIgVkj/omq38yB+e+SjeyFPQl4Atkz5IlS8yZM2cI9j5C7RGuX79uZs+e7XoogHeHcZ999llbwQR/on3bxo0bzaeffup6KIBXtLfv1KmTvSSDzxUoUMBWYFDronv37rkeDnKBpHQMFqghQ4aYUqVKuR5KpKjXgnouEJwBgrt8+bLt96OXBiVi8SfqCaXSObNmzXI9FMAb6kd46NAhEkhZ0GeydetWe7sRQDAKPqh/svoo40/UW1v7FB1WvnPnjuvhAN5QrKBp06amefPmrocSKSrf3a1bNw7PAdk8jKvvjPYoRYoUcT2cSFHMukSJEqwpQDYcP37cLFu2jFhKFnSYUJWDFy1a5HooyAWS0h7LrKHPAvX44IxKYyqRBODpVKZNJ8106gxfVbVqVdOzZ08OugDZoO9LzZo17elefNXAgQNNyZIlCc4AAaklj9YU3T5SH2V8PThz8eJFs2DBAtdDAbyg78u8efM4jPuENWXlypXmyJEjrocCeGH16tXm6NGjxGezUKhQIVvdUzfJ1cIIwNOpvYi+O6o6h6/SgcIWLVoQn/UcSWmPKZCpEpDqz4GsX6SuXLliXzYBPJ0e6FpPKlSo4HookV1T1qxZYzIyMlwPBYg89SGcMWOGLQGp/oT4qoIFC5oJEybYl031tATwZNu2bbOVBQj2Zq1BgwamTZs2BGeAgHR4XTcb1U8aXzdq1Ch721P7FABPp+dvnTp1TPv27V0PJbKxFN381GEXAE8/jKucz4gRI2xLAHyd3gnnz59vb0zDT0QJPXX37l3zzjvv2BuNqqePr6tbt67p0KEDwRkgAPVg37RpE8HeJxg+fLgpVqyYPeEL4MnUh1D9CJWURta03p4+fdosXbrU9VCAyNN+Xn2T1T8Zj19TVMZO6wqAp68pAwYMMGXLlnU9lEgqWrSoTUzrc1JwHMDjXbt2zbb5ovLC4+ngXP369YnPAgFs3rzZxmiJzz6eDvhrvZ0yZYrroSCHSEp7SgGH8+fP29NmeDwt4Ar2njhxwvVQgEjTKTz1+VG/H2QtNTXVjBkzxn5WulkB4PEUcFA/QvUlRNaee+4507hxY4IzwFOoT7L6Jas1j1r0IGvjxo2zn496bwN4PFVd2Lp1K8Hep9Dnc/DgQbNhwwbXQwEibebMmbZtoPYpyJqSR1pT5syZYytaAng8xQeqVKliunfv7nookVW6dGkzaNAgYikeIyntKX3pFMxs0qSJ66FEmhJIKSkp9lY5gKypr49u/6rPj3qW4PH0InX48GGzdu1a10MBIkv9B1WajWBvsODMe++9Z3tbAsia+iRfunSJw7hPoV7b6rnNzUbgyXTAtFSpUmbgwIGuhxJpXbp0MdWrVyfgCzyFviM9e/a0SSQ8nip96qChWjwByJoOuKjFiCrOcRj3yRRL2bFjh/noo49cDwU5QFLaQ6qXr+AMwd6nK168uO3BQHAGeLwVK1bYagKsKU/XsWNHU6tWLYIzwBPokIsqC4wcOdL1UCJPvSx1MGjatGmuhwJElp65Kvuovsl4Mu3l0tPTbYAGwNfdv3/f9klW2UcdXsfj5cuXzx4Gmj59url586br4QCRpGoCOrBOLOXpKlWqZPr06UMsBXgCHVhXNQEO4z5d//79TZkyZexhQ/iHpLSHVC9ft2t0qxFPp83hvn37zJYtW1wPBYgkvRQo0Nu6dWvXQ/HmZqNKdKlfLoCv0gEwrSmjR4+2/QjxZOXLl7cvUwRngKypP7LaFhHsDUY9tytUqMCaAjyGWntpXWFNCUY3tdQvVyV3AWR9GLdYsWJm+PDhrofiBa29agmwf/9+10MBIkl7eF2GqVOnjuuhRF6BAgVsBQZVx713757r4SCbSEp7ukANHjzY1s/H0/Xo0cOeyCM4A3ydTuApyKBTeEq4IlhwRrcFZs2a5XooQOSsX7/eZGRkEOzNBq2/Oji3d+9e10MBIkf9kVW6Tv2S8XT58+e3wRl9biqRCeCrFBNQC7QWLVq4HooXatasact4E0sBvu7hw4f2ht7YsWNNkSJFXA/HC0OHDrUVLbnZCHydKlguW7aMWEo2Yylnz541ixcvdj0UZBNJac/s2rXLlmNjgQpOgSwlkdST4fbt266HA0SKyrHdvXvXBjARTNWqVU337t0JzgBZUIBB/Qc7d+7seije0EFD9YIlOANkXXlBfZL1HUHw4Iz61L///vuuhwJEinrTqyymYikcxg1On5faPR09etT1UIBIUdnuI0eOEJ/NhkKFCtmDhnrvUQsjAH+iG79qLaKqcwimWbNmpnnz5sRnPURS2jN6cJctW9b069fP9VC8C85cvnzZzJs3z/VQgEjRg1t9fVRNAMHpxXP16tXm0KFDrocCRMaNGzfsQRc9c9WHEMEULFjQ9rZUj0v1ugTwue3bt9v+yAR7s6dRo0a2JQvBGeCrdEhdSZCJEye6HopXRo0aZQoXLmz3KQD+RM/Z2rVrmw4dOrgeile0rzt+/LhZtWqV66EAkTuMO2LECFtNANlbU+bPn2/Onz/veijIBiKGHlF9fJ2a0UuU6uYjuHr16pn27dsTnAG+5NNPPzUbN24k2JsD2iiqX656SAH4nFoBqO+gqpMge7QOnzp1ypbrAvA57dvVH1l9kpH9NWXhwoXmzJkzrocCRGpNGTBggClXrpzroXhF/XKVmNbnp6A5AGOuX79uZs6cSRu0HGjbtq2N0RKfBf5E7bz27dtHfDYHdMBf+5MpU6a4HgqygaS0RxYtWmTOnTvHApVD+tyWLFliTp486XooQGQqL+gEnvr6IHtSU1PNmDFj7GeoXlIAPg/2du3a1fYfRPa0bNnS3m6khDfwOfVDnjx5spk0aZLtk4zsUWlMtTBSb2kAxuzdu9cGfJVAQs5iKQcOHLAHmgEYm5C+efMmh3FzQEl8rSmzZ882V69edT0cIDKxlMqVK5sePXq4Hop3ypQpYwYNGsRBF8+QlPaIApUtWrQwTZs2dT0ULymBpN4Mum0OJDuVrtMt3/Hjx9u+Psg+vUipfPe6detcDwVwTv3UVq5cycG5XAZn5s6da3teAslO/ZDVF5kEUs6ULFnSHjrkZiPwp1iKvhcKWiL7dOiwWrVqBHyBP9J3QcmjqlWruh6Kl3ToUAcQZ8yY4XoogHO3b9+2t3x1yEWHSpF9iqWo9dPu3btdDwUBkZT2hOriqz4+wd6cK1GihBk+fDjBGcAYmzxSHx/WlJzr1KmTvRHKzUbA2D6DRYoUseUdkTNqz6Ke0tOmTXM9FMA57dfVF7lhw4auh+It7fEUmNm5c6froQBO6dmqfYrKOxYsWND1cLyUL18+e0ho+vTp9nYokMwyMjLMmjVriKXkQqVKlWx7Fg66AMa899575sqVKxzGzQW1Z9GNaeKz/iAp7YnMuvh6kULOaYH/+OOPzdatW10PBXBKD2r18WnTpo3roXh/s1HBGfWUApKVDnppTVFCWr3WkTPqndu3b1+CM0h66oOsfsgEe3OnT58+pnz58qwpSHrLli0zp06dYk3JJd3gUqldVXUBkpkqzqnXui69IOe0Jq9fv962BgCSmfbqHTp0MHXr1nU9FG8VKFDA5sxUHffevXuuh4MASEp7tECp1FTp0qVdD8VrvXr1MhUrVuTkDJKaTuCpf49eApRYRe7KTt24ccN+nkCyUn9BBRM42Zt7Wpc3b95sD9AByUp9kFW6Tn2RkXPqxf3888/bz/Pu3buuhwM4o3f/xo0bm+eee871ULxWq1Yt07lzZw66IKk9fPjQJqXVHjA1NdX1cLymNiPFixcnPoukdvLkSbN06VJiKXkUS9Hh5iVLlrgeCgIgKe2Bjz76yNbF52Rv7inApRO+unmung1AMlLfHvXvUUIVuVO9enXTvXt3gjNIapr/6jOofoPIncGDB5u0tDSCM0jqygtvvvmmDVSq/ytyRwGuCxcu2B7dQDK6dOmSvdnLYdy8oc9x+fLl5tixY66HAjixbt06c+jQIeKzeaBw4cJm7Nix9r1HyX4gGelmb0pKij3ogtxp3ry5adasGfFZT5CU9oAe0KqL379/f9dDiU1wRi+n6tENJCM9oNW/R318kHt6IV21apU5fPiw66EACae+guqBrGer+g0idwoVKmTGjx9ve18+ePDA9XCAhNuxY4dJT08n2JtHdDu0VatWBGeQtLRHUU/piRMnuh5KLIwePdomkrRPAZKRnqeqGtCxY0fXQ4kF7fd0yEXxFCAZD+NqTVErgBIlSrgeTmzWlHnz5tlDuYg2oocRpzr4OjWjlyjVx0fu1a9f37Rr147gDJLS/v37zYYNGwj25qGRI0faProq4wUkmzlz5phr167ZKiTIG1qfVcZLN5GAZKP9ufogqx8y8m5NUY/us2fPuh4K4GRN6devn11XkHvqo6t3H32uCqYDyeT69eu26pwO41J5IW8oNqs+ulSJQjLaunWrbdtFfDbvqK+09ieqkItoIykdcYsXL7YBBBaovKXPU5/tqVOnXA8FSCht9tW3R2UxkTfUS0q3BvTZEpxBslFQskuXLvbGAPKGbjU2bNiQw3NIOup7PHnyZNsHWf2QkTfUm1uVLPTZAslEgd7NmzcTS8lj+jx10HnTpk2uhwIk1KxZs8yNGzc4jJuHlNzXmjJz5kxz9epV18MBEkrv+6pg2bNnT9dDiY2yZcuagQMHctDFAySlI05fosya+Mg76luim+e6hQ4kC/Xp0W1eBSdVdg15Ry9SGRkZZv369a6HAiSMSq2tWLGCYG9IwRndQr98+bLr4QAJo77HKrWmG0jIO6VKlTJDhgzhoAuSMpaSlpZmBg8e7HoosdKtWzdTtWpVAr5IOnqO9ujRw1SrVs31UGJl0qRJ5vbt2zYxDSQLzXnd5tUhl2eeecb1cGJFsZQPP/zQtoRCdJGUjjAFZVQHn2Bv3lOvhmHDhlF2CklFfXqURCLYm/c6depkatasScAXSUX9BHXAZdSoUa6HEju6KaoWLuqFCSQLPUNVKUB9kJG3tPfbtWuX2blzp+uhAAnx4MEDu09RGceCBQu6Hk6sqPKCguhTp041t27dcj0cICEOHTpkVq9eTXw2BJUrVza9e/cmloKkonyPDqATn817AwYMsIdyOTwXbSSlI0wnZpQw1YsU8p42k3v37jXbtm1zPRQgIbTJV78e9e1BOMGZ6dOn25JeQNxpf6I1RX0F1V8QeatChQqmb9++BGeQNM6cOWNvShPsDYfWk3LlyrGmIGksX77cnDx5kjUlJAqiq9Tu3LlzXQ8FSAgdcilatKgZMWKE66HEdk1Zt26dOXDggOuhAAmhhKlis/Xq1XM9lNhJSUkxEydOtOv2/fv3XQ8Hj0FSOsIUNFAd/DJlyrgeSizpJF7FihUJziApKGigHkgKzKg0LPKektLXr183s2fPdj0UIHTqI6h+ggR7w6PP9oMPPjCffPKJ66EAoVO/Y5WuU4sR5D21LVIFhnfffdf27gbiTu/4jRo1Mi1btnQ9lFiqXbu2rRRFLAXJ0gZNc33MmDEmNTXV9XBiSZUsn332WdtuDoi7U6dOmcWLFxNLCZE+Wx16XrJkieuh4DFISkfU7t277Q1eFqjwKPCl3iUKgt25c8f1cIBQzZgxw/Ys0ZxHOGrUqGF7rBGcQTLQPFc/Qc15hEM9YNVuhLJTSIbKC2+++aad8yq1hvBuIZ0/f94sXLjQ9VCAUKkc5pw5c+yc5zBueBSrWrZsmTl+/LjroQChWr9+vS3fTZnd8BQpUsSMHTvWvvfoEAAQZ++88449MKo5j3A0b97cNG3alPhshJGUjig9iEuXLm3r4CM82lReunTJzJ8/3/VQgFDpQazqAOrXg3CDMytXrjRHjhxxPRQgNDdv3rS9jvUMVel6hKNQoUJm/Pjx9saAemMCcaU+xzqQy2HccDVp0sTeGiU4g7jTHuXevXu2OgDCM3r0aLtXUXlMIM703KxZs6atDoDwaB94waxBOgAAMfRJREFU9OhR27sbiHsbtOHDh9sD6AiHDiVqTVHv7osXL7oeDrJAJDGCVO9ep2ZU/1518BGeBg0amLZt2xKcQaypL49O9xLsDZ/666qkF2WnEGfqH6iWANwWCJ/W7RMnTpgVK1a4HgoQGu3D1e9YfY8R/pqi3t3nzp1zPRQg1DWlX79+pkKFCq6HEmsqtat3H33eCrIDcaT2XNOnT+cwbgK0b9/e1KlThypRiLUPP/zQ7N27l/hsAiivpsoLU6dOdT0UZIEnagSp3r3q3rNAJYY+Z/VyUE8HII60qVfQQH16EK6iRYvaWwP6zAnOIK4UfOzcubOpVauW66HEXuvWre0BOg7PIa7U31itdHSjMX/+/K6HE3uqvqCbA/rMgTjat2+f+eCDD4ilJIg+508//dR+5kAczZ4929y4ccO88MILroeSNDcbZ86caa5du+Z6OEAo9F5fsWJF06tXL9dDib2yZcvaCsTEUqKJpHQE6cvSrFkzW/8e4VMPBwXB3n33XddDAfKcToXp1q7meeHChV0PJynoRergwYNmw4YNrocC5Dn1DVy+fDnB3gQGZ3QzQ70x1SMTiBv1N1afYyovJIZ6dg8ePJjgDGJLB0PT0tLsPEf4unfvbqpUqcLNRsSWnpea59WrV3c9lKQwadIkc+vWLZuYBuLmzp07ZsqUKfaQyzPPPON6OElB75hbt241e/bscT0UPIKkdMRcuHDB1rsn2Js4emkdOnQoNxsRS+rHo748rCmJoxukemkl4Is4Ut9A9Q8cNWqU66EkDd0g1W1SlQ4E4kbPSvU5Vr9jJIb2hOrjrT9AnDx48MDuU1QRQHsVhE/ljBVcV2lMJZKAODly5IhZtWoVsZQE0iGXnj17EktBLM2fP99cunSJw7gJNGjQIHsol8Nz0UNSOmK0mdfNxgkTJrgeSlLRJjM9Pd1s377d9VCAPKXNvPryqD8PEhec0SZTCSSV+gLiQge3tKaof6BaAiAxKlWqZPr06cOLFGLn7Nmztr8xwd7EUq9dlbNjTUHcrFixwpw4cYI1JcH03nPlyhXz3nvvuR4KkKdUcS41NdWMGDHC9VCSitbwtWvX2upzQJwoltK2bVtTv35910NJGikpKTbHpkOL9+/fdz0cfAlJ6QguUKp3r0ABEqd3796mQoUKnMZDrFy9etWWPdKmXiVgkTi6MaA+SCq5C8SF+gWqbyDB3sTTZ75x40b7+QNxob7G2p/oViMSp0CBArYCwzvvvGOrMABxoXf5Bg0amFatWrkeSlLRAeiOHTsSS0EsD+OOHj3aFC1a1PVwksrw4cNNsWLF7KEAIC5OnTplFi9eTCzFAX3mp0+fNkuXLnU9FHwJSekI0U3dDz/8kAXKAfWUVu8SBcfU4wGIAyWkb9++bec2EqtmzZqma9euBGcQK5rPKqmmvmpILLUZKV68ODcbEbs1ZciQIbakGhJ/s1G9vBctWuR6KECeuHz5sj0MymFcN/S5L1u2zN5UB+Jg/fr1JiMjg/isA0WKFDFjx4617z2qJArEwbvvvmtzD5rbSKwWLVrYVlHEZ6OFpHSE6IGroMzAgQNdDyVpgzMXL140CxYscD0UIE/ogdurVy+bRELi6QV25cqVthcV4Dv1CVSLET0rVaIeiaXemLpNqhsD6pkJ+E79jHft2kWw15GmTZua5557juAMYkNtc3TzX1UAkHi6TVqwYEFbHhOIAz0fa9SoYTp37ux6KElJ+0PFUVTGG4hL5YVhw4aZtLQ018NJOjqsqDVFbUaU90E0EFWMCNW1Vwm1iRMn2nr3SLyGDRuaNm3aEJxBLKj/zrp16wj2OjRq1Ch7ypfgDOJg7ty5tiWAktJwQ+v58ePH7WEXIA6HcdWuqG/fvq6HktRrig7jnjt3zvVQgFzTO7zWk4oVK7oeSlJSNRf13dXvQcF3wGc3btywB104jOtOhw4dTO3atYnPIha2bdtm9uzZQ3zWIeXbdLh/2rRproeCP+LpGhGqa6/69ixQbmnTqTJ2Z86ccT0UIFd0m059eHQSD26o95QS0wq8E5yB7zSPO3XqZIMDcEMH5+rVq0dwBt7TbUYdxtWNRvU3hhuqvqCbA1OmTHE9FCBXPvnkE7Np0yZiKRGIpeh3sWXLFtdDAXJl9uzZ5vr16+aFF15wPRST7Dcb1ZJOvwvA91iKDs317t3b9VCSVrly5cyAAQOIpUQISemI0JdCZdSaN2/ueihJbdy4ceaZZ56xvR4AX6nvjjY96lWim7pwG5w5cOCA2bhxo+uhADmm/oDqE8gt6WgEZxQou3LliuvhADmmA6DqZ8ya4lbp0qXNoEGDCM4gFodxS5QoYXvUw50ePXqYypUrs6bAe4qldOvWzZbvhjuTJk0yN2/etIlpwFd37twxkydPtodxlW+AO3r31MG5vXv3uh4KSEpHg+rZq669vhwKOMKdkiVLmqFDh5o333yTm43w1po1a2z/HW4LuNe1a1dTrVo1gjPwmkrQq0+g+gXCfXBGt0xnzJjheihAjumZqH7GOpALt7RX3LFjh+3vDfhIpRiVlNbh8kKFCrkeTlJTsF03S1V94fbt266HA+SI4ihqlcPBOfeqVq1qD7sQS4HP1CpHeR/WFPd0GFd5Hx08gnskpSNg6tSp9mVK9e0RjeBMenq6DdAAPtKmXSV21YcHbqkHlTaf6luiU76Ab3RAS2uK+gSqXyDcqlSpki37RXAGvlL/YgVnODgXDf379zdlypQhOANvKXl0/Phx1pSI0HuPqrno0gXg62FcVZtTGy64p7Vdly4yMjJcDwXIEb23qw1Xw4YNXQ8l6emixYQJE+w6f//+fdfDSXokpSOyQKmuverbw70+ffqY8uXLE/CFl65du2bLG2nzTuWFaNCNAf1e5syZ43ooQLZt3rzZ9gck2Bsd+l1s2LDB7N+/3/VQgGxT+TrtT9TPGO6pp7fKCarH971791wPB8g2vbPXr1/fBnzhXt26de3BaGIp8PkwrhLSRYsWdT0cGGOGDx9uihUrZitiAL45ffq0bVtELCU69Ls4deqUbU8Ht0hKO7Znzx6zdetWFqgIyZ8/vy2Pqb7S6v0A+EQJ6Vu3btk5jGioVauW6dKlC8EZeEnztkqVKqZ79+6uh4I/UpsR3VrnZiN8XVMGDx5s+xkjGvQeqhvsCpoBPtGN3NmzZ3MYN2L0+1i6dKk5ceKE66EA2aJDnwcPHiQ+GyGpqalmzJgx9r3n4cOHrocDZIvyCmptoRYjiAa1kGrcuDHx2QggKe2YHqylSpWyde0RrbJT6vnw/vvvux4KkC16sPbs2dP230F06MV2xYoV5tixY66HAgSmAy5qMaLb/nqZQjQULlzYvthqD6n2L4Av1Ld4586dBHsjRr29W7RowUEXeGf69Onm7t279rY/okMJpJSUFFuBAfAtllK9enV7oBzRoX3j4cOHzbp161wPBch25YVhw4aZtLQ018PBH+kQo9YUtRm5dOmS6+EkNZLSDql+vTbqqmevTTuio1GjRqZVq1YEZ+AV9dlZu3atPVSBaFEJMCWS1LsE8MW8efPsLSTWlOjR70Q9NFetWuV6KEBg2lerf3G/fv1cDwVZrCnz588358+fdz0UIDAFe9V6q1KlSq6Hgi9RNReV3NWar6A84IObN2/agy56HubLR6g8Sjp27Girz3GzET7ZsWOHSU9P5zBuBE2cONHm5KZNm+Z6KEmNJ61Dql+vOvYEe6NJDw7dlD5z5ozroQCBqM+O+u0oCIBo0e9l5MiR9kWK4Ax8ofmqvoB16tRxPRQ8ol27drZvI4fn4Av1K9ZhXN1oVB9jRIsOSWt/MmXKFNdDAQLZv3+/2bhxI8HeiNLv5eOPP7at6gAfzJkzx1y7ds1WiEL0bjYqbj5jxgxz/fp118MBAsdSypcvb3r37u16KHiEfi86JM1BF7dISjukya869qpnj+hRaUyVK508ebLroQBPpf46Sk6oXJr67iCawRkF0DZt2uR6KMBTqQ+g+gES7I122alZs2aZq1evuh4O8FTqV6y+xawp0aQb7GonRXAGvtB7j27kDh061PVQkAW1k9INdtYU+EJzVWW7a9as6XooyIIOC9y4ccO++wBRd+fOHdtPetKkSSZ//vyuh4Ms6J108+bN9gAd3CAp7Yjq1s+dO9d+CRRYRPSo1/eQIUPMm2++yc1GRJ7KdqvPDsHe6OrWrZvt9U1wBj7QjUa1FtFBF0STXnJv375tbw0AUadnn/oWq38xokl7yO3bt5uPPvrI9VCAJ3rw4IFNSusQeaFChVwPB1nQ4X4lkVR9QXsVIMqOHj1qVqxYQSwlwqpVq2Z69OhBLAVeUNXVixcvUhk3wgYPHmx7fVN5zh2S0o5MnTrVvkypjj2iS5vS3bt3m507d7oeCvBE2pyrz4767SCa1JtKm1L1LVHPKiCqdBBLa8qIESPsLSREU+XKlW05MIIziDrdkFa/YoK90TZgwAB7Y5rgDKJu1apV5vjx46wpEaf3nsuXL5t58+a5HgrwRG+//bYpXLiwGTVqlOuh4Am05q9evdocOnTI9VCAJ9L7eevWrU2jRo1cDwWPUbBgQdu+SOu/8nNIPJLSDheo/v372zr2iK6+ffuacuXKEfBFpKmvzsyZM6m84ElwRqV2VSkDiKotW7aYffv2Eez1gH5H69evNwcOHHA9FOCxdFNO+xO9+CO61OtbB6ZVKUM9wIGo0rt5vXr1TNu2bV0PBU+g31H79u2JpcCLw7hKSBcrVsz1cPAEOjBdtGhR84c//MH1UIDHOnPmjFm4cCGxFA/od3Ty5EmzbNky10NJSiSlHVC9egV8WaCiT70fVB5TvSDu3r3rejhAlpSQ1s1blUhDtOk2e+fOnQnOINI0P3ULVyXSEG3Dhg0zzz77LDcbEfk1Rf2KS5cu7XooeAq9n549e9YsXrzY9VCALOlw5+zZszmM6wn9npYsWWKDvkAUbdy40R7uJD4bfampqba1lN57Hj586Ho4QJaUP1ALC7UYQbS1bNnS3mYnPusGSWkH9AAtWbKkDc7Aj5uNFy5csCedgKiuKd27d7f9ihF9euFdvny5LTsIRI36/qnFiA656GUK0aZSg2PHjrU3BgjOIIrUn3jHjh30VPNEs2bN7B8OuiCqZsyYYe7cuWMPjiP6lEBSFQYF6YEo0vNO/Yq7du3qeigIGEtR+W5VigKiWnlh6NChNu+DaNPhRq0pqmSpdiNILJLSCXL+/Hn7T9WpV7368ePH2/r1iL7GjRvb0zOZJ2cU9FWSGnBF68jFixftv2tDrr46nOz1h0qDFSpUyD4L5NatW7YEO+AyEX3t2jX77+r7pw05lRf8ofX/6NGj9lkgV65coboLnN9kVNIoM9irPsXqVwx/1hQ9CzLfd/RPDr3AdSxFgV7RO3mvXr1MpUqVXA8LAZQoUcIMHz7c/t4yf4eZsTHABc3DzDmoanPTpk2z7z358hEe90GnTp1MzZo1v4jPqt0IySS4dP/+/S/m4M6dO83u3bs5jOsRtS7SOqJngdy4ccM+GxA+nroJoECh+hJ/8skntk69SheRQPKLfl/vv/++LWenvnhNmjRxPSQksTlz5pi6devaAKFux6mvjvrrwA8qtTty5MgvgjM//OEPue0Bp1555RV721Y0L9X/T30A4Qf9vurUqfNFcKZPnz7mF7/4hethIYmpGtS//Mu/2Bd89SfWy75uysEP6v2t/YneeXRoTjfI1qxZ43pYSOJgr+agSsqrxK5uxxFL8Yt+X3v37jUffvih2bx5s6lQoYI9QAe4sGvXLlOxYkVz+vRpeztOB+lIIPl1s1G/r+nTp9s9ym9+8xvbHg1w5X//939N69at7b/rfVz5n759+7oeFgLSnqRfv35fxFL+/M//3Hz3u991PaykQFI6ARSEUfLo008/tZNc9ep181bJak6dR5tujul2gG62a/MzefJk+0KlXtOAK5p/mpc6JKEbSCqLVqRIEXPkyBHXQ8NT6HemU3cKzuiZ8MEHH7CmwDnNv48//tgemlPfP81P3bSl/1/0qQ2AqmfodzZz5kwbWGNNQVTWFCWR9NzT/MzcUyPatJcsW7asGThwoH1v1fuqbgywpsCVzFYiWlP03qPDncOGDTNnzpyx1YYQXTqYdOLECXuzXUlArSn6PeqggapGAS7oeaa5efDgQTsnldCsVauWff5l3uZHNOk2amZFL+1NZs+ezXsPnNP806E5HZJQqwpdOFHlBe2hEW06nKSqgXpXVWx23759rCkJRFI6AfRir5ep/fv325N4muxvvPGGqV69ulm1apXr4eEJXnvtNbtB1cI0ZMgQu2nVi1XlypVdDw1JLLNc3YIFC2z5bm16/vIv/9KWMeLUebR961vfsoeSateubapUqfLFmkIJQrik+acEtErKp6Sk2JO9CiDqD6JLgbNWrVrZ4Pzo0aPtC5V+h3ohZk2BS5p/erbpGde8eXPb+1ztcL73ve+5HhqeQAF5vZ/+3d/9nb2FtG3bti96NrKmwBUdDNf80yEsJaXHjRtnb+7XqFGD3uceVPfS72nWrFk2iaTqC1pnSpcuTSs7OJP5PNON6eXLl9v47L/927/Z559K7yK6/umf/slW81Jiunv37sRSEAmZ+QElpHUAVxWHnn/+edOgQQN7AAbRpRhKx44dTbt27UxaWprdV7KmJA5J6QRQQlrlALTh0anQS5cumZdeesl8+9vftg9SRNd3vvMdG0zr3bu3LdmtjasS1CxQcClz/k2dOtW+6Ktk0W9/+1vzu9/9zhQvXtz18PAE//7v/25vdXTp0sWWN9XvkE0PXNP8081olZ7q37+/7f2nXkg6QIdoB+r14qQDjn/2Z39munbtat588037/8aaApc0/44dO2bmz59vD7eo/19qaqr5x3/8R9dDwxOoRLL2KT/72c/MokWLTKlSpewtJNEtR8DlmrJjxw67rij4q8PiWlsouRtt2k8q4KuDBDqcpDjYxo0b2aPAeZ9zzUe159ON/T179pgf/OAH5sc//rGN/SG6fvSjH5mqVauabt26mQ4dOth3IF3SYE2BS5nzTy2LWrRoYdcSHcZSq0XaF0Xb66+/buOxyvkoPqvYiqp8saYkxjc+oz5JQujUhcrDqNxURkaG+fu//3vz6quv2oAiok0JJPXaVHBGATUdMtDN1P/8z/90PTQkKZVq1elyzUUFEHXiXCfP6Svth8xNj8oOXrx48YtTlTpRCbiwZcsW07ZtW/vvCvbqRO/SpUtN06ZNXQ8NAWzatMkMGDDABtkOHz5s/5tKiKnSC+Cq0tDLL79s/13tRerXr28WLlxob8ch+n7/+9/byi6q6qI9i4L258+fdz0sJDHdONK+RLGTc+fO2T71mqcEe6NP7erUm/FXv/qVrRJ1584dW+VFCUHAlTp16tjnWpkyZWxFy1/84hdf7FsQbWpVNHToUNufXukMldn9/ve/b2PsgAs6cFWyZElbsluXhlQSWpVCFPND9Cluot+Vcj+K0YpaUNEXPHzclE4QJaO16VFC+j/+4z/MP/zDP5CQ9oROUeqUk/pKqzSykkjlypVzPSwkMSWjtaboZqOChXqpJyHtD526W7t2rU0YZT4HOIkHl748/xTg3bBhAwlpj7Rv396WMv1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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualisierung eines einzelnen Entscheidungsbaums aus dem Random Forest\n", + "plt.figure(figsize=(25, 12))\n", + "tree_to_plot = rf_model.estimators_[0] # Ersten Baum aus dem Forest auswählen\n", + "plot_tree(tree_to_plot, \n", + " feature_names=X_train.columns,\n", + " class_names=['<=50K', '>50K'],\n", + " filled=True,\n", + " rounded=True,\n", + " fontsize=10,\n", + " max_depth=3)\n", + "plt.savefig('output/Random_Forest_Tree_Example.png', dpi=300)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Random Forest Feature Importance" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Visualisierung Feature Importance vom Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:18:54.946339Z", + "start_time": "2025-03-20T12:18:52.770982Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Feature Importance\n", + "feature_importance = pd.DataFrame({\n", + " 'Feature': X_train.columns,\n", + " 'Importance': rf_model.feature_importances_\n", + "}).sort_values('Importance', ascending=False)\n", + "\n", + "plt.figure(figsize=(12, 8))\n", + "sns.barplot(x='Importance', y='Feature', data=feature_importance.head(15))\n", + "plt.title('Feature Importance')\n", + "plt.tight_layout()\n", + "plt.savefig('output/Feature_Importance.png', dpi=300)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Hyperparameter-Tuning" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Evaluation optimaler Hyperparameter\n", + "\n", + "1. Durch ausprobieren verschiedener Parameter aus *param_grid*\n", + "2. Random Forest mit besten Parametern in *best_rf_model* speichern" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:21:30.012732Z", + "start_time": "2025-03-20T12:18:54.965340Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Beste Parameter:\n", + "{'max_depth': None, 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 100}\n", + "\n", + "Bestes Modell:\n", + "Accuracy: 0.8595\n", + "Precision: 0.7585\n", + "Recall: 0.6110\n", + "F1 Score: 0.6768\n" + ] + } + ], + "source": [ + "# Hyperparameter-Grid definieren\n", + "param_grid = {\n", + " 'n_estimators': [50, 100],\n", + " 'max_depth': [None, 10, 20],\n", + " 'min_samples_split': [2, 5],\n", + " 'min_samples_leaf': [1, 2]\n", + "}\n", + "\n", + "# GridSearchCV\n", + "grid_search = GridSearchCV(RandomForestClassifier(random_state=42), param_grid, cv=3, scoring='accuracy')\n", + "grid_search.fit(X_train, y_train)\n", + "\n", + "# Beste Parameter\n", + "print(\"Beste Parameter:\")\n", + "print(grid_search.best_params_)\n", + "\n", + "# Bestes Modell\n", + "best_rf_model = grid_search.best_estimator_\n", + "\n", + "# Vorhersagen mit dem besten Modell\n", + "y_pred_best = best_rf_model.predict(X_test)\n", + "\n", + "# Modellgüte evaluieren\n", + "accuracy_best = accuracy_score(y_test, y_pred_best)\n", + "precision_best = precision_score(y_test, y_pred_best)\n", + "recall_best = recall_score(y_test, y_pred_best)\n", + "f1_best = f1_score(y_test, y_pred_best)\n", + "\n", + "print(f\"\\nBestes Modell:\")\n", + "print(f\"Accuracy: {accuracy_best:.4f}\")\n", + "print(f\"Precision: {precision_best:.4f}\")\n", + "print(f\"Recall: {recall_best:.4f}\")\n", + "print(f\"F1 Score: {f1_best:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. LIME für Erklärbarkeit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Initialisierung des LimeExplainer \n", + "\n", + "1. Initialisieren des LimeExplainer mit Trainingsdaten\n", + "2. Auswahl eines zufälligen Datenbeispiels" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:21:34.627276Z", + "start_time": "2025-03-20T12:21:30.211876Z" + } + }, + "outputs": [], + "source": [ + "# LIME für Erklärbarkeit\n", + "from lime import lime_tabular\n", + "import random\n", + "\n", + "# Erstelle einen LIME-Erklärer\n", + "lime_explainer = lime_tabular.LimeTabularExplainer(\n", + " X_train.values,\n", + " feature_names=X_train.columns,\n", + " class_names=['<=50K', '>50K'],\n", + " mode='classification',\n", + " random_state=42\n", + ")\n", + "\n", + "# Wähle ein zufälliges Beispiel aus den Testdaten\n", + "random_idx = random.randint(0, len(X_test) - 1)\n", + "instance_df = X_test.iloc[random_idx:random_idx+1]\n", + "instance = instance_df.values[0] # Für LIME benötigen wir das Array\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### LIME-Erklärung erstellen für Datenbeispiel\n", + "\n", + "1. Berechnung der LIME-Erklärung\n", + "2. Ausgabe der Resultierenden Feature Importance" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:21:35.766182Z", + "start_time": "2025-03-20T12:21:34.636343Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/nick.starzmann/.pyenv/versions/3.10.13/lib/python3.10/site-packages/sklearn/utils/validation.py:2739: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "LIME Feature-Wichtigkeiten Analyse:\n", + "--------------------------------------------------\n", + "Random Forest Vorhersage für diese Instanz: 0.2749\n", + "\n", + "Feature-Einflüsse:\n", + "capital.gain > 0.00: +0.4438\n", + "native.country_Greece <= 0.00: +0.1138\n", + "education.num > 12.00: +0.1044\n", + "marital.status_Married-civ-spouse <= 0.00: -0.0963\n", + "capital.loss <= 0.00: -0.0891\n", + "native.country_Thailand <= 0.00: -0.0723\n", + "native.country_Haiti <= 0.00: -0.0699\n", + "relationship_Husband <= 0.00: -0.0684\n", + "native.country_Iran <= 0.00: -0.0679\n", + "relationship_Wife <= 0.00: -0.0665\n", + "native.country_Poland <= 0.00: -0.0627\n", + "education_Prof-school <= 0.00: -0.0619\n", + "occupation_Exec-managerial <= 0.00: -0.0614\n", + "education_Doctorate <= 0.00: -0.0614\n", + "native.country_El-Salvador <= 0.00: -0.0571\n", + "native.country_Italy <= 0.00: +0.0560\n", + "native.country_Cambodia <= 0.00: -0.0537\n", + "education_Masters <= 0.00: -0.0524\n", + "marital.status_Married-AF-spouse <= 0.00: +0.0376\n", + "native.country_Ecuador <= 0.00: -0.0372\n" + ] + } + ], + "source": [ + "# Erkläre die Vorhersage mit LIME\n", + "\n", + "def analyze_lime_feature_importance(instance, rf_model, lime_explainer, num_features=5):\n", + " \"\"\"\n", + " Analysiert die Feature-Wichtigkeiten der LIME-Erklärung.\n", + " \"\"\"\n", + " # LIME-Erklärung generieren\n", + " exp = lime_explainer.explain_instance(\n", + " instance,\n", + " rf_model.predict_proba,\n", + " num_features=num_features\n", + " )\n", + " \n", + " # Random Forest Vorhersage (nur zur Information)\n", + " feature_names = rf_model.feature_names_in_\n", + " instance_df = pd.DataFrame([instance], columns=feature_names)\n", + " rf_prediction = rf_model.predict_proba(instance_df)[0, 1]\n", + " \n", + " # Feature-Wichtigkeiten aus LIME extrahieren\n", + " feature_importance = exp.as_list()\n", + " \n", + " # Visualisierung der Feature-Wichtigkeiten\n", + " plt.figure(figsize=(10, 6))\n", + " \n", + " # Features und ihre Wichtigkeiten trennen\n", + " features, importances = zip(*feature_importance)\n", + " \n", + " # Balkendiagramm erstellen\n", + " colors = ['red' if imp < 0 else 'green' for imp in importances]\n", + " y_pos = np.arange(len(features))\n", + " \n", + " plt.barh(y_pos, importances, color=colors)\n", + " plt.yticks(y_pos, features)\n", + " \n", + " plt.xlabel('Feature-Einfluss')\n", + " plt.title('LIME Feature-Wichtigkeiten')\n", + " \n", + " # Vertikale Linie bei 0 für bessere Lesbarkeit\n", + " plt.axvline(x=0, color='black', linestyle='-', alpha=0.3)\n", + " \n", + " plt.grid(alpha=0.3)\n", + " plt.tight_layout()\n", + " plt.savefig('output/lime_feature_importance.png', dpi=300)\n", + " plt.show()\n", + " \n", + " # Ausgabe der Ergebnisse\n", + " print(\"\\nLIME Feature-Wichtigkeiten Analyse:\")\n", + " print(\"-\" * 50)\n", + " print(f\"Random Forest Vorhersage für diese Instanz: {rf_prediction:.4f}\")\n", + " print(\"\\nFeature-Einflüsse:\")\n", + " for feature, importance in feature_importance:\n", + " print(f\"{feature}: {importance:+.4f}\")\n", + " \n", + " return {\n", + " 'rf_prediction': rf_prediction,\n", + " 'feature_importance': dict(feature_importance)\n", + " }\n", + "\n", + "# Analysiere wie gut LIME die RF-Vorhersage erklärt\n", + "importance_analysis = analyze_lime_feature_importance(\n", + " instance=instance,\n", + " rf_model=best_rf_model,\n", + " lime_explainer=lime_explainer,\n", + " num_features=20\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Visualisierung des Einfluss einzelner Features auf die Vorhersage\n", + "\n", + "Berechnung der Feature Importance für Veränderte Werte um nachzuvollziehen, wie diese die Vorhersage beeinflussen.\n", + "\n", + "Es fehlt:\n", + "\n", + "- Zufälligkeit der Störungen/Perturbationen/Variationen,\n", + "- Gewichtung nach Nähe zum ursprünglichen Wert,\n", + "- Lineare Modellanpassung,\n", + "- Perbutation mehrerer Features zeitgleich" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Wählen wir zwei Features zur Variation:\n", + "less_important_feature_education = \"education.num\"\n", + "less_important_feature_fnlwgt = \"fnlwgt\" \n", + "\n", + "# Festlegen derRange für die Variation der zwei Features\n", + "education_range = np.linspace(instance_df[less_important_feature_education].values[0] - 10, instance_df[less_important_feature_education].values[0] + 10, 50)\n", + "fnlwgt_range = np.linspace(instance_df[less_important_feature_fnlwgt].values[0] - 100000, instance_df[less_important_feature_fnlwgt].values[0] + 100000, 50)\n", + "\n", + "# Erstellen von Instanzen für LIME\n", + "instances_education = pd.DataFrame([instance] * len(education_range), columns=X_train.columns)\n", + "instances_fnlwgt = pd.DataFrame([instance] * len(fnlwgt_range), columns=X_train.columns)\n", + "\n", + "# Ändern der Feature-Werte in den Instanzen\n", + "instances_education[less_important_feature_education] = education_range\n", + "instances_fnlwgt[less_important_feature_fnlwgt] = fnlwgt_range\n", + "\n", + "# Vorhersagen mit dem Modell (Wahrscheinlichkeiten)\n", + "instances_education[\"prediction\"] = best_rf_model.predict_proba(instances_education)[:, 1]\n", + "instances_fnlwgt[\"prediction\"] = best_rf_model.predict_proba(instances_fnlwgt)[:, 1]\n", + "\n", + "# Bestimmen der y-Achsen-Grenzen (min/max für alle Vorhersagen)\n", + "y_min = min(instances_education[\"prediction\"].min(), instances_fnlwgt[\"prediction\"].min())\n", + "y_max = max(instances_education[\"prediction\"].max(), instances_fnlwgt[\"prediction\"].max())\n", + "\n", + "# Visualisierung der Variation von 'education-num' (moderater Einfluss)\n", + "plt.figure(figsize=(8,5))\n", + "plt.plot(education_range, instances_education[\"prediction\"], label=\"Moderater Einfluss auf die Vorhersage\", color='green')\n", + "plt.axvline(instance_df[less_important_feature_education].values[0], color=\"red\", linestyle=\"dashed\", label=\"Originalwert\")\n", + "plt.xlabel(\"Bildungsniveau (education-num)\")\n", + "plt.ylabel(\"Vorhersage (0 = <=50K, 1 = >50K)\")\n", + "plt.title(f\"Einfluss von {less_important_feature_education} auf die Vorhersage\")\n", + "plt.ylim([y_min, y_max]) # Einheitliche y-Achse\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "# Visualisierung der Variation von 'fnlwgt' (wenig Einfluss)\n", + "plt.figure(figsize=(8,5))\n", + "plt.plot(fnlwgt_range, instances_fnlwgt[\"prediction\"], label=\"Wenig Einfluss auf die Vorhersage\", color='orange')\n", + "plt.axvline(instance_df[less_important_feature_fnlwgt].values[0], color=\"red\", linestyle=\"dashed\", label=\"Originalwert\")\n", + "plt.xlabel(\"Finales Gewicht (fnlwgt)\")\n", + "plt.ylabel(\"Vorhersage (0 = <=50K, 1 = >50K)\")\n", + "plt.title(f\"Einfluss von {less_important_feature_fnlwgt} auf die Vorhersage\")\n", + "plt.ylim([y_min, y_max]) # Einheitliche y-Achse\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Approximation der LIME-Funktionswiese \"von Hand\"\n", + "\n", + "Manuelle Perbutation und lineare Regression zur Berechnung des Einflusses der Features\n", + "\n", + "Ergänzt:\n", + "- Zufälligkeit der Störungen/Perturbationen/Variationen,\n", + "- Gewichtung nach Nähe zum ursprünglichen Wert,\n", + "- Lineare Modellanpassung,\n", + "- Perbutation mehrerer Features zeitgleich" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics.pairwise import euclidean_distances\n", + "\n", + "# Anzahl der zu erzeugenden Perturbationen\n", + "num_samples = 500 \n", + "\n", + "# Die Originalinstanz, die wir erklären wollen\n", + "original_instance = instance_df.iloc[0].copy()\n", + "\n", + "# Erstelle perturbierte Instanzen durch zufällige Variation aller Features\n", + "perturbed_instances = pd.DataFrame(\n", + " np.random.normal(loc=original_instance, scale=1.0, size=(num_samples, len(original_instance))),\n", + " columns=original_instance.index\n", + ")\n", + "\n", + "# Vorhersagen für die perturbierten Instanzen mit dem Random-Forest-Modell\n", + "perturbed_instances[\"prediction\"] = best_rf_model.predict_proba(perturbed_instances)[:, 1]\n", + "\n", + "# Berechnung der Gewichte nach Distanz zur Originalinstanz\n", + "distances = euclidean_distances(perturbed_instances.drop(columns=[\"prediction\"]), [original_instance])\n", + "kernel_width = np.sqrt(len(original_instance)) # Kernel-Bandbreite\n", + "weights = np.exp(- (distances ** 2) / (2 * (kernel_width ** 2)))\n", + "\n", + "# Gewichtete lokale lineare Regression zum Erklären der Vorhersage\n", + "lin_reg = LinearRegression()\n", + "lin_reg.fit(perturbed_instances.drop(columns=[\"prediction\"]), perturbed_instances[\"prediction\"], sample_weight=weights.flatten())\n", + "\n", + "# Anzeige der Feature-Wichtigkeiten\n", + "feature_importances = pd.Series(lin_reg.coef_, index=original_instance.index).sort_values(key=abs, ascending=False)\n", + "\n", + "# Visualisierung der wichtigsten Features\n", + "plt.figure(figsize=(8, 5))\n", + "feature_importances[:10].plot(kind=\"barh\", color=\"skyblue\")\n", + "plt.xlabel(\"Einfluss auf die Vorhersage\")\n", + "plt.title(\"Erklärungsmodell (Nachbildung von LIME)\")\n", + "plt.gca().invert_yaxis()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Berechnung Konsistenz LIME Erklärungen\n", + "\n", + "1. Berechnung von 100 Erklärungen auf *gleichem Datenpunkt*\n", + "2. Varianz der resultierenden Feature Importance Werte berechnen" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Varianz der Feature-Wichtigkeiten:\n", + "capital.gain > 0.00: 0.000075\n", + "education.num > 12.00: 0.000010\n", + "capital.loss <= 0.00: 0.000015\n", + "marital.status_Married-civ-spouse <= 0.00: 0.000009\n", + "education_Preschool <= 0.00: 0.000000\n", + "education_Doctorate <= 0.00: 0.000012\n", + "relationship_Wife <= 0.00: 0.000009\n", + "relationship_Husband <= 0.00: 0.000003\n", + "education_Prof-school <= 0.00: 0.000071\n", + "native.country_Hong <= 0.00: 0.003236\n", + "marital.status_Married-AF-spouse <= 0.00: 0.000000\n", + "native.country_Ecuador <= 0.00: 0.002583\n", + "education_Masters <= 0.00: 0.000009\n", + "occupation_Exec-managerial <= 0.00: 0.000006\n", + "native.country_South <= 0.00: 0.002072\n", + "native.country_El-Salvador <= 0.00: 0.001839\n", + "native.country_Laos <= 0.00: 0.001499\n", + "native.country_Peru <= 0.00: 0.001286\n", + "native.country_Thailand <= 0.00: 0.000615\n", + "native.country_Yugoslavia <= 0.00: 0.000134\n" + ] + } + ], + "source": [ + "def predict_fn(x):\n", + " # Konvertiere das NumPy-Array zurück in ein DataFrame mit den richtigen Feature-Namen\n", + " df = pd.DataFrame(x, columns=X_train.columns)\n", + " return best_rf_model.predict_proba(df)\n", + "\n", + "# Speichere mehrere Erklärungen\n", + "explanations = []\n", + "for i in range(100):\n", + " exp = lime_explainer.explain_instance(\n", + " instance, \n", + " predict_fn,\n", + " num_features=20\n", + " )\n", + " explanations.append(exp.as_list())\n", + "\n", + "# Berechne die Varianz der Feature-Wichtigkeiten\n", + "feature_variances = {}\n", + "for i in range(len(explanations[0])):\n", + " feature = explanations[0][i][0]\n", + " values = [exp[i][1] for exp in explanations if len(exp) > i and exp[i][0] == feature]\n", + " feature_variances[feature] = np.var(values)\n", + "\n", + "print(\"Varianz der Feature-Wichtigkeiten:\")\n", + "for feature, variance in feature_variances.items():\n", + " print(f\"{feature}: {variance:.6f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ausgabe der 5 Features mit höchster Varianz als Diagramm" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Erstelle nur das farbcodierte Stabilitätsdiagramm für die Top-5 Features\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from matplotlib.patches import Patch\n", + "\n", + "# Anzahl der anzuzeigenden Features (Top-N mit höchster Varianz)\n", + "num_features_to_show = 5 # Top-5 Features\n", + "\n", + "# Sortiere die Features nach Varianz (absteigend)\n", + "sorted_features = sorted(feature_variances.items(), key=lambda x: x[1], reverse=True)\n", + "# Beschränke auf die Top-N Features\n", + "sorted_features = sorted_features[:num_features_to_show]\n", + "features = [item[0] for item in sorted_features]\n", + "variances = [item[1] for item in sorted_features]\n", + "\n", + "# Definiere Schwellenwerte für die Farbkodierung\n", + "low_threshold = 0.0001\n", + "medium_threshold = 0.001\n", + "\n", + "# Farbkodierung basierend auf Varianzwerten\n", + "colors = []\n", + "for v in variances:\n", + " if v < low_threshold:\n", + " colors.append('green') # Niedrige Varianz - sehr stabil\n", + " elif v < medium_threshold:\n", + " colors.append('orange') # Mittlere Varianz - mäßig stabil\n", + " else:\n", + " colors.append('red') # Hohe Varianz - instabil\n", + "\n", + "# Erstelle das Balkendiagramm mit Farbkodierung\n", + "plt.figure(figsize=(10, 6))\n", + "bars = plt.barh(features, variances, color=colors)\n", + "\n", + "# Füge Werte am Ende der Balken hinzu\n", + "for i, v in enumerate(variances):\n", + " plt.text(v + 0.00001, i, f\"{v:.6f}\", va='center')\n", + "\n", + "# Füge eine Legende hinzu\n", + "legend_elements = [\n", + " Patch(facecolor='green', label='Sehr stabil (< 0.0001)'),\n", + " Patch(facecolor='orange', label='Mäßig stabil (< 0.001)'),\n", + " Patch(facecolor='red', label='Instabil (≥ 0.001)')\n", + "]\n", + "plt.legend(handles=legend_elements, loc='lower right')\n", + "\n", + "plt.xlabel('Varianz')\n", + "plt.title('Stabilität der Top-5 LIME-Features')\n", + "plt.grid(axis='x', linestyle='--', alpha=0.7)\n", + "plt.tight_layout()\n", + "\n", + "# Speichere die Abbildung\n", + "plt.savefig('output/Lime_Varianz_Features.png', dpi=300)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 8. Regelbasierte Erklärungen" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Initialisierung DecisionTreeClassifier\n", + "\n", + "**Vorghehen**\n", + "1. DecisionTreeClassifier mit **Trainingsdaten** und **Vorhersagen von RF** erstellen (**Da Globales Verfahren ganze Daten und Vorhersagen**)\n", + "2. Genauigkeit berechnen\n", + "\n", + "**Ziel: Random Forest nachbilden**\n", + "- Random Forest nachbilden\n", + "- Je näher, desto besser kann der RF vom Surrogate-Modell erklärt werden\n", + "\n", + "**Genauigkeit**\n", + "- Wie nah sind die Vorhersagen des Surrogate-Modell an denen des Random Forest\n", + "- Berechnung: Mittelwert über alle Vorhersagen, ob sie gleich sind" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Genauigkeit des Surrogate-Modells: 0.9070\n" + ] + } + ], + "source": [ + "from sklearn.tree import DecisionTreeClassifier, export_text\n", + "\n", + "# Random Forest-Vorhersagen verwenden als Ziel\n", + "rf_predictions = rf_model.predict(X_train)\n", + "\n", + "# Einfachen Entscheidungsbaum auf die Vorhersagen des Random Forests trainieren\n", + "surrogate_tree = DecisionTreeClassifier(max_depth=5)\n", + "surrogate_tree.fit(X_train, rf_predictions)\n", + "\n", + "# Evaluieren, wie gut der Baum den Random Forest approximiert\n", + "surrogate_predictions = surrogate_tree.predict(X_test)\n", + "rf_test_predictions = rf_model.predict(X_test)\n", + "surrogate_accuracy = np.mean(surrogate_predictions == rf_test_predictions)\n", + "print(f\"Genauigkeit des Surrogate-Modells: {surrogate_accuracy:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ausgabe eines generierten DecisionTree" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "|--- marital.status_Married-civ-spouse <= 0.50\n", + "| |--- capital.gain <= 7073.50\n", + "| | |--- education.num <= 12.50\n", + "| | | |--- capital.loss <= 2218.50\n", + "| | | | |--- hours.per.week <= 40.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | | | |--- hours.per.week > 40.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | | |--- capital.loss > 2218.50\n", + "| | | | |--- fnlwgt <= 125450.50\n", + "| | | | | |--- Einkommen > 50K\n", + "| | | | |--- fnlwgt > 125450.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | |--- education.num > 12.50\n", + "| | | |--- hours.per.week <= 43.50\n", + "| | | | |--- capital.loss <= 2365.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | | | |--- capital.loss > 2365.50\n", + "| | | | | |--- Einkommen > 50K\n", + "| | | |--- hours.per.week > 43.50\n", + "| | | | |--- age <= 27.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | | | |--- age > 27.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| |--- capital.gain > 7073.50\n", + "| | |--- age <= 21.00\n", + "| | | |--- Einkommen ≤ 50K\n", + "| | |--- age > 21.00\n", + "| | | |--- capital.gain <= 8296.00\n", + "| | | | |--- capital.gain <= 7436.50\n", + "| | | | | |--- Einkommen > 50K\n", + "| | | | |--- capital.gain > 7436.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | | |--- capital.gain > 8296.00\n", + "| | | | |--- capital.gain <= 30961.50\n", + "| | | | | |--- Einkommen > 50K\n", + "| | | | |--- capital.gain > 30961.50\n", + "| | | | | |--- Einkommen > 50K\n", + "|--- marital.status_Married-civ-spouse > 0.50\n", + "| |--- education.num <= 12.50\n", + "| | |--- capital.gain <= 5095.50\n", + "| | | |--- education.num <= 7.50\n", + "| | | | |--- capital.loss <= 1791.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | | | |--- capital.loss > 1791.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | | |--- education.num > 7.50\n", + "| | | | |--- capital.loss <= 1782.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | | | |--- capital.loss > 1782.50\n", + "| | | | | |--- Einkommen > 50K\n", + "| | |--- capital.gain > 5095.50\n", + "| | | |--- age <= 60.50\n", + "| | | | |--- education.num <= 1.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | | | |--- education.num > 1.50\n", + "| | | | | |--- Einkommen > 50K\n", + "| | | |--- age > 60.50\n", + "| | | | |--- hours.per.week <= 8.00\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | | | |--- hours.per.week > 8.00\n", + "| | | | | |--- Einkommen > 50K\n", + "| |--- education.num > 12.50\n", + "| | |--- capital.gain <= 5095.50\n", + "| | | |--- capital.loss <= 1794.00\n", + "| | | | |--- hours.per.week <= 34.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | | | |--- hours.per.week > 34.50\n", + "| | | | | |--- Einkommen > 50K\n", + "| | | |--- capital.loss > 1794.00\n", + "| | | | |--- native.country_Iran <= 0.50\n", + "| | | | | |--- Einkommen > 50K\n", + "| | | | |--- native.country_Iran > 0.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "| | |--- capital.gain > 5095.50\n", + "| | | |--- age <= 85.00\n", + "| | | | |--- occupation_Farming-fishing <= 0.50\n", + "| | | | | |--- Einkommen > 50K\n", + "| | | | |--- occupation_Farming-fishing > 0.50\n", + "| | | | | |--- Einkommen > 50K\n", + "| | | |--- age > 85.00\n", + "| | | | |--- workclass_Self-emp-not-inc <= 0.50\n", + "| | | | | |--- Einkommen > 50K\n", + "| | | | |--- workclass_Self-emp-not-inc > 0.50\n", + "| | | | | |--- Einkommen ≤ 50K\n", + "\n" + ] + } + ], + "source": [ + "# Formatierte Regeln anzeigen\n", + "def format_rules(tree_rules):\n", + " \"\"\"Formatiert die Baumregeln mit menschenlesbaren Klassennamen\"\"\"\n", + " # Ersetze 'class: 0' durch 'Einkommen ≤ 50K'\n", + " formatted_rules = tree_rules.replace('class: 0', 'Einkommen ≤ 50K')\n", + " # Ersetze 'class: 1' durch 'Einkommen > 50K'\n", + " formatted_rules = formatted_rules.replace('class: 1', 'Einkommen > 50K')\n", + " return formatted_rules\n", + "\n", + "# Regeln aus dem Surrogate-Baum extrahieren\n", + "tree_rules = export_text(surrogate_tree, feature_names=X_train.columns.tolist())\n", + "#print(tree_rules)\n", + "print(format_rules(tree_rules))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Extraktion einer \"WENN, DANN\" - Regel aus DecisionTrees" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Einzelne Regel aus dem Surrogate-Modell:\n", + "WENN marital.status_Married-civ-spouse ≤ 0.50 UND capital.gain ≤ 7073.50 UND education.num ≤ 12.50 UND capital.loss > 2218.50 UND fnlwgt ≤ 125450.50 DANN Einkommen > 50K\n" + ] + } + ], + "source": [ + "from sklearn.tree import _tree\n", + "\n", + "def extract_single_rule(tree, feature_names, class_to_extract=1):\n", + " \"\"\"\n", + " Extrahiert eine einzelne Regel aus einem Decision Tree für eine bestimmte Klasse.\n", + " \n", + " Parameters:\n", + " -----------\n", + " tree : DecisionTreeClassifier\n", + " Der trainierte Entscheidungsbaum\n", + " feature_names : list\n", + " Liste der Feature-Namen\n", + " class_to_extract : int, default=1\n", + " Die Klasse, für die eine Regel extrahiert werden soll (0=≤50K, 1=>50K)\n", + " \n", + " Returns:\n", + " --------\n", + " rule : str\n", + " Eine lesbare Regel als String\n", + " \"\"\"\n", + " tree_ = tree.tree_\n", + " \n", + " # Funktion zum rekursiven Extrahieren einer Regel\n", + " def tree_to_rule(node, depth, conditions):\n", + " # Wenn wir einen Blattknoten erreicht haben\n", + " if tree_.children_left[node] == _tree.TREE_LEAF:\n", + " # Prüfe, ob dieser Blattknoten die gewünschte Klasse vorhersagt\n", + " if np.argmax(tree_.value[node][0]) == class_to_extract:\n", + " # Formatiere die Bedingungen als Regel\n", + " if conditions:\n", + " rule = \" UND \".join(conditions)\n", + " return rule\n", + " else:\n", + " return \"Keine Bedingungen (Wurzelklasse)\"\n", + " return None\n", + " \n", + " # Feature und Schwellenwert am aktuellen Knoten\n", + " feature = feature_names[tree_.feature[node]]\n", + " threshold = tree_.threshold[node]\n", + " \n", + " # Linkspfad (≤)\n", + " left_conditions = conditions + [f\"{feature} ≤ {threshold:.2f}\"]\n", + " left_rule = tree_to_rule(tree_.children_left[node], depth + 1, left_conditions)\n", + " if left_rule is not None:\n", + " return left_rule\n", + " \n", + " # Rechtspfad (>)\n", + " right_conditions = conditions + [f\"{feature} > {threshold:.2f}\"]\n", + " right_rule = tree_to_rule(tree_.children_right[node], depth + 1, right_conditions)\n", + " if right_rule is not None:\n", + " return right_rule\n", + " \n", + " # Keine passende Regel gefunden\n", + " return None\n", + " \n", + " # Starte die Suche vom Wurzelknoten\n", + " rule = tree_to_rule(0, 1, [])\n", + " \n", + " # Formatiere die Ausgabe\n", + " class_name = \"Einkommen > 50K\" if class_to_extract == 1 else \"Einkommen ≤ 50K\"\n", + " if rule:\n", + " return f\"WENN {rule} DANN {class_name}\"\n", + " else:\n", + " return f\"Keine Regel für {class_name} gefunden.\"\n", + "\n", + "# Anwendung für die Extraktion einer Regel für hohes Einkommen (Klasse 1)\n", + "single_rule = extract_single_rule(surrogate_tree, X_train.columns.tolist(), class_to_extract=1)\n", + "print(\"Einzelne Regel aus dem Surrogate-Modell:\")\n", + "print(single_rule)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Berechnung der Genauigkeit des Surrogate-Modells mit unterschiedlichen Baumtiefen\n", + "\n", + "**Vorgehen (Ähnlich zu Hyper-Parameter Tuning)**\n", + "- Vorhersagen erstellen mit unterschieldichen Baumtiefen\n", + "- Vergleich der Vorhersagen von RF und Surrogate-Modell nach Gleichheit\n", + "\n", + "**Ziel: Beste Baumtiefe finden**\n", + "- Mit der Random Forest am besten nachgebbildet wird" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimale Baumtiefe: 10 mit einer Genauigkeit von 0.9194\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "def plot_surrogate_accuracy_vs_depth_test_only(rf_model, X_train, X_test, max_depths=range(1, 16)):\n", + " \"\"\"\n", + " Visualisiert die Genauigkeit des Surrogate-Modells für verschiedene Baumtiefen,\n", + " fokussiert nur auf die Testdaten.\n", + " \"\"\"\n", + " # Random Forest-Vorhersagen (nur einmal berechnen)\n", + " rf_train_predictions = rf_model.predict(X_train)\n", + " rf_test_predictions = rf_model.predict(X_test)\n", + " \n", + " # Ergebnisse für verschiedene Baumtiefen\n", + " test_accuracies = []\n", + " \n", + " for depth in max_depths:\n", + " # Surrogate-Baum mit aktueller Tiefe trainieren\n", + " surrogate_tree = DecisionTreeClassifier(max_depth=depth, random_state=42)\n", + " surrogate_tree.fit(X_train, rf_train_predictions)\n", + " \n", + " # Vorhersagen\n", + " surrogate_test_pred = surrogate_tree.predict(X_test)\n", + " \n", + " # Genauigkeit berechnen\n", + " test_acc = np.mean(surrogate_test_pred == rf_test_predictions)\n", + " test_accuracies.append(test_acc)\n", + " \n", + " # Visualisierung\n", + " plt.figure(figsize=(10, 6))\n", + " plt.plot(max_depths, test_accuracies, 'o-', color='#ED7D31', linewidth=2)\n", + " \n", + " # Finde die beste Tiefe\n", + " best_depth = max_depths[np.argmax(test_accuracies)]\n", + " best_acc = max(test_accuracies)\n", + " \n", + " # Markiere den besten Punkt\n", + " plt.scatter([best_depth], [best_acc], s=100, c='red', zorder=5)\n", + " plt.annotate(f'Optimale Tiefe: {best_depth}\\nGenauigkeit: {best_acc:.4f}',\n", + " xy=(best_depth, best_acc), xytext=(best_depth+1, best_acc-0.05),\n", + " arrowprops=dict(facecolor='black', shrink=0.05, width=1.5))\n", + " \n", + " # Beschriftungen und Layout\n", + " plt.grid(alpha=0.3)\n", + " plt.title('Surrogate-Modell-Genauigkeit bei verschiedenen Baumtiefen', fontsize=14)\n", + " plt.xlabel('Maximale Baumtiefe', fontsize=12)\n", + " plt.ylabel('Genauigkeit auf Testdaten', fontsize=12)\n", + " \n", + " # Füge Werte über den Punkten hinzu\n", + " for i, acc in enumerate(test_accuracies):\n", + " plt.text(max_depths[i], acc + 0.01, f'{acc:.3f}', ha='center')\n", + " \n", + " # Y-Achse anpassen (je nach Daten)\n", + " y_min = max(0, min(test_accuracies) - 0.05)\n", + " plt.ylim(y_min, 1.05)\n", + " \n", + " # Verbesserte visuelle Elemente\n", + " plt.fill_between(max_depths, test_accuracies, y_min, alpha=0.1, color='#ED7D31')\n", + " \n", + " plt.tight_layout()\n", + " plt.savefig('output/surrogate_accuracy.png', dpi=300)\n", + " plt.show()\n", + " \n", + " return best_depth, best_acc\n", + "\n", + "# Aufruf der Funktion\n", + "best_depth, best_accuracy = plot_surrogate_accuracy_vs_depth_test_only(rf_model, X_train, X_test)\n", + "print(f\"Optimale Baumtiefe: {best_depth} mit einer Genauigkeit von {best_accuracy:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "ExecuteTime": { + "end_time": "2025-03-20T12:21:48.896773Z", + "start_time": "2025-03-20T12:21:48.874715Z" + } + }, + "outputs": [], + "source": [ + "# Für Quarto Präsentationen\n", + "import extract_cells\n", + "extract_cells.extractToFiles(\"Explainable_AI_Adult_Census_Income.ipynb\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/README.md b/README.md new file mode 100644 index 0000000..9cddf4c --- /dev/null +++ b/README.md @@ -0,0 +1,260 @@ +# Explainable AI Projektaufgabe - Adult Census Income Datensatz + +Dieses Repository enthält eine Projektaufgabe zum Thema Explainable AI (XAI), die anhand des Adult Census Income Datensatzes demonstriert wird. Das Projekt verwendet einen Random Forest Classifier, um Einkommensvorhersagen zu treffen, und verschiedene Methoden zur Erklärung der Modellentscheidungen, darunter Feature Importance, LIME (Local Interpretable Model-agnostic Explanations) und regelbasierte Erklärungen mit dem RIPPER-Algorithmus. + +## Inhaltsverzeichnis + +1. [Projektübersicht](#projektübersicht) +2. [Datensatz](#datensatz) +3. [Notebook-Struktur](#notebook-struktur) +4. [Datenvorverarbeitung](#datenvorverarbeitung) +5. [Modelltraining](#modelltraining) +6. [Hyperparameter-Tuning](#hyperparameter-tuning) +7. [Modellbewertung](#modellbewertung) +8. [Explainable AI Methoden](#explainable-ai-methoden) + - [Feature Importance](#feature-importance) + - [LIME](#lime) + - [Regelbasierte Erklärungen (RIPPER)](#regelbasierte-erklärungen-ripper) + - [Vergleich der Methoden](#vergleich-der-methoden) +9. [Anwendung auf einzelne Beispiele](#anwendung-auf-einzelne-beispiele) +10. [Voraussetzungen und Installation](#voraussetzungen-und-installation) +11. [Fazit](#fazit) + +## Projektübersicht + +Dieses Projekt demonstriert die Anwendung von Explainable AI-Techniken auf ein klassisches Machine Learning-Problem: die Vorhersage, ob eine Person ein Einkommen von mehr als 50.000 Dollar pro Jahr erzielt. Während die Vorhersagegenauigkeit wichtig ist, liegt der Schwerpunkt dieses Projekts auf der Erklärbarkeit der Modellentscheidungen. Wir verwenden verschiedene Methoden (Feature Importance, LIME und regelbasierte Erklärungen), um zu verstehen, welche Faktoren das Einkommensniveau am stärksten beeinflussen. + +## Datensatz + +Der Adult Census Income Datensatz (auch bekannt als "Census Income" oder "Adult" Datensatz) enthält demografische Informationen aus der US-Volkszählung und wird verwendet, um vorherzusagen, ob eine Person ein Einkommen von mehr als 50.000 Dollar pro Jahr erzielt. Der Datensatz enthält folgende Attribute: + +- **age**: Alter der Person +- **c**: Arbeitsklasse (Private, Self-emp-not-inc, Self-emp-inc, Federal-gov, Local-gov, State-gov, Without-pay, Never-worked) +- **fnlwgt**: Gewichtungsfaktor (repräsentiert die Anzahl der Personen mit ähnlichen demografischen Merkmalen) +- **education**: Höchster Bildungsabschluss (Bachelors, Some-college, 11th, HS-grad, Prof-school, Assoc-acdm, Assoc-voc, 9th, 7th-8th, 12th, Masters, 1st-4th, 10th, Doctorate, 5th-6th, Preschool) +- **education.num**: Numerische Darstellung des Bildungsabschlusses +- **marital.status**: Familienstand (Married-civ-spouse, Divorced, Never-married, Separated, Widowed, Married-spouse-absent, Married-AF-spouse) +- **occupation**: Beruf +- **relationship**: Beziehungsstatus (Wife, Own-child, Husband, Not-in-family, Other-relative, Unmarried) +- **race**: Ethnische Zugehörigkeit (White, Asian-Pac-Islander, Amer-Indian-Eskimo, Other, Black) +- **sex**: Geschlecht (Female, Male) +- **c**: Kapitalgewinn +- **capital.loss**: Kapitalverlust +- **hours.per.week**: Arbeitsstunden pro Woche +- **native.country**: Herkunftsland +- **income**: Zielvariable, gibt an, ob das Einkommen über 50.000 Dollar liegt (>50K) oder nicht (<=50K) + +## Notebook-Struktur + +Das Jupyter Notebook `Explainable_AI_Adult_Census_Income.ipynb` ist in folgende Abschnitte unterteilt: + +1. **Abhängigkeiten installieren**: Installation der benötigten Python-Bibliotheken (scikit-learn, matplotlib, seaborn, pandas, numpy, lime, wittgenstein) +2. **Daten einlesen und erkunden**: Laden und erste Analyse der Daten +3. **Datenvorverarbeitung**: Behandlung fehlender Werte und Umwandlung kategorischer Variablen +4. **Daten aufteilen und Modell trainieren**: Aufteilung der Daten in Trainings- und Testsets und Training des Random Forest Modells +5. **Feature Importance**: Analyse der wichtigsten Features für die Vorhersage +6. **Hyperparameter-Tuning**: Optimierung der Modellparameter mit GridSearchCV +7. **LIME für Erklärbarkeit**: Verwendung von LIME für lokale Erklärungen +8. **Regelbasierte Erklärungen**: Verwendung des RIPPER-Algorithmus für interpretierbare Regeln +9. **Anwendung der Regeln auf einzelne Beispiele**: Demonstration, wie die Regeln auf einzelne Datenpunkte angewendet werden +10. **Vergleich zwischen LIME und regelbasierten Erklärungen**: Vergleich der verschiedenen Erklärungsmethoden +11. **Diskussion und Fazit**: Zusammenfassung der Ergebnisse und Schlussfolgerungen + +## Datenvorverarbeitung + +Die Datenvorverarbeitung umfasst mehrere Schritte: + +1. **Behandlung fehlender Werte**: + + - Identifizierung von Einträgen mit '?' als fehlende Werte + - Ersetzung fehlender Werte durch den häufigsten Wert in der jeweiligen Spalte + +2. **Umwandlung kategorischer Variablen**: + - Label Encoding für die Zielvariable 'income' + - One-Hot-Encoding für alle anderen kategorischen Variablen + +Diese Schritte sind wichtig, um die Daten in ein Format zu bringen, das von Machine Learning-Algorithmen verarbeitet werden kann. + +## Modelltraining + +Für das Modelltraining verwenden wir einen Random Forest Classifier, der folgende Vorteile bietet: + +- Gute Leistung bei verschiedenen Arten von Daten +- Robustheit gegenüber Overfitting +- Fähigkeit, mit fehlenden Werten und kategorischen Variablen umzugehen +- Eingebaute Feature Importance + +Der Trainingsprozess umfasst: + +1. Initialisierung des Random Forest Classifiers mit 100 Entscheidungsbäumen +2. Training des Modells mit den Trainingsdaten +3. Vorhersage für die Testdaten +4. Berechnung von Metriken wie Accuracy, Precision, Recall und F1-Score + +## Hyperparameter-Tuning + +Um die Leistung des Modells zu optimieren, wird Hyperparameter-Tuning mit GridSearchCV durchgeführt. Folgende Parameter werden optimiert: + +- **n_estimators**: Anzahl der Bäume im Random Forest (50, 100) +- **max_depth**: Maximale Tiefe der Bäume (None, 10, 20) +- **min_samples_split**: Minimale Anzahl von Samples, um einen Knoten zu teilen (2, 5) +- **min_samples_leaf**: Minimale Anzahl von Samples in einem Blatt (1, 2) + +GridSearchCV testet alle möglichen Kombinationen dieser Parameter mit 3-facher Kreuzvalidierung und wählt die beste Kombination aus. Das optimierte Modell wird dann für die endgültigen Vorhersagen verwendet. + +## Modellbewertung + +Die Modellbewertung erfolgt anhand mehrerer Metriken: + +- **Accuracy**: Anteil der korrekt klassifizierten Instanzen +- **Precision**: Anteil der als positiv klassifizierten Instanzen, die tatsächlich positiv sind +- **Recall**: Anteil der tatsächlich positiven Instanzen, die als positiv klassifiziert wurden +- **F1-Score**: Harmonisches Mittel aus Precision und Recall + +Zusätzlich werden visuelle Darstellungen verwendet: + +- **Confusion Matrix**: Zeigt die Anzahl der True Positives, False Positives, True Negatives und False Negatives +- **Klassifikationsbericht**: Detaillierte Metriken für jede Klasse + +Diese Metriken helfen zu verstehen, wie gut das Modell funktioniert und ob es bestimmte Klassen besser vorhersagt als andere. + +## Explainable AI Methoden + +### Feature Importance + +Die einfachste Methode zur Erklärung des Modells ist die eingebaute Feature Importance des Random Forest Classifiers. Diese zeigt, wie wichtig jedes Feature für die Vorhersage ist, basierend auf der durchschnittlichen Verringerung der Unreinheit (Impurity) über alle Bäume. + +Vorteile: + +- Einfach zu berechnen und zu verstehen +- Gibt einen globalen Überblick über die Wichtigkeit der Features + +Nachteile: + +- Zeigt nur die globale Wichtigkeit, nicht die Auswirkung auf einzelne Vorhersagen +- Berücksichtigt keine Feature-Interaktionen + +### LIME + +LIME (Local Interpretable Model-agnostic Explanations) ist eine Methode zur Erklärung einzelner Vorhersagen, indem ein lokales lineares Modell um die Vorhersage herum erstellt wird. + +In unserem Projekt verwenden wir LIME für: + +1. **Lokale Erklärungen**: Erklärung einzelner Vorhersagen durch Approximation mit einem linearen Modell +2. **Feature-Wichtigkeit**: Identifikation der wichtigsten Features für eine einzelne Vorhersage + +Vorteile: + +- Modellunabhängig (kann mit jedem Modell verwendet werden) +- Einfach zu verstehen (basiert auf linearen Modellen) +- Fokussiert auf lokale Erklärungen + +Nachteile: + +- Ergebnisse können instabil sein (abhängig von der Stichprobe) +- Keine globalen Erklärungen + +### Regelbasierte Erklärungen (RIPPER) + +RIPPER (Repeated Incremental Pruning to Produce Error Reduction) ist ein Algorithmus zur Extraktion von Regeln aus Daten. Er erstellt eine Reihe von Wenn-Dann-Regeln, die leicht zu interpretieren sind. + +In unserem Projekt verwenden wir den RIPPER-Algorithmus (implementiert in der Wittgenstein-Bibliothek) für: + +1. **Globale Erklärungen**: Extraktion von interpretierbaren Regeln aus den Daten +2. **Regelbasierte Vorhersagen**: Verwendung der Regeln für Vorhersagen + +Vorteile: + +- Sehr interpretierbar (Regeln sind in natürlicher Sprache) +- Bietet globale Erklärungen für das gesamte Modell +- Kann direkt für Vorhersagen verwendet werden + +Nachteile: + +- Möglicherweise geringere Genauigkeit als komplexere Modelle +- Kann bei großen Datensätzen rechenintensiv sein + +### Vergleich der Methoden + +In unserem Projekt vergleichen wir die Erklärungen von LIME und RIPPER, um ein umfassenderes Verständnis der Modellentscheidungen zu gewinnen. Dieser Vergleich zeigt: + +- Welche Features von beiden Methoden als wichtig identifiziert werden +- Wo die Methoden unterschiedliche Erklärungen liefern +- Die Vor- und Nachteile jeder Methode in Bezug auf Interpretierbarkeit und Genauigkeit + +## Anwendung auf einzelne Beispiele + +Ein wichtiger Aspekt von Explainable AI ist die Fähigkeit, einzelne Vorhersagen zu erklären. Im Notebook wird ein zufälliges Beispiel aus den Testdaten ausgewählt und detailliert erklärt: + +1. Anzeige des tatsächlichen und vorhergesagten Labels +2. Erklärung mit LIME, die ein lokales lineares Modell um die Vorhersage herum erstellt +3. Anwendung der RIPPER-Regeln auf das Beispiel +4. Vergleich der Vorhersagen des Random Forest Modells und der RIPPER-Regeln + +Diese Erklärung hilft zu verstehen, warum das Modell eine bestimmte Vorhersage für eine bestimmte Person getroffen hat, was in realen Anwendungen sehr wertvoll sein kann. + +## Voraussetzungen und Installation + +Um dieses Projekt auszuführen, benötigen Sie: + +1. Python 3.6 oder höher +2. Jupyter Notebook oder JupyterLab +3. Folgende Python-Bibliotheken: + - scikit-learn + - pandas + - numpy + - matplotlib + - seaborn + - lime + - wittgenstein + +Sie können die benötigten Bibliotheken mit folgendem Befehl installieren: + +```bash +pip install scikit-learn pandas numpy matplotlib seaborn lime wittgenstein +``` + +## Fazit + +Dieses Projekt demonstriert, wie Machine Learning-Modelle nicht nur für Vorhersagen, sondern auch für das Verständnis der zugrunde liegenden Daten und Zusammenhänge verwendet werden können. Durch die Verwendung verschiedener Explainable AI-Techniken wie Feature Importance, LIME und regelbasierte Erklärungen können wir: + +1. Die wichtigsten Faktoren identifizieren, die das Einkommensniveau beeinflussen +2. Verstehen, wie diese Faktoren zusammenwirken +3. Einzelne Vorhersagen detailliert erklären +4. Verschiedene Erklärungsmethoden vergleichen und ihre Stärken und Schwächen verstehen + +Der Vergleich zwischen LIME und regelbasierten Erklärungen zeigt, dass beide Methoden wertvolle Einblicke bieten können: + +- LIME bietet detaillierte lokale Erklärungen für einzelne Vorhersagen +- Regelbasierte Erklärungen bietet globale, leicht verständliche Regeln, die das Gesamtverhalten des Modells beschreiben + +Die Kombination verschiedener XAI-Methoden ermöglicht ein umfassenderes Verständnis der Modellentscheidungen und kann dazu beitragen, das Vertrauen in Machine Learning-Modelle zu erhöhen. + +# Modell und XAI-Methoden im Überblick + +## Random Forest + +Random Forest ist ein Ensemble-Lernalgorithmus, der mehrere Entscheidungsbäume kombiniert, um präzisere Vorhersagen zu treffen. Er funktioniert, indem er: + +Viele verschiedene Entscheidungsbäume auf zufällig ausgewählten Teilmengen der Trainingsdaten aufbaut +Bei jedem Split nur eine zufällige Teilmenge der Features berücksichtigt +Die Ergebnisse aller Bäume mittelt (bei Regression) oder durch Mehrheitsentscheidung kombiniert (bei Klassifikation) +Random Forests sind beliebt wegen ihrer hohen Genauigkeit, Robustheit gegen Overfitting und geringen Parameteroptimierungsbedarf. + +## LIME (Local Interpretable Model-agnostic Explanations) + +LIME ist eine Methode zur Erklärung der Vorhersagen beliebiger Machine Learning Modelle. LIME funktioniert durch: + +Erzeugung von Stichproben in der Nähe der zu erklärenden Instanz +Training eines lokalen, interpretierbaren Modells (z.B. linearer Regression) auf diesen Stichproben +Nutzung der Gewichte des lokalen Modells, um zu zeigen, welche Features die Vorhersage am stärksten beeinflussen +LIME ermöglicht es, komplexe Modelle wie neuronale Netze oder Random Forests lokal zu interpretieren, ohne deren innere Struktur zu kennen. + +## Rule-Based Explanations + +Rule-Based Explanations verwenden Wenn-Dann-Regeln, um Modellvorhersagen zu erklären. Sie: + +Extrahieren verständliche Entscheidungsregeln aus komplexen Modellen +Präsentieren Bedingungen, die zu bestimmten Vorhersagen führen +Können aus regelbasierten Modellen direkt abgeleitet oder aus komplexeren Modellen approximiert werden +Methoden wie RIPPER, CART oder die Extraktion von Regeln aus Random Forests fallen in diese Kategorie. Diese Erklärungen sind besonders wertvoll für Domänenexperten ohne ML-Hintergrund, da sie in natürlicher Sprache formuliert werden können. diff --git a/extract_cells.py b/extract_cells.py new file mode 100644 index 0000000..9bb201f --- /dev/null +++ b/extract_cells.py @@ -0,0 +1,22 @@ +import json +import os +from pathlib import Path + +def extractToFiles(filePath: str, folder: str = "extracted_cells"): + with open(filePath, "r") as file: + fileContent = file.read() + content = json.loads(fileContent) + i=0 + for cell in content["cells"]: + if cell["cell_type"] == "code": + codeStr = "" + for line in cell["source"]: + codeStr += line + Path(folder).mkdir(parents=True, exist_ok=True) + location = os.path.join(folder, f"cell{i}.py") + with open(location, "w+") as file: + file.write(codeStr) + i += 1 + + +extractToFiles("Explainable_AI_Adult_Census_Income.ipynb") diff --git a/extracted_cells/cell0.py b/extracted_cells/cell0.py new file mode 100644 index 0000000..c078fde --- /dev/null +++ b/extracted_cells/cell0.py @@ -0,0 +1 @@ +%pip install scikit-learn matplotlib seaborn pandas numpy lime \ No newline at end of file diff --git a/extracted_cells/cell1.py b/extracted_cells/cell1.py new file mode 100644 index 0000000..fcd9f6f --- /dev/null +++ b/extracted_cells/cell1.py @@ -0,0 +1,15 @@ +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +import seaborn as sns +from sklearn.ensemble import RandomForestClassifier +from sklearn.model_selection import train_test_split, GridSearchCV +from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix, classification_report +from sklearn.preprocessing import LabelEncoder +from sklearn.tree import plot_tree + +# Daten einlesen +df = pd.read_csv("./sample_data/adult_census_income/adult.csv") + +# Anzeigen der ersten Zeilen des Datensatzes +df.head(10) \ No newline at end of file diff --git a/extracted_cells/cell10.py b/extracted_cells/cell10.py new file mode 100644 index 0000000..fe9a85b --- /dev/null +++ b/extracted_cells/cell10.py @@ -0,0 +1,11 @@ +# Features und Zielwerte definieren +X = df_encoded.drop(['income', 'income_encoded'], axis=1) +y = df_encoded['income_encoded'] + + +# Daten in Trainings- und Testdaten aufteilen +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y) + +print(f"Trainingsdaten: {X_train.shape[0]} Beispiele") +print(f"Testdaten: {X_test.shape[0]} Beispiele") +print(f"Features: {X_train.shape[1]} Merkmale") \ No newline at end of file diff --git a/extracted_cells/cell11.py b/extracted_cells/cell11.py new file mode 100644 index 0000000..831de2a --- /dev/null +++ b/extracted_cells/cell11.py @@ -0,0 +1,17 @@ +# Random Forest Modell trainieren +rf_model = RandomForestClassifier(n_estimators=100, random_state=42) +rf_model.fit(X_train, y_train) + +# Vorhersagen für die Testdaten +y_pred = rf_model.predict(X_test) + +# Modellleistung evaluieren +accuracy = accuracy_score(y_test, y_pred) +precision = precision_score(y_test, y_pred) +recall = recall_score(y_test, y_pred) +f1 = f1_score(y_test, y_pred) + +print(f"Accuracy: {accuracy:.4f}") +print(f"Precision: {precision:.4f}") +print(f"Recall: {recall:.4f}") +print(f"F1 Score: {f1:.4f}") \ No newline at end of file diff --git a/extracted_cells/cell12.py b/extracted_cells/cell12.py new file mode 100644 index 0000000..6cf8f7a --- /dev/null +++ b/extracted_cells/cell12.py @@ -0,0 +1,16 @@ + +# Confusion Matrix +cm = confusion_matrix(y_test, y_pred) +plt.figure(figsize=(8, 6)) +sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', cbar=False, + xticklabels=['<=50K', '>50K'], + yticklabels=['<=50K', '>50K']) +plt.xlabel('Vorhergesagt') +plt.ylabel('Tatsächlich') +plt.title('Confusion Matrix') +plt.savefig('output/Confusions_Matrix.png', dpi=300) +plt.show() + +# Klassifikationsbericht +print("\nKlassifikationsbericht:") +print(classification_report(y_test, y_pred, target_names=['<=50K', '>50K'])) \ No newline at end of file diff --git a/extracted_cells/cell13.py b/extracted_cells/cell13.py new file mode 100644 index 0000000..968dc90 --- /dev/null +++ b/extracted_cells/cell13.py @@ -0,0 +1,12 @@ +# Visualisierung eines einzelnen Entscheidungsbaums aus dem Random Forest +plt.figure(figsize=(25, 12)) +tree_to_plot = rf_model.estimators_[0] # Ersten Baum aus dem Forest auswählen +plot_tree(tree_to_plot, + feature_names=X_train.columns, + class_names=['<=50K', '>50K'], + filled=True, + rounded=True, + fontsize=10, + max_depth=3) +plt.savefig('output/Random_Forest_Tree_Example.png', dpi=300) +plt.show() diff --git a/extracted_cells/cell14.py b/extracted_cells/cell14.py new file mode 100644 index 0000000..5536a27 --- /dev/null +++ b/extracted_cells/cell14.py @@ -0,0 +1,12 @@ +# Feature Importance +feature_importance = pd.DataFrame({ + 'Feature': X_train.columns, + 'Importance': rf_model.feature_importances_ +}).sort_values('Importance', ascending=False) + +plt.figure(figsize=(12, 8)) +sns.barplot(x='Importance', y='Feature', data=feature_importance.head(15)) +plt.title('Feature Importance') +plt.tight_layout() +plt.savefig('output/Feature_Importance.png', dpi=300) +plt.show() \ No newline at end of file diff --git a/extracted_cells/cell15.py b/extracted_cells/cell15.py new file mode 100644 index 0000000..cdbb94e --- /dev/null +++ b/extracted_cells/cell15.py @@ -0,0 +1,33 @@ +# Hyperparameter-Grid definieren +param_grid = { + 'n_estimators': [50, 100], + 'max_depth': [None, 10, 20], + 'min_samples_split': [2, 5], + 'min_samples_leaf': [1, 2] +} + +# GridSearchCV +grid_search = GridSearchCV(RandomForestClassifier(random_state=42), param_grid, cv=3, scoring='accuracy') +grid_search.fit(X_train, y_train) + +# Beste Parameter +print("Beste Parameter:") +print(grid_search.best_params_) + +# Bestes Modell +best_rf_model = grid_search.best_estimator_ + +# Vorhersagen mit dem besten Modell +y_pred_best = best_rf_model.predict(X_test) + +# Modellleistung evaluieren +accuracy_best = accuracy_score(y_test, y_pred_best) +precision_best = precision_score(y_test, y_pred_best) +recall_best = recall_score(y_test, y_pred_best) +f1_best = f1_score(y_test, y_pred_best) + +print(f"\nBestes Modell:") +print(f"Accuracy: {accuracy_best:.4f}") +print(f"Precision: {precision_best:.4f}") +print(f"Recall: {recall_best:.4f}") +print(f"F1 Score: {f1_best:.4f}") \ No newline at end of file diff --git a/extracted_cells/cell16.py b/extracted_cells/cell16.py new file mode 100644 index 0000000..7bfa700 --- /dev/null +++ b/extracted_cells/cell16.py @@ -0,0 +1,17 @@ +# LIME für Erklärbarkeit +from lime import lime_tabular +import random + +# Erstelle einen LIME-Erklärer +lime_explainer = lime_tabular.LimeTabularExplainer( + X_train.values, + feature_names=X_train.columns, + class_names=['<=50K', '>50K'], + mode='classification', + random_state=42 +) + +# Wähle ein zufälliges Beispiel aus den Testdaten +random_idx = random.randint(0, len(X_test) - 1) +instance_df = X_test.iloc[random_idx:random_idx+1] +instance = instance_df.values[0] # Für LIME benötigen wir das Array diff --git a/extracted_cells/cell17.py b/extracted_cells/cell17.py new file mode 100644 index 0000000..14f2044 --- /dev/null +++ b/extracted_cells/cell17.py @@ -0,0 +1,65 @@ +# Erkläre die Vorhersage mit LIME + +def analyze_lime_feature_importance(instance, rf_model, lime_explainer, num_features=5): + """ + Analysiert die Feature-Wichtigkeiten der LIME-Erklärung. + """ + # LIME-Erklärung generieren + exp = lime_explainer.explain_instance( + instance, + rf_model.predict_proba, + num_features=num_features + ) + + # Random Forest Vorhersage (nur zur Information) + feature_names = rf_model.feature_names_in_ + instance_df = pd.DataFrame([instance], columns=feature_names) + rf_prediction = rf_model.predict_proba(instance_df)[0, 1] + + # Feature-Wichtigkeiten aus LIME extrahieren + feature_importance = exp.as_list() + + # Visualisierung der Feature-Wichtigkeiten + plt.figure(figsize=(10, 6)) + + # Features und ihre Wichtigkeiten trennen + features, importances = zip(*feature_importance) + + # Balkendiagramm erstellen + colors = ['red' if imp < 0 else 'green' for imp in importances] + y_pos = np.arange(len(features)) + + plt.barh(y_pos, importances, color=colors) + plt.yticks(y_pos, features) + + plt.xlabel('Feature-Einfluss') + plt.title('LIME Feature-Wichtigkeiten') + + # Vertikale Linie bei 0 für bessere Lesbarkeit + plt.axvline(x=0, color='black', linestyle='-', alpha=0.3) + + plt.grid(alpha=0.3) + plt.tight_layout() + plt.savefig('output/lime_feature_importance.png', dpi=300) + plt.show() + + # Ausgabe der Ergebnisse + print("\nLIME Feature-Wichtigkeiten Analyse:") + print("-" * 50) + print(f"Random Forest Vorhersage für diese Instanz: {rf_prediction:.4f}") + print("\nFeature-Einflüsse:") + for feature, importance in feature_importance: + print(f"{feature}: {importance:+.4f}") + + return { + 'rf_prediction': rf_prediction, + 'feature_importance': dict(feature_importance) + } + +# Analysiere wie gut LIME die RF-Vorhersage erklärt +importance_analysis = analyze_lime_feature_importance( + instance=instance, + rf_model=best_rf_model, + lime_explainer=lime_explainer, + num_features=20 +) \ No newline at end of file diff --git a/extracted_cells/cell18.py b/extracted_cells/cell18.py new file mode 100644 index 0000000..7c56f4d --- /dev/null +++ b/extracted_cells/cell18.py @@ -0,0 +1,49 @@ +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt + +# Wählen wir zwei Features zur Variation: +less_important_feature_education = "education.num" +less_important_feature_fnlwgt = "fnlwgt" + +# Festlegen derRange für die Variation der zwei Features +education_range = np.linspace(instance_df[less_important_feature_education].values[0] - 10, instance_df[less_important_feature_education].values[0] + 10, 50) +fnlwgt_range = np.linspace(instance_df[less_important_feature_fnlwgt].values[0] - 100000, instance_df[less_important_feature_fnlwgt].values[0] + 100000, 50) + +# Erstellen von Instanzen für LIME +instances_education = pd.DataFrame([instance] * len(education_range), columns=X_train.columns) +instances_fnlwgt = pd.DataFrame([instance] * len(fnlwgt_range), columns=X_train.columns) + +# Ändern der Feature-Werte in den Instanzen +instances_education[less_important_feature_education] = education_range +instances_fnlwgt[less_important_feature_fnlwgt] = fnlwgt_range + +# Vorhersagen mit dem Modell (Wahrscheinlichkeiten) +instances_education["prediction"] = best_rf_model.predict_proba(instances_education)[:, 1] +instances_fnlwgt["prediction"] = best_rf_model.predict_proba(instances_fnlwgt)[:, 1] + +# Bestimmen der y-Achsen-Grenzen (min/max für alle Vorhersagen) +y_min = min(instances_education["prediction"].min(), instances_fnlwgt["prediction"].min()) +y_max = max(instances_education["prediction"].max(), instances_fnlwgt["prediction"].max()) + +# Visualisierung der Variation von 'education-num' (moderater Einfluss) +plt.figure(figsize=(8,5)) +plt.plot(education_range, instances_education["prediction"], label="Moderater Einfluss auf die Vorhersage", color='green') +plt.axvline(instance_df[less_important_feature_education].values[0], color="red", linestyle="dashed", label="Originalwert") +plt.xlabel("Bildungsniveau (education-num)") +plt.ylabel("Vorhersage (0 = <=50K, 1 = >50K)") +plt.title(f"Einfluss von {less_important_feature_education} auf die Vorhersage") +plt.ylim([y_min, y_max]) # Einheitliche y-Achse +plt.legend() +plt.show() + +# Visualisierung der Variation von 'fnlwgt' (wenig Einfluss) +plt.figure(figsize=(8,5)) +plt.plot(fnlwgt_range, instances_fnlwgt["prediction"], label="Wenig Einfluss auf die Vorhersage", color='orange') +plt.axvline(instance_df[less_important_feature_fnlwgt].values[0], color="red", linestyle="dashed", label="Originalwert") +plt.xlabel("Finales Gewicht (fnlwgt)") +plt.ylabel("Vorhersage (0 = <=50K, 1 = >50K)") +plt.title(f"Einfluss von {less_important_feature_fnlwgt} auf die Vorhersage") +plt.ylim([y_min, y_max]) # Einheitliche y-Achse +plt.legend() +plt.show() \ No newline at end of file diff --git a/extracted_cells/cell19.py b/extracted_cells/cell19.py new file mode 100644 index 0000000..d6960a0 --- /dev/null +++ b/extracted_cells/cell19.py @@ -0,0 +1,40 @@ +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +from sklearn.linear_model import LinearRegression +from sklearn.metrics.pairwise import euclidean_distances + +# Anzahl der zu erzeugenden Perturbationen +num_samples = 500 + +# Die Originalinstanz, die wir erklären wollen +original_instance = instance_df.iloc[0].copy() + +# Erstelle perturbierte Instanzen durch zufällige Variation aller Features +perturbed_instances = pd.DataFrame( + np.random.normal(loc=original_instance, scale=1.0, size=(num_samples, len(original_instance))), + columns=original_instance.index +) + +# Vorhersagen für die perturbierten Instanzen mit dem Random-Forest-Modell +perturbed_instances["prediction"] = best_rf_model.predict_proba(perturbed_instances)[:, 1] + +# Berechnung der Gewichte nach Distanz zur Originalinstanz +distances = euclidean_distances(perturbed_instances.drop(columns=["prediction"]), [original_instance]) +kernel_width = np.sqrt(len(original_instance)) # Kernel-Bandbreite +weights = np.exp(- (distances ** 2) / (2 * (kernel_width ** 2))) + +# Gewichtete lokale lineare Regression zum Erklären der Vorhersage +lin_reg = LinearRegression() +lin_reg.fit(perturbed_instances.drop(columns=["prediction"]), perturbed_instances["prediction"], sample_weight=weights.flatten()) + +# Anzeige der Feature-Wichtigkeiten +feature_importances = pd.Series(lin_reg.coef_, index=original_instance.index).sort_values(key=abs, ascending=False) + +# Visualisierung der wichtigsten Features +plt.figure(figsize=(8, 5)) +feature_importances[:10].plot(kind="barh", color="skyblue") +plt.xlabel("Einfluss auf die Vorhersage") +plt.title("Erklärungsmodell (Nachbildung von LIME)") +plt.gca().invert_yaxis() +plt.show() \ No newline at end of file diff --git a/extracted_cells/cell2.py b/extracted_cells/cell2.py new file mode 100644 index 0000000..9859da9 --- /dev/null +++ b/extracted_cells/cell2.py @@ -0,0 +1,2 @@ +# Informationen über den Datensatz +print("Datensatzgröße:", df.shape) \ No newline at end of file diff --git a/extracted_cells/cell20.py b/extracted_cells/cell20.py new file mode 100644 index 0000000..276905e --- /dev/null +++ b/extracted_cells/cell20.py @@ -0,0 +1,25 @@ +def predict_fn(x): + # Konvertiere das NumPy-Array zurück in ein DataFrame mit den richtigen Feature-Namen + df = pd.DataFrame(x, columns=X_train.columns) + return best_rf_model.predict_proba(df) + +# Speichere mehrere Erklärungen +explanations = [] +for i in range(100): + exp = lime_explainer.explain_instance( + instance, + predict_fn, + num_features=20 + ) + explanations.append(exp.as_list()) + +# Berechne die Varianz der Feature-Wichtigkeiten +feature_variances = {} +for i in range(len(explanations[0])): + feature = explanations[0][i][0] + values = [exp[i][1] for exp in explanations if len(exp) > i and exp[i][0] == feature] + feature_variances[feature] = np.var(values) + +print("Varianz der Feature-Wichtigkeiten:") +for feature, variance in feature_variances.items(): + print(f"{feature}: {variance:.6f}") \ No newline at end of file diff --git a/extracted_cells/cell21.py b/extracted_cells/cell21.py new file mode 100644 index 0000000..8514985 --- /dev/null +++ b/extracted_cells/cell21.py @@ -0,0 +1,53 @@ +# Erstelle nur das farbcodierte Stabilitätsdiagramm für die Top-5 Features +import matplotlib.pyplot as plt +import numpy as np +from matplotlib.patches import Patch + +# Anzahl der anzuzeigenden Features (Top-N mit höchster Varianz) +num_features_to_show = 5 # Top-5 Features + +# Sortiere die Features nach Varianz (absteigend) +sorted_features = sorted(feature_variances.items(), key=lambda x: x[1], reverse=True) +# Beschränke auf die Top-N Features +sorted_features = sorted_features[:num_features_to_show] +features = [item[0] for item in sorted_features] +variances = [item[1] for item in sorted_features] + +# Definiere Schwellenwerte für die Farbkodierung +low_threshold = 0.0001 +medium_threshold = 0.001 + +# Farbkodierung basierend auf Varianzwerten +colors = [] +for v in variances: + if v < low_threshold: + colors.append('green') # Niedrige Varianz - sehr stabil + elif v < medium_threshold: + colors.append('orange') # Mittlere Varianz - mäßig stabil + else: + colors.append('red') # Hohe Varianz - instabil + +# Erstelle das Balkendiagramm mit Farbkodierung +plt.figure(figsize=(10, 6)) +bars = plt.barh(features, variances, color=colors) + +# Füge Werte am Ende der Balken hinzu +for i, v in enumerate(variances): + plt.text(v + 0.00001, i, f"{v:.6f}", va='center') + +# Füge eine Legende hinzu +legend_elements = [ + Patch(facecolor='green', label='Sehr stabil (< 0.0001)'), + Patch(facecolor='orange', label='Mäßig stabil (< 0.001)'), + Patch(facecolor='red', label='Instabil (≥ 0.001)') +] +plt.legend(handles=legend_elements, loc='lower right') + +plt.xlabel('Varianz') +plt.title('Stabilität der Top-5 LIME-Features') +plt.grid(axis='x', linestyle='--', alpha=0.7) +plt.tight_layout() + +# Speichere die Abbildung +plt.savefig('output/Lime_Varianz_Features.png', dpi=300) +plt.show() \ No newline at end of file diff --git a/extracted_cells/cell22.py b/extracted_cells/cell22.py new file mode 100644 index 0000000..9737a5c --- /dev/null +++ b/extracted_cells/cell22.py @@ -0,0 +1,14 @@ +from sklearn.tree import DecisionTreeClassifier, export_text + +# Random Forest-Vorhersagen verwenden als Ziel +rf_predictions = rf_model.predict(X_train) + +# Einfachen Entscheidungsbaum auf die Vorhersagen des Random Forests trainieren +surrogate_tree = DecisionTreeClassifier(max_depth=5) +surrogate_tree.fit(X_train, rf_predictions) + +# Evaluieren, wie gut der Baum den Random Forest approximiert +surrogate_predictions = surrogate_tree.predict(X_test) +rf_test_predictions = rf_model.predict(X_test) +surrogate_accuracy = np.mean(surrogate_predictions == rf_test_predictions) +print(f"Genauigkeit des Surrogate-Modells: {surrogate_accuracy:.4f}") \ No newline at end of file diff --git a/extracted_cells/cell23.py b/extracted_cells/cell23.py new file mode 100644 index 0000000..d4103b9 --- /dev/null +++ b/extracted_cells/cell23.py @@ -0,0 +1,13 @@ +# Formatierte Regeln anzeigen +def format_rules(tree_rules): + """Formatiert die Baumregeln mit menschenlesbaren Klassennamen""" + # Ersetze 'class: 0' durch 'Einkommen ≤ 50K' + formatted_rules = tree_rules.replace('class: 0', 'Einkommen ≤ 50K') + # Ersetze 'class: 1' durch 'Einkommen > 50K' + formatted_rules = formatted_rules.replace('class: 1', 'Einkommen > 50K') + return formatted_rules + +# Regeln aus dem Surrogate-Baum extrahieren +tree_rules = export_text(surrogate_tree, feature_names=X_train.columns.tolist()) +#print(tree_rules) +print(format_rules(tree_rules)) \ No newline at end of file diff --git a/extracted_cells/cell24.py b/extracted_cells/cell24.py new file mode 100644 index 0000000..1aaa0fd --- /dev/null +++ b/extracted_cells/cell24.py @@ -0,0 +1,69 @@ +from sklearn.tree import _tree + +def extract_single_rule(tree, feature_names, class_to_extract=1): + """ + Extrahiert eine einzelne Regel aus einem Decision Tree für eine bestimmte Klasse. + + Parameters: + ----------- + tree : DecisionTreeClassifier + Der trainierte Entscheidungsbaum + feature_names : list + Liste der Feature-Namen + class_to_extract : int, default=1 + Die Klasse, für die eine Regel extrahiert werden soll (0=≤50K, 1=>50K) + + Returns: + -------- + rule : str + Eine lesbare Regel als String + """ + tree_ = tree.tree_ + + # Funktion zum rekursiven Extrahieren einer Regel + def tree_to_rule(node, depth, conditions): + # Wenn wir einen Blattknoten erreicht haben + if tree_.children_left[node] == _tree.TREE_LEAF: + # Prüfe, ob dieser Blattknoten die gewünschte Klasse vorhersagt + if np.argmax(tree_.value[node][0]) == class_to_extract: + # Formatiere die Bedingungen als Regel + if conditions: + rule = " UND ".join(conditions) + return rule + else: + return "Keine Bedingungen (Wurzelklasse)" + return None + + # Feature und Schwellenwert am aktuellen Knoten + feature = feature_names[tree_.feature[node]] + threshold = tree_.threshold[node] + + # Linkspfad (≤) + left_conditions = conditions + [f"{feature} ≤ {threshold:.2f}"] + left_rule = tree_to_rule(tree_.children_left[node], depth + 1, left_conditions) + if left_rule is not None: + return left_rule + + # Rechtspfad (>) + right_conditions = conditions + [f"{feature} > {threshold:.2f}"] + right_rule = tree_to_rule(tree_.children_right[node], depth + 1, right_conditions) + if right_rule is not None: + return right_rule + + # Keine passende Regel gefunden + return None + + # Starte die Suche vom Wurzelknoten + rule = tree_to_rule(0, 1, []) + + # Formatiere die Ausgabe + class_name = "Einkommen > 50K" if class_to_extract == 1 else "Einkommen ≤ 50K" + if rule: + return f"WENN {rule} DANN {class_name}" + else: + return f"Keine Regel für {class_name} gefunden." + +# Anwendung für die Extraktion einer Regel für hohes Einkommen (Klasse 1) +single_rule = extract_single_rule(surrogate_tree, X_train.columns.tolist(), class_to_extract=1) +print("Einzelne Regel aus dem Surrogate-Modell:") +print(single_rule) \ No newline at end of file diff --git a/extracted_cells/cell25.py b/extracted_cells/cell25.py new file mode 100644 index 0000000..3cdd60d --- /dev/null +++ b/extracted_cells/cell25.py @@ -0,0 +1,67 @@ +import matplotlib.pyplot as plt +import numpy as np + +def plot_surrogate_accuracy_vs_depth_test_only(rf_model, X_train, X_test, max_depths=range(1, 16)): + """ + Visualisiert die Genauigkeit des Surrogate-Modells für verschiedene Baumtiefen, + fokussiert nur auf die Testdaten. + """ + # Random Forest-Vorhersagen (nur einmal berechnen) + rf_train_predictions = rf_model.predict(X_train) + rf_test_predictions = rf_model.predict(X_test) + + # Ergebnisse für verschiedene Baumtiefen + test_accuracies = [] + + for depth in max_depths: + # Surrogate-Baum mit aktueller Tiefe trainieren + surrogate_tree = DecisionTreeClassifier(max_depth=depth, random_state=42) + surrogate_tree.fit(X_train, rf_train_predictions) + + # Vorhersagen + surrogate_test_pred = surrogate_tree.predict(X_test) + + # Genauigkeit berechnen + test_acc = np.mean(surrogate_test_pred == rf_test_predictions) + test_accuracies.append(test_acc) + + # Visualisierung + plt.figure(figsize=(10, 6)) + plt.plot(max_depths, test_accuracies, 'o-', color='#ED7D31', linewidth=2) + + # Finde die beste Tiefe + best_depth = max_depths[np.argmax(test_accuracies)] + best_acc = max(test_accuracies) + + # Markiere den besten Punkt + plt.scatter([best_depth], [best_acc], s=100, c='red', zorder=5) + plt.annotate(f'Optimale Tiefe: {best_depth}\nGenauigkeit: {best_acc:.4f}', + xy=(best_depth, best_acc), xytext=(best_depth+1, best_acc-0.05), + arrowprops=dict(facecolor='black', shrink=0.05, width=1.5)) + + # Beschriftungen und Layout + plt.grid(alpha=0.3) + plt.title('Surrogate-Modell-Genauigkeit bei verschiedenen Baumtiefen', fontsize=14) + plt.xlabel('Maximale Baumtiefe', fontsize=12) + plt.ylabel('Genauigkeit auf Testdaten', fontsize=12) + + # Füge Werte über den Punkten hinzu + for i, acc in enumerate(test_accuracies): + plt.text(max_depths[i], acc + 0.01, f'{acc:.3f}', ha='center') + + # Y-Achse anpassen (je nach Daten) + y_min = max(0, min(test_accuracies) - 0.05) + plt.ylim(y_min, 1.05) + + # Verbesserte visuelle Elemente + plt.fill_between(max_depths, test_accuracies, y_min, alpha=0.1, color='#ED7D31') + + plt.tight_layout() + plt.savefig('output/surrogate_accuracy.png', dpi=300) + plt.show() + + return best_depth, best_acc + +# Aufruf der Funktion +best_depth, best_accuracy = plot_surrogate_accuracy_vs_depth_test_only(rf_model, X_train, X_test) +print(f"Optimale Baumtiefe: {best_depth} mit einer Genauigkeit von {best_accuracy:.4f}") \ No newline at end of file diff --git a/extracted_cells/cell26.py b/extracted_cells/cell26.py new file mode 100644 index 0000000..df5bc01 --- /dev/null +++ b/extracted_cells/cell26.py @@ -0,0 +1,3 @@ +# Für Quarto Präsentationen +import extract_cells +extract_cells.extractToFiles("Explainable_AI_Adult_Census_Income.ipynb") \ No newline at end of file diff --git a/extracted_cells/cell3.py b/extracted_cells/cell3.py new file mode 100644 index 0000000..8723c9a --- /dev/null +++ b/extracted_cells/cell3.py @@ -0,0 +1,3 @@ +print("\nDatentypen:") +#print(df.dtypes) +df.info() \ No newline at end of file diff --git a/extracted_cells/cell4.py b/extracted_cells/cell4.py new file mode 100644 index 0000000..0953ee4 --- /dev/null +++ b/extracted_cells/cell4.py @@ -0,0 +1,2 @@ +print("\nFehlende Werte:") +df.isnull().sum() \ No newline at end of file diff --git a/extracted_cells/cell5.py b/extracted_cells/cell5.py new file mode 100644 index 0000000..55d12c8 --- /dev/null +++ b/extracted_cells/cell5.py @@ -0,0 +1,2 @@ +print("\nStatistische Zusammenfassung:") +df.describe() \ No newline at end of file diff --git a/extracted_cells/cell6.py b/extracted_cells/cell6.py new file mode 100644 index 0000000..061a76a --- /dev/null +++ b/extracted_cells/cell6.py @@ -0,0 +1,13 @@ +# Überprüfen der Verteilung der Zielklasse +plt.figure(figsize=(8, 6)) +sns.countplot(x='income', data=df) +plt.title('Verteilung der Einkommensklassen') +plt.xlabel('Einkommen') +plt.ylabel('Anzahl') +plt.savefig('output/Verteilung_Einkommensklassen.png', dpi=300) +plt.show() + +# Prozentuale Verteilung berechnen +income_counts = df['income'].value_counts(normalize=True) * 100 +print("Prozentuale Verteilung der Einkommensklassen:") +print(income_counts) \ No newline at end of file diff --git a/extracted_cells/cell7.py b/extracted_cells/cell7.py new file mode 100644 index 0000000..b4168cc --- /dev/null +++ b/extracted_cells/cell7.py @@ -0,0 +1,5 @@ +# Überprüfen auf fehlende Werte oder '?' +for col in df.columns: + missing_count = df[df[col] == '?'].shape[0] + if missing_count > 0: + print(f"Spalte '{col}' hat {missing_count} Einträge mit '?'") \ No newline at end of file diff --git a/extracted_cells/cell8.py b/extracted_cells/cell8.py new file mode 100644 index 0000000..be384d3 --- /dev/null +++ b/extracted_cells/cell8.py @@ -0,0 +1,13 @@ +# Ersetzen von '?' durch NaN und dann durch den häufigsten Wert +df_clean = df.copy() + +for col in df_clean.columns: + if df_clean[col].dtype == 'object': + # Ersetze '?' durch NaN + df_clean[col] = df_clean[col].replace('?', np.nan) + + # Ersetze NaN durch den häufigsten Wert + most_frequent = df_clean[col].mode()[0] + df_clean[col] = df_clean[col].fillna(most_frequent) + +df_clean.head(10) \ No newline at end of file diff --git a/extracted_cells/cell9.py b/extracted_cells/cell9.py new file mode 100644 index 0000000..645b094 --- /dev/null +++ b/extracted_cells/cell9.py @@ -0,0 +1,20 @@ +# Kategorische Variablen in numerische umwandeln +categorical_cols = df_clean.select_dtypes(include=['object']).columns +print("Kategorische Spalten:", categorical_cols.tolist()) + +# Label Encoding für die Zielvariable +label_encoder = LabelEncoder() +df_clean['income_encoded'] = label_encoder.fit_transform(df_clean['income']) +print("\nLabel Encoding für 'income':") +for i, label in enumerate(label_encoder.classes_): + print(f"{label} -> {i}") + +# One-Hot Encoding für kategorische Variablen (außer der Zielvariable) +categorical_cols = categorical_cols.drop('income') +df_encoded = pd.get_dummies(df_clean, columns=categorical_cols, drop_first=False) + + +print("\nNeue Spalten durch One-Hot Encoding:") +print(df_encoded.columns[:10].tolist()) + +print("\nDatensatz nach Vorverarbeitung:", df_encoded.shape) \ No newline at end of file diff --git a/output/Confusions_Matrix.png b/output/Confusions_Matrix.png new file mode 100644 index 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a/output/surrogate_accuracy.png b/output/surrogate_accuracy.png new file mode 100644 index 0000000..b55528b Binary files /dev/null and b/output/surrogate_accuracy.png differ diff --git a/output/surrogate_accuracy_consistency.png b/output/surrogate_accuracy_consistency.png new file mode 100644 index 0000000..70de84f Binary files /dev/null and b/output/surrogate_accuracy_consistency.png differ diff --git a/output/surrogate_feature_consistency.png b/output/surrogate_feature_consistency.png new file mode 100644 index 0000000..91b3008 Binary files /dev/null and b/output/surrogate_feature_consistency.png differ diff --git a/outputlime_prediction_comparison.png b/outputlime_prediction_comparison.png new file mode 100644 index 0000000..133ec2d Binary files /dev/null and b/outputlime_prediction_comparison.png differ diff --git a/sample_data/adult_census_income/adult.csv b/sample_data/adult_census_income/adult.csv new file mode 100644 index 0000000..5cf74ed --- /dev/null +++ b/sample_data/adult_census_income/adult.csv @@ -0,0 +1,32562 @@ +"age","workclass","fnlwgt","education","education.num","marital.status","occupation","relationship","race","sex","capital.gain","capital.loss","hours.per.week","native.country","income" +90,"?",77053,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,4356,40,"United-States","<=50K" +82,"Private",132870,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,4356,18,"United-States","<=50K" +66,"?",186061,"Some-college",10,"Widowed","?","Unmarried","Black","Female",0,4356,40,"United-States","<=50K" +54,"Private",140359,"7th-8th",4,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,3900,40,"United-States","<=50K" +41,"Private",264663,"Some-college",10,"Separated","Prof-specialty","Own-child","White","Female",0,3900,40,"United-States","<=50K" +34,"Private",216864,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,3770,45,"United-States","<=50K" +38,"Private",150601,"10th",6,"Separated","Adm-clerical","Unmarried","White","Male",0,3770,40,"United-States","<=50K" +74,"State-gov",88638,"Doctorate",16,"Never-married","Prof-specialty","Other-relative","White","Female",0,3683,20,"United-States",">50K" +68,"Federal-gov",422013,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",0,3683,40,"United-States","<=50K" +41,"Private",70037,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,3004,60,"?",">50K" +45,"Private",172274,"Doctorate",16,"Divorced","Prof-specialty","Unmarried","Black","Female",0,3004,35,"United-States",">50K" +38,"Self-emp-not-inc",164526,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,2824,45,"United-States",">50K" +52,"Private",129177,"Bachelors",13,"Widowed","Other-service","Not-in-family","White","Female",0,2824,20,"United-States",">50K" +32,"Private",136204,"Masters",14,"Separated","Exec-managerial","Not-in-family","White","Male",0,2824,55,"United-States",">50K" +51,"?",172175,"Doctorate",16,"Never-married","?","Not-in-family","White","Male",0,2824,40,"United-States",">50K" +46,"Private",45363,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",0,2824,40,"United-States",">50K" +45,"Private",172822,"11th",7,"Divorced","Transport-moving","Not-in-family","White","Male",0,2824,76,"United-States",">50K" +57,"Private",317847,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,2824,50,"United-States",">50K" +22,"Private",119592,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,2824,40,"?",">50K" +34,"Private",203034,"Bachelors",13,"Separated","Sales","Not-in-family","White","Male",0,2824,50,"United-States",">50K" +37,"Private",188774,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,2824,40,"United-States",">50K" +29,"Private",77009,"11th",7,"Separated","Sales","Not-in-family","White","Female",0,2754,42,"United-States","<=50K" +61,"Private",29059,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,2754,25,"United-States","<=50K" +51,"Private",153870,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2603,40,"United-States","<=50K" +61,"?",135285,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,2603,32,"United-States","<=50K" +21,"Private",34310,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2603,40,"United-States","<=50K" +33,"Private",228696,"1st-4th",2,"Married-civ-spouse","Craft-repair","Not-in-family","White","Male",0,2603,32,"Mexico","<=50K" +49,"Private",122066,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,2603,40,"Greece","<=50K" +37,"Self-emp-inc",107164,"10th",6,"Never-married","Transport-moving","Not-in-family","White","Male",0,2559,50,"United-States",">50K" +38,"Private",175360,"10th",6,"Never-married","Prof-specialty","Not-in-family","White","Male",0,2559,90,"United-States",">50K" +23,"Private",44064,"Some-college",10,"Separated","Other-service","Not-in-family","White","Male",0,2559,40,"United-States",">50K" +59,"Self-emp-inc",107287,"10th",6,"Widowed","Exec-managerial","Unmarried","White","Female",0,2559,50,"United-States",">50K" +52,"Private",198863,"Prof-school",15,"Divorced","Exec-managerial","Not-in-family","White","Male",0,2559,60,"United-States",">50K" +51,"Private",123011,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,2559,50,"United-States",">50K" +60,"Self-emp-not-inc",205246,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,2559,50,"United-States",">50K" +63,"Federal-gov",39181,"Doctorate",16,"Divorced","Exec-managerial","Not-in-family","White","Female",0,2559,60,"United-States",">50K" +53,"Private",149650,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,2559,48,"United-States",">50K" +51,"Private",197163,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,2559,50,"United-States",">50K" +37,"Self-emp-not-inc",137527,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,2559,60,"United-States",">50K" +54,"Private",161691,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,2559,40,"United-States",">50K" +44,"Private",326232,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Male",0,2547,50,"United-States",">50K" +43,"Private",115806,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,2547,40,"United-States",">50K" +51,"Private",115066,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,2547,40,"United-States",">50K" +43,"Private",289669,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,2547,40,"United-States",">50K" +71,"?",100820,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,2489,15,"United-States","<=50K" +48,"Private",121253,"Bachelors",13,"Married-spouse-absent","Sales","Unmarried","White","Female",0,2472,70,"United-States",">50K" +71,"Private",110380,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,2467,52,"United-States","<=50K" +73,"Self-emp-not-inc",233882,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Asian-Pac-Islander","Male",0,2457,40,"Vietnam","<=50K" +68,"?",192052,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,2457,40,"United-States","<=50K" +67,"?",174995,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,2457,40,"United-States","<=50K" +40,"Self-emp-not-inc",335549,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,2444,45,"United-States",">50K" +50,"Private",237729,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,2444,72,"United-States",">50K" +51,"State-gov",68898,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","White","Male",0,2444,39,"United-States",">50K" +42,"Private",107276,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,2444,40,"United-States",">50K" +39,"Private",141584,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",0,2444,45,"United-States",">50K" +32,"Private",207668,"Bachelors",13,"Never-married","Exec-managerial","Other-relative","White","Male",0,2444,50,"United-States",">50K" +53,"Private",313243,"Some-college",10,"Separated","Craft-repair","Not-in-family","White","Male",0,2444,45,"United-States",">50K" +40,"Local-gov",147372,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,2444,40,"United-States",">50K" +38,"Private",237608,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,2444,45,"United-States",">50K" +33,"Private",194901,"Assoc-voc",11,"Separated","Craft-repair","Not-in-family","White","Male",0,2444,42,"United-States",">50K" +43,"Private",155106,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Male",0,2444,70,"United-States",">50K" +50,"Self-emp-inc",121441,"11th",7,"Never-married","Exec-managerial","Other-relative","White","Male",0,2444,40,"United-States",">50K" +44,"Private",162028,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,2415,6,"United-States",">50K" +51,"Self-emp-not-inc",160724,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,2415,40,"China",">50K" +41,"Private",132222,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,40,"United-States",">50K" +60,"Self-emp-inc",226355,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,2415,70,"?",">50K" +37,"Private",329980,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2415,60,"United-States",">50K" +55,"Self-emp-inc",124137,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,35,"Greece",">50K" +39,"Self-emp-inc",329980,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,2415,60,"United-States",">50K" +42,"Self-emp-inc",187702,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,60,"United-States",">50K" +49,"Private",199029,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,2415,55,"United-States",">50K" +47,"Self-emp-not-inc",145290,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2415,50,"United-States",">50K" +41,"Local-gov",297248,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,45,"United-States",">50K" +55,"Self-emp-inc",227856,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2415,50,"United-States",">50K" +39,"Private",179731,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,2415,65,"United-States",">50K" +42,"Private",154374,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2415,60,"United-States",">50K" +41,"?",27187,"Assoc-voc",11,"Married-civ-spouse","?","Husband","White","Male",0,2415,12,"United-States",">50K" +46,"Private",326857,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,2415,65,"United-States",">50K" +40,"Private",160369,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2415,45,"United-States",">50K" +32,"Private",396745,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,48,"United-States",">50K" +41,"Self-emp-inc",151089,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2415,55,"United-States",">50K" +60,"Self-emp-inc",336188,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,80,"United-States",">50K" +31,"Private",279015,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2415,70,"Taiwan",">50K" +58,"Self-emp-not-inc",43221,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,2415,40,"United-States",">50K" +37,"Self-emp-inc",30529,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,2415,50,"United-States",">50K" +44,"Self-emp-not-inc",201742,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2415,50,"United-States",">50K" +39,"Self-emp-not-inc",218490,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,50,"?",">50K" +43,"Federal-gov",156996,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,2415,55,"?",">50K" +55,"Self-emp-inc",298449,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2415,50,"United-States",">50K" +44,"Self-emp-inc",191712,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,55,"United-States",">50K" +39,"Private",198654,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,2415,67,"India",">50K" +46,"Self-emp-not-inc",102308,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,2415,40,"United-States",">50K" +39,"Private",348521,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,2415,99,"United-States",">50K" +62,"Self-emp-inc",56248,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,2415,60,"United-States",">50K" +31,"Self-emp-not-inc",252752,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,2415,40,"United-States",">50K" +46,"Private",192963,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,2415,35,"Philippines",">50K" +46,"Self-emp-not-inc",198759,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,80,"United-States",">50K" +39,"Self-emp-inc",143123,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2415,40,"United-States",">50K" +39,"Private",237713,"Prof-school",15,"Married-civ-spouse","Sales","Husband","White","Male",0,2415,99,"United-States",">50K" +59,"Private",81929,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,45,"United-States",">50K" +50,"Self-emp-inc",167793,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,60,"United-States",">50K" +46,"Private",456062,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,55,"United-States",">50K" +53,"Self-emp-not-inc",105478,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2415,40,"United-States",">50K" +50,"Self-emp-not-inc",42402,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,30,"United-States",">50K" +41,"Self-emp-inc",114580,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,2415,55,"United-States",">50K" +36,"Private",346478,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,2415,45,"United-States",">50K" +38,"Private",187870,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,90,"United-States",">50K" +54,"Private",35576,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,2415,50,"United-States",">50K" +50,"Private",102346,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,2415,20,"United-States",">50K" +47,"Private",148995,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2415,60,"United-States",">50K" +47,"Self-emp-inc",102308,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2415,45,"United-States",">50K" +67,"Private",105252,"Bachelors",13,"Widowed","Exec-managerial","Not-in-family","White","Male",0,2392,40,"United-States",">50K" +67,"Self-emp-inc",106175,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2392,75,"United-States",">50K" +72,"Self-emp-not-inc",52138,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2392,25,"United-States",">50K" +72,"?",118902,"Doctorate",16,"Married-civ-spouse","?","Husband","White","Male",0,2392,6,"United-States",">50K" +46,"Self-emp-inc",191978,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2392,50,"United-States",">50K" +78,"Self-emp-inc",188044,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2392,40,"United-States",">50K" +71,"Self-emp-inc",66624,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2392,60,"United-States",">50K" +83,"Self-emp-inc",153183,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2392,55,"United-States",">50K" +68,"Private",211287,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2392,40,"United-States",">50K" +26,"Private",181655,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,2377,45,"United-States","<=50K" +68,"State-gov",235882,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2377,60,"United-States",">50K" +49,"Self-emp-inc",158685,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,2377,40,"United-States",">50K" +36,"Private",370767,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2377,60,"United-States","<=50K" +70,"Self-emp-not-inc",155141,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2377,12,"United-States",">50K" +27,"Private",156516,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,2377,20,"United-States","<=50K" +35,"Local-gov",177305,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2377,40,"United-States","<=50K" +23,"Private",162945,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,2377,40,"United-States","<=50K" +81,"Private",177408,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2377,26,"United-States",">50K" +66,"Self-emp-not-inc",427422,"Doctorate",16,"Married-civ-spouse","Sales","Husband","White","Male",0,2377,25,"United-States",">50K" +71,"Private",152307,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2377,45,"United-States",">50K" +68,"Private",218637,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,2377,55,"United-States",">50K" +68,"State-gov",202699,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2377,42,"?",">50K" +65,"?",240857,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,2377,40,"United-States",">50K" +52,"Private",222405,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,2377,40,"United-States","<=50K" +40,"Self-emp-inc",110862,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2377,50,"United-States","<=50K" +68,"?",257269,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,2377,35,"United-States",">50K" +21,"Private",377931,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2377,48,"United-States","<=50K" +35,"Private",192923,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2377,40,"United-States","<=50K" +70,"Self-emp-inc",207938,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2377,50,"United-States",">50K" +61,"Self-emp-not-inc",36671,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,2352,50,"United-States","<=50K" +65,"Self-emp-inc",81413,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,2352,65,"United-States","<=50K" +46,"Private",214955,"5th-6th",3,"Divorced","Craft-repair","Not-in-family","White","Female",0,2339,45,"United-States","<=50K" +26,"Local-gov",166295,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,2339,55,"United-States","<=50K" +59,"Local-gov",147707,"HS-grad",9,"Widowed","Farming-fishing","Unmarried","White","Male",0,2339,40,"United-States","<=50K" +61,"Private",43554,"5th-6th",3,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,2339,40,"United-States","<=50K" +60,"State-gov",358893,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,2339,40,"United-States","<=50K" +49,"Self-emp-inc",141058,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,2339,50,"United-States","<=50K" +34,"Private",25322,"Bachelors",13,"Married-spouse-absent","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Male",0,2339,40,"?","<=50K" +25,"Private",77071,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,2339,35,"United-States","<=50K" +55,"Private",158702,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,2339,45,"?","<=50K" +59,"Local-gov",171328,"HS-grad",9,"Separated","Protective-serv","Other-relative","Black","Female",0,2339,40,"United-States","<=50K" +28,"State-gov",381789,"Some-college",10,"Separated","Exec-managerial","Own-child","White","Male",0,2339,40,"United-States","<=50K" +43,"?",152569,"Assoc-voc",11,"Widowed","?","Not-in-family","White","Female",0,2339,36,"United-States","<=50K" +56,"Self-emp-not-inc",346635,"Masters",14,"Divorced","Sales","Unmarried","White","Female",0,2339,60,"United-States","<=50K" +41,"Private",162140,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,2339,40,"United-States","<=50K" +42,"Private",191765,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","Black","Female",0,2339,40,"Trinadad&Tobago","<=50K" +28,"Private",251905,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,2339,40,"Canada","<=50K" +40,"Self-emp-not-inc",33310,"Prof-school",15,"Divorced","Other-service","Not-in-family","White","Female",0,2339,35,"United-States","<=50K" +69,"Private",228921,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Male",0,2282,40,"United-States",">50K" +66,"Local-gov",36364,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2267,40,"United-States","<=50K" +69,"Private",124930,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,2267,40,"United-States","<=50K" +55,"Local-gov",176046,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,2267,40,"United-States","<=50K" +57,"Federal-gov",370890,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,2258,40,"United-States","<=50K" +20,"Self-emp-not-inc",157145,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,2258,10,"United-States","<=50K" +33,"Private",288825,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,2258,84,"United-States","<=50K" +30,"Self-emp-not-inc",257295,"Some-college",10,"Never-married","Sales","Other-relative","Asian-Pac-Islander","Male",0,2258,40,"South","<=50K" +40,"Private",287983,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Asian-Pac-Islander","Female",0,2258,48,"Philippines","<=50K" +38,"Private",101978,"Some-college",10,"Separated","Machine-op-inspct","Not-in-family","White","Male",0,2258,55,"United-States",">50K" +46,"State-gov",192779,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Male",0,2258,38,"United-States",">50K" +29,"Private",135296,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,2258,45,"United-States",">50K" +57,"Federal-gov",199114,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,2258,40,"United-States","<=50K" +39,"Private",156897,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,2258,42,"United-States",">50K" +47,"Private",138107,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,2258,40,"United-States",">50K" +26,"Private",279833,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,2258,45,"United-States",">50K" +27,"Self-emp-not-inc",208577,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,2258,50,"United-States","<=50K" +23,"Private",102942,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,2258,40,"United-States",">50K" +34,"Private",36385,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,2258,50,"United-States","<=50K" +33,"Private",176185,"12th",8,"Divorced","Craft-repair","Not-in-family","White","Male",0,2258,42,"United-States","<=50K" +38,"Local-gov",162613,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,2258,60,"United-States","<=50K" +57,"Private",121362,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,2258,38,"United-States",">50K" +36,"Private",145933,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,2258,70,"United-States","<=50K" +44,"Federal-gov",29591,"Bachelors",13,"Divorced","Tech-support","Not-in-family","White","Male",0,2258,40,"United-States",">50K" +49,"State-gov",269417,"Doctorate",16,"Never-married","Exec-managerial","Not-in-family","White","Female",0,2258,50,"United-States",">50K" +44,"Self-emp-inc",178510,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,2258,60,"United-States","<=50K" +55,"Private",41108,"Some-college",10,"Widowed","Farming-fishing","Not-in-family","White","Male",0,2258,62,"United-States",">50K" +45,"Private",187901,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,2258,44,"United-States",">50K" +48,"Private",175070,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,2258,40,"United-States",">50K" +31,"Private",263561,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2246,45,"United-States",">50K" +55,"Local-gov",99131,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Other-relative","White","Female",0,2246,40,"United-States",">50K" +70,"Self-emp-not-inc",143833,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2246,40,"United-States",">50K" +70,"Self-emp-not-inc",124449,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2246,8,"United-States",">50K" +73,"Private",336007,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2246,40,"United-States",">50K" +72,"Self-emp-not-inc",285408,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2246,28,"United-States",">50K" +31,"Private",327825,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","White","Female",0,2238,40,"United-States","<=50K" +28,"Private",129460,"10th",6,"Widowed","Adm-clerical","Unmarried","White","Female",0,2238,35,"United-States","<=50K" +23,"Self-emp-not-inc",258298,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,2231,40,"United-States",">50K" +49,"Local-gov",102359,"9th",5,"Widowed","Handlers-cleaners","Unmarried","White","Male",0,2231,40,"United-States",">50K" +27,"Local-gov",92431,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,2231,40,"United-States",">50K" +90,"Private",51744,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,2206,40,"United-States","<=50K" +68,"Private",166149,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,2206,30,"United-States","<=50K" +65,"Private",149811,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,2206,59,"Canada","<=50K" +65,"?",143118,"HS-grad",9,"Widowed","?","Unmarried","White","Female",0,2206,10,"United-States","<=50K" +67,"Private",118363,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,2206,5,"United-States","<=50K" +66,"Local-gov",362165,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","Black","Female",0,2206,25,"United-States","<=50K" +24,"Private",379066,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,2205,24,"United-States","<=50K" +44,"Self-emp-not-inc",171424,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,2205,35,"United-States","<=50K" +35,"Private",108293,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,2205,40,"United-States","<=50K" +20,"Private",107801,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Female",0,2205,18,"United-States","<=50K" +38,"Private",126675,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,2205,40,"United-States","<=50K" +39,"Private",155603,"Some-college",10,"Never-married","Other-service","Own-child","Black","Female",0,2205,40,"United-States","<=50K" +32,"Private",27882,"Some-college",10,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,2205,40,"Holand-Netherlands","<=50K" +42,"Private",242564,"7th-8th",4,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,2205,40,"United-States","<=50K" +63,"?",234083,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,2205,40,"United-States","<=50K" +42,"Self-emp-inc",23510,"Masters",14,"Divorced","Exec-managerial","Unmarried","Asian-Pac-Islander","Male",0,2201,60,"India",">50K" +64,"Private",181232,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2179,40,"United-States","<=50K" +28,"Private",166481,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","Other","Male",0,2179,40,"Puerto-Rico","<=50K" +41,"Self-emp-inc",139916,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","Other","Male",0,2179,84,"Mexico","<=50K" +41,"Self-emp-not-inc",144594,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2179,40,"United-States","<=50K" +58,"Self-emp-not-inc",266707,"1st-4th",2,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2179,18,"United-States","<=50K" +59,"State-gov",303176,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2179,40,"United-States","<=50K" +34,"Self-emp-not-inc",56460,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,2179,12,"United-States","<=50K" +45,"Private",167523,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2179,45,"United-States","<=50K" +29,"Private",119004,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,2179,40,"United-States","<=50K" +47,"Private",175925,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,2179,52,"United-States","<=50K" +40,"Private",212847,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,2179,40,"United-States","<=50K" +47,"Self-emp-not-inc",191175,"5th-6th",3,"Married-civ-spouse","Sales","Husband","White","Male",0,2179,50,"Mexico","<=50K" +63,"?",83043,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,2179,45,"United-States","<=50K" +41,"Self-emp-not-inc",170214,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,2179,40,"United-States","<=50K" +34,"Private",180714,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,2179,40,"United-States","<=50K" +66,"?",177351,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,2174,40,"United-States",">50K" +65,"Self-emp-not-inc",111483,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2174,10,"United-States",">50K" +70,"Private",282642,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,2174,40,"United-States",">50K" +75,"Self-emp-not-inc",309955,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2174,50,"United-States",">50K" +65,"State-gov",215908,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,2174,40,"United-States",">50K" +65,"Federal-gov",23494,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,2174,40,"United-States",">50K" +73,"Private",147551,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2174,50,"United-States",">50K" +60,"?",141221,"Bachelors",13,"Married-civ-spouse","?","Husband","Asian-Pac-Islander","Male",0,2163,25,"South","<=50K" +68,"Self-emp-not-inc",116903,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2149,40,"United-States","<=50K" +74,"Self-emp-not-inc",119129,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,2149,20,"United-States","<=50K" +43,"Private",143582,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Wife","Asian-Pac-Islander","Female",0,2129,72,"?","<=50K" +19,"Self-emp-not-inc",342384,"11th",7,"Married-civ-spouse","Craft-repair","Own-child","White","Male",0,2129,55,"United-States","<=50K" +37,"Self-emp-not-inc",68899,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2129,40,"United-States","<=50K" +45,"Federal-gov",207107,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","Asian-Pac-Islander","Male",0,2080,40,"Philippines","<=50K" +64,"Private",149044,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,2057,60,"China","<=50K" +30,"Private",148524,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2057,40,"United-States","<=50K" +51,"Self-emp-not-inc",268639,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,2057,60,"Canada","<=50K" +35,"Private",272019,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2057,40,"United-States","<=50K" +29,"Private",239753,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,2057,20,"United-States","<=50K" +34,"Private",199864,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,2057,40,"United-States","<=50K" +41,"Private",125831,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2051,60,"United-States","<=50K" +35,"Private",67728,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2051,45,"United-States","<=50K" +26,"Private",115717,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,2051,40,"United-States","<=50K" +54,"Private",172281,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2051,50,"United-States","<=50K" +52,"Local-gov",305053,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2051,40,"United-States","<=50K" +50,"Self-emp-not-inc",105010,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,2051,20,"United-States","<=50K" +31,"Private",291052,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,2051,40,"United-States","<=50K" +38,"Federal-gov",248919,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2051,40,"United-States","<=50K" +30,"Private",84119,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2051,40,"United-States","<=50K" +34,"Local-gov",105540,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2051,40,"United-States","<=50K" +31,"Private",161765,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,2051,57,"United-States","<=50K" +52,"Private",195635,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,2051,38,"United-States","<=50K" +54,"Private",816750,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2051,40,"United-States","<=50K" +38,"Private",160192,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2051,44,"United-States","<=50K" +39,"Private",136081,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,2051,40,"United-States","<=50K" +29,"Private",244473,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,2051,40,"United-States","<=50K" +45,"Private",187033,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2051,40,"United-States","<=50K" +34,"Private",265807,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2051,55,"United-States","<=50K" +38,"Private",154410,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2051,40,"Poland","<=50K" +39,"Private",314007,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2051,40,"United-States","<=50K" +61,"Private",179743,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2051,20,"United-States","<=50K" +43,"Private",117037,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2042,40,"United-States","<=50K" +35,"Private",40135,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,2042,40,"United-States","<=50K" +46,"Private",315423,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,2042,50,"United-States","<=50K" +38,"Private",35429,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,2042,40,"United-States","<=50K" +42,"Self-emp-not-inc",120837,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2042,48,"United-States","<=50K" +34,"Private",90614,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,2042,10,"United-States","<=50K" +29,"Private",202878,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,2042,40,"United-States","<=50K" +32,"Private",260954,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2042,30,"United-States","<=50K" +60,"Private",127084,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,2042,34,"United-States","<=50K" +49,"Local-gov",107231,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2002,40,"United-States","<=50K" +53,"Local-gov",135102,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,2002,45,"United-States","<=50K" +56,"Private",201822,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,2002,40,"United-States","<=50K" +48,"Private",413363,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2002,40,"United-States","<=50K" +32,"Federal-gov",148138,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,2002,40,"Iran","<=50K" +42,"Self-emp-not-inc",170721,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2002,40,"United-States","<=50K" +32,"Private",102858,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2002,42,"United-States","<=50K" +28,"Local-gov",175262,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,2002,40,"England","<=50K" +26,"Private",36936,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2002,40,"United-States","<=50K" +59,"Private",169982,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2002,50,"United-States","<=50K" +47,"Self-emp-not-inc",208407,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2002,30,"United-States","<=50K" +26,"?",131777,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,2002,40,"United-States","<=50K" +41,"Private",41090,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,2002,60,"United-States","<=50K" +36,"Private",183739,"HS-grad",9,"Married-civ-spouse","Craft-repair","Own-child","White","Female",0,2002,40,"United-States","<=50K" +45,"Private",357540,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,2002,55,"United-States","<=50K" +30,"Private",48520,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,2002,40,"United-States","<=50K" +36,"Private",107916,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2002,40,"United-States","<=50K" +34,"Self-emp-inc",198613,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,2002,40,"United-States","<=50K" +53,"Private",283743,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2002,40,"United-States","<=50K" +51,"Private",210940,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,2002,45,"United-States","<=50K" +47,"Self-emp-not-inc",355978,"Doctorate",16,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,2002,45,"United-States","<=50K" +19,"?",241616,"HS-grad",9,"Never-married","?","Unmarried","White","Male",0,2001,40,"United-States","<=50K" +30,"Private",57651,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Male",0,2001,42,"United-States","<=50K" +20,"Private",315877,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Male",0,2001,40,"United-States","<=50K" +42,"Federal-gov",74680,"Masters",14,"Divorced","Adm-clerical","Not-in-family","White","Male",0,2001,60,"United-States","<=50K" +31,"Private",454508,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,2001,40,"United-States","<=50K" +33,"Private",202046,"Bachelors",13,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,2001,40,"United-States","<=50K" +25,"Private",121102,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Female",0,2001,30,"United-States","<=50K" +20,"Private",146879,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,2001,40,"United-States","<=50K" +23,"Private",213955,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Male",0,2001,40,"United-States","<=50K" +55,"?",123382,"HS-grad",9,"Separated","?","Not-in-family","Black","Female",0,2001,40,"United-States","<=50K" +41,"Self-emp-not-inc",277783,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,2001,50,"United-States","<=50K" +54,"Self-emp-not-inc",199741,"HS-grad",9,"Widowed","Craft-repair","Not-in-family","White","Male",0,2001,35,"United-States","<=50K" +25,"Private",378322,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,2001,50,"United-States","<=50K" +19,"Private",264390,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,2001,40,"United-States","<=50K" +24,"Private",210029,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,2001,37,"United-States","<=50K" +56,"Federal-gov",61885,"Bachelors",13,"Never-married","Transport-moving","Not-in-family","Black","Male",0,2001,65,"United-States","<=50K" +21,"Local-gov",102942,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,2001,40,"United-States","<=50K" +34,"Private",209297,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,2001,40,"United-States","<=50K" +19,"Private",198459,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,2001,40,"United-States","<=50K" +21,"?",40052,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,2001,45,"United-States","<=50K" +48,"Private",93476,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Female",0,2001,40,"United-States","<=50K" +34,"Private",174789,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,2001,40,"United-States","<=50K" +31,"Private",189759,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,2001,40,"United-States","<=50K" +36,"Private",297847,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,2001,40,"United-States","<=50K" +27,"Private",124953,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,1980,40,"United-States","<=50K" +27,"Private",116358,"Some-college",10,"Never-married","Craft-repair","Own-child","Asian-Pac-Islander","Male",0,1980,40,"Philippines","<=50K" +35,"Private",187119,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,1980,65,"United-States","<=50K" +31,"Self-emp-not-inc",161745,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Male",0,1980,60,"United-States","<=50K" +27,"Federal-gov",469705,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,1980,40,"United-States","<=50K" +28,"Local-gov",304960,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,1980,40,"United-States","<=50K" +42,"Private",175935,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,1980,46,"United-States","<=50K" +44,"Private",355728,"Some-college",10,"Separated","Exec-managerial","Not-in-family","White","Male",0,1980,45,"England","<=50K" +41,"Private",53956,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,1980,56,"United-States","<=50K" +28,"Private",184723,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,1980,35,"United-States","<=50K" +41,"Federal-gov",185616,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,1980,40,"United-States","<=50K" +35,"Private",54595,"10th",6,"Widowed","Other-service","Not-in-family","Black","Female",0,1980,40,"United-States","<=50K" +58,"Private",126104,"Masters",14,"Divorced","Adm-clerical","Not-in-family","White","Female",0,1980,45,"United-States","<=50K" +40,"Private",139193,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,1980,48,"United-States","<=50K" +31,"Private",184306,"Assoc-voc",11,"Never-married","Transport-moving","Own-child","White","Male",0,1980,60,"United-States","<=50K" +30,"Private",207301,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,1980,40,"United-States","<=50K" +32,"Private",199529,"Some-college",10,"Separated","Tech-support","Not-in-family","Amer-Indian-Eskimo","Male",0,1980,40,"United-States","<=50K" +25,"Private",111058,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,1980,40,"United-States","<=50K" +34,"Private",198103,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,1980,40,"United-States","<=50K" +56,"Private",34626,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,1980,40,"United-States","<=50K" +45,"Private",100651,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,1980,40,"United-States","<=50K" +50,"Private",104501,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,1980,40,"United-States","<=50K" +27,"Private",132805,"10th",6,"Never-married","Sales","Other-relative","White","Male",0,1980,40,"United-States","<=50K" +51,"Private",96062,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,40,"United-States",">50K" +40,"Private",207578,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1977,60,"United-States",">50K" +41,"Private",445382,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,65,"United-States",">50K" +49,"Private",192776,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,45,"United-States",">50K" +37,"Private",22463,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1977,40,"United-States",">50K" +36,"Self-emp-inc",108293,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1977,45,"United-States",">50K" +35,"Private",199352,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,80,"United-States",">50K" +29,"Self-emp-inc",260729,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,1977,25,"United-States",">50K" +50,"Private",133963,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1977,40,"United-States",">50K" +46,"Private",129007,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,40,"United-States",">50K" +44,"Self-emp-not-inc",179557,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,45,"United-States",">50K" +42,"Local-gov",111252,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,40,"United-States",">50K" +38,"Federal-gov",338320,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +45,"Private",192835,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,55,"United-States",">50K" +43,"Local-gov",147328,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,60,"United-States",">50K" +47,"Self-emp-inc",139268,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,60,"United-States",">50K" +58,"Self-emp-inc",349910,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +48,"Private",331482,"Prof-school",15,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1977,40,"United-States",">50K" +42,"Local-gov",245307,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,48,"United-States",">50K" +55,"Private",153484,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +51,"Private",252903,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,40,"United-States",">50K" +32,"Private",295589,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,1977,40,"United-States",">50K" +45,"Local-gov",160472,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +56,"Private",192869,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1977,44,"United-States",">50K" +38,"Private",234901,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,60,"United-States",">50K" +45,"Private",33300,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,50,"United-States",">50K" +49,"Private",101825,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1977,40,"United-States",">50K" +36,"Private",183612,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,40,"United-States",">50K" +49,"Private",185041,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,40,"United-States",">50K" +30,"Private",315640,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,1977,40,"China",">50K" +42,"Self-emp-inc",123838,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +55,"Private",31905,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,40,"United-States",">50K" +34,"Private",181091,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,45,"United-States",">50K" +54,"Private",88278,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +42,"Self-emp-not-inc",323790,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,70,"United-States",">50K" +25,"Local-gov",90730,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,40,"United-States",">50K" +55,"Self-emp-inc",138594,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,45,"United-States",">50K" +58,"State-gov",194068,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +62,"Private",218009,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1977,60,"United-States",">50K" +43,"Self-emp-inc",221172,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,40,"United-States",">50K" +57,"Local-gov",174132,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,1977,40,"United-States",">50K" +42,"Self-emp-inc",277256,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,60,"United-States",">50K" +63,"Self-emp-not-inc",35021,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,1977,32,"China",">50K" +47,"Self-emp-not-inc",213668,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +37,"Private",99146,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +40,"Private",209547,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,60,"United-States",">50K" +43,"Private",118308,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +43,"State-gov",33331,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,70,"United-States",">50K" +41,"Self-emp-not-inc",200574,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,60,"United-States",">50K" +32,"Private",204374,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,60,"United-States",">50K" +47,"Private",189680,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,40,"United-States",">50K" +39,"Federal-gov",175232,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,1977,60,"United-States",">50K" +53,"Private",193720,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,40,"United-States",">50K" +34,"Private",189759,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,45,"United-States",">50K" +36,"Private",32776,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,40,"United-States",">50K" +47,"Local-gov",285060,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,41,"United-States",">50K" +52,"Private",23780,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,45,"United-States",">50K" +40,"Self-emp-not-inc",284706,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,1977,60,"United-States",">50K" +42,"Self-emp-inc",130126,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,40,"United-States",">50K" +51,"Private",102615,"Masters",14,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1977,40,"United-States",">50K" +55,"Private",208311,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1977,20,"United-States",">50K" +38,"Private",111499,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,99,"United-States",">50K" +52,"Private",139671,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +60,"Federal-gov",165630,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1977,40,"United-States",">50K" +55,"Private",124808,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"Germany",">50K" +47,"Local-gov",29819,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,1977,50,"United-States",">50K" +46,"Private",102771,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1977,40,"United-States",">50K" +35,"Private",86648,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,45,"United-States",">50K" +59,"Self-emp-inc",223215,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +57,"Private",437727,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,45,"United-States",">50K" +46,"Private",167515,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +46,"Federal-gov",213140,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,40,"United-States",">50K" +52,"Private",168553,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1977,40,"United-States",">50K" +45,"Private",363677,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1977,30,"United-States",">50K" +37,"Private",241998,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1977,40,"United-States",">50K" +46,"Private",337050,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,45,"United-States",">50K" +44,"Private",157249,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,1977,50,"United-States",">50K" +45,"Private",84298,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +43,"Private",55213,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1977,52,"United-States",">50K" +54,"Local-gov",185846,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,40,"United-States",">50K" +50,"Private",150999,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,40,"United-States",">50K" +51,"Private",199688,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,60,"?",">50K" +45,"Private",225456,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,40,"United-States",">50K" +36,"Private",192939,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,60,"United-States",">50K" +27,"Private",183627,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +36,"Private",189404,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,35,"United-States",">50K" +53,"Private",152810,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,55,"United-States",">50K" +51,"Local-gov",123011,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,35,"United-States",">50K" +28,"Private",114158,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1977,24,"United-States",">50K" +47,"Self-emp-not-inc",228660,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1977,40,"United-States",">50K" +45,"Private",233511,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,60,"United-States",">50K" +45,"Local-gov",159816,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1977,35,"United-States",">50K" +39,"Self-emp-not-inc",202027,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +39,"Private",218490,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,40,"United-States",">50K" +55,"Self-emp-not-inc",248841,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,40,"United-States",">50K" +62,"Private",71751,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,98,"United-States",">50K" +49,"Private",137192,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,1977,50,"South",">50K" +53,"Self-emp-not-inc",100109,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,40,"United-States",">50K" +31,"Private",183043,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,48,"United-States",">50K" +42,"Self-emp-inc",188738,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,60,"Italy",">50K" +39,"Private",201410,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1977,45,"Philippines",">50K" +60,"Self-emp-not-inc",282066,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,45,"United-States",">50K" +26,"Private",291968,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,40,"United-States",">50K" +37,"Private",126569,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,40,"United-States",">50K" +45,"State-gov",103406,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,60,"United-States",">50K" +37,"Private",109133,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,45,"United-States",">50K" +32,"Private",195602,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,45,"United-States",">50K" +39,"Self-emp-inc",135500,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,40,"United-States",">50K" +58,"Self-emp-not-inc",147653,"10th",6,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,1977,35,"?",">50K" +45,"Private",145636,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,43,"United-States",">50K" +41,"Private",137126,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,45,"United-States",">50K" +36,"Self-emp-not-inc",36270,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1977,65,"United-States",">50K" +51,"State-gov",285747,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,60,"United-States",">50K" +39,"Private",80324,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,62,"United-States",">50K" +56,"Self-emp-not-inc",94156,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +53,"Federal-gov",271544,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,1977,40,"United-States",">50K" +40,"Self-emp-not-inc",175943,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1977,15,"United-States",">50K" +57,"Private",141570,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,1977,40,"United-States",">50K" +50,"Local-gov",124963,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1977,35,"United-States",">50K" +34,"Private",112115,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,55,"United-States",">50K" +35,"Private",99357,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1977,30,"United-States",">50K" +30,"Self-emp-not-inc",404062,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,15,"United-States",">50K" +53,"Local-gov",200190,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,55,"United-States",">50K" +31,"State-gov",207505,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,70,"United-States",">50K" +37,"Private",135436,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,60,"United-States",">50K" +34,"Private",345705,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,50,"United-States",">50K" +36,"Private",126675,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +40,"Private",107433,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +51,"Private",230858,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1977,60,"United-States",">50K" +33,"Private",133503,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,45,"United-States",">50K" +40,"Private",46990,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1977,20,"United-States",">50K" +50,"Self-emp-inc",201689,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1977,63,"?",">50K" +46,"Self-emp-inc",216414,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,60,"United-States",">50K" +54,"Private",182314,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +39,"Private",134367,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1977,24,"United-States",">50K" +54,"Self-emp-inc",206964,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,40,"United-States",">50K" +31,"Private",147284,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,99,"United-States",">50K" +51,"Private",172046,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +55,"Private",175942,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,55,"?",">50K" +36,"Private",145576,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1977,40,"Japan",">50K" +41,"Self-emp-inc",93227,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,1977,60,"Taiwan",">50K" +56,"Self-emp-not-inc",48102,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1977,50,"United-States",">50K" +38,"Private",172538,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1977,40,"United-States",">50K" +47,"Private",239865,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1977,45,"United-States",">50K" +39,"Local-gov",180686,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,45,"United-States",">50K" +59,"Private",170104,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +54,"Private",511668,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,43,"United-States",">50K" +54,"Self-emp-not-inc",109418,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1977,35,"United-States",">50K" +31,"Private",110643,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,55,"United-States",">50K" +59,"Self-emp-inc",122390,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,48,"United-States",">50K" +46,"Private",261059,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +57,"Private",140426,"Doctorate",16,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1977,40,"Germany",">50K" +36,"Private",386726,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1977,44,"United-States",">50K" +44,"Private",340885,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1977,40,"United-States",">50K" +33,"Private",149184,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +54,"Private",308087,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1977,18,"United-States",">50K" +55,"Private",368797,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,60,"United-States",">50K" +36,"Private",218689,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,1977,50,"United-States",">50K" +49,"Local-gov",298445,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1977,60,"United-States",">50K" +41,"Private",347653,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,50,"United-States",">50K" +40,"Private",320451,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,1977,45,"Hong",">50K" +43,"Private",170730,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +39,"Local-gov",344855,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1977,20,"United-States",">50K" +26,"?",370727,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,1977,40,"United-States",">50K" +48,"Private",109814,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,45,"United-States",">50K" +43,"Private",409922,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,50,"United-States",">50K" +42,"Self-emp-inc",191196,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1977,60,"?",">50K" +36,"Private",237943,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1977,45,"United-States",">50K" +39,"Private",49020,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1974,40,"United-States","<=50K" +21,"Private",109414,"Some-college",10,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Male",0,1974,40,"United-States","<=50K" +23,"Private",275818,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,1974,40,"United-States","<=50K" +47,"Private",133758,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,1974,40,"United-States","<=50K" +30,"Private",43953,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,1974,40,"United-States","<=50K" +35,"Private",147258,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,1974,40,"United-States","<=50K" +26,"Private",58098,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,1974,40,"United-States","<=50K" +26,"Private",215384,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1974,55,"United-States","<=50K" +41,"Local-gov",33068,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,1974,40,"United-States","<=50K" +30,"Local-gov",145692,"Some-college",10,"Never-married","Protective-serv","Not-in-family","Black","Male",0,1974,40,"United-States","<=50K" +28,"Private",111696,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,1974,40,"United-States","<=50K" +56,"Private",105281,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,1974,40,"United-States","<=50K" +35,"Private",200445,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,1974,40,"United-States","<=50K" +34,"Private",258666,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Female",0,1974,40,"United-States","<=50K" +29,"Private",214702,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,1974,35,"United-States","<=50K" +23,"Private",188545,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Female",0,1974,20,"United-States","<=50K" +24,"Federal-gov",210736,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,1974,40,"United-States","<=50K" +62,"Private",81116,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,1974,40,"United-States","<=50K" +77,"Self-emp-not-inc",71676,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,1944,1,"United-States","<=50K" +47,"Private",51835,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1902,60,"Honduras",">50K" +48,"Self-emp-not-inc",191277,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,60,"United-States",">50K" +42,"Self-emp-not-inc",214242,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,50,"United-States",">50K" +31,"Private",118710,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1902,40,"United-States",">50K" +43,"Private",274363,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,40,"England",">50K" +50,"Private",168212,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,65,"United-States",">50K" +36,"Private",156667,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,50,"United-States",">50K" +49,"Local-gov",193960,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +38,"Private",132879,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States",">50K" +48,"State-gov",55863,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1902,46,"United-States",">50K" +46,"Private",265266,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +56,"Self-emp-not-inc",145574,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,1902,60,"United-States",">50K" +37,"Private",188540,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,45,"United-States",">50K" +51,"Private",415287,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,1902,40,"United-States",">50K" +43,"Private",201723,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,40,"United-States",">50K" +46,"Local-gov",36228,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States","<=50K" +42,"Local-gov",121718,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,60,"United-States",">50K" +45,"Private",26522,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,1902,35,"United-States",">50K" +23,"Private",196827,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1902,40,"United-States","<=50K" +45,"Private",246891,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +30,"State-gov",199539,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1902,40,"United-States","<=50K" +49,"State-gov",133917,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,1902,60,"?",">50K" +49,"Private",101320,"Assoc-acdm",12,"Married-civ-spouse","Sales","Wife","White","Female",0,1902,40,"United-States",">50K" +57,"Private",98350,"Prof-school",15,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,1902,40,"Philippines",">50K" +42,"Self-emp-not-inc",157562,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1902,80,"United-States",">50K" +43,"Local-gov",105862,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,1902,40,"United-States",">50K" +43,"Private",336513,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,40,"United-States",">50K" +42,"Private",378384,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,60,"United-States",">50K" +53,"Private",104501,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,55,"United-States",">50K" +40,"Local-gov",244522,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,48,"United-States",">50K" +46,"Private",324655,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1902,40,"?",">50K" +41,"Private",84610,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,60,"United-States",">50K" +49,"Private",329603,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States",">50K" +31,"Self-emp-not-inc",348038,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,50,"Puerto-Rico",">50K" +34,"Private",299635,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"United-States",">50K" +40,"Federal-gov",298635,"Masters",14,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,1902,40,"Philippines",">50K" +50,"Private",184424,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,1902,38,"United-States",">50K" +54,"Private",86837,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,1902,40,"United-States",">50K" +49,"Private",142287,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1902,50,"United-States",">50K" +44,"Self-emp-not-inc",402397,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1902,60,"United-States",">50K" +57,"Local-gov",118481,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +28,"Local-gov",250135,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1902,55,"United-States","<=50K" +57,"Private",20953,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +59,"Private",348430,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,43,"United-States",">50K" +38,"Private",169926,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1902,40,"United-States",">50K" +36,"Self-emp-not-inc",283122,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1902,60,"United-States",">50K" +55,"Private",323706,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,40,"United-States",">50K" +34,"Self-emp-not-inc",77209,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,60,"United-States",">50K" +51,"Private",337195,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,50,"United-States",">50K" +46,"Private",377401,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1902,70,"Canada",">50K" +33,"Private",111567,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,45,"Germany",">50K" +31,"State-gov",181824,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1902,35,"United-States",">50K" +31,"Private",37546,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1902,35,"United-States",">50K" +59,"Self-emp-not-inc",325732,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,52,"United-States",">50K" +48,"Private",194772,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +33,"Private",112115,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,45,"United-States",">50K" +46,"Private",459189,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,50,"United-States",">50K" +53,"Private",608184,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,1902,40,"United-States",">50K" +39,"Private",165215,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1902,18,"United-States",">50K" +44,"Self-emp-not-inc",124692,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +45,"Private",360393,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"United-States",">50K" +42,"Local-gov",188291,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1902,40,"United-States",">50K" +24,"Self-emp-not-inc",322931,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1902,40,"United-States",">50K" +57,"Private",173832,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +51,"Local-gov",176751,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +50,"Private",320510,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,40,"United-States",">50K" +50,"Private",162327,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1902,50,"?",">50K" +52,"Private",108435,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"Greece",">50K" +46,"Self-emp-inc",328216,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,42,"?",">50K" +44,"Private",68729,"Some-college",10,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,1902,40,"United-States",">50K" +47,"Self-emp-inc",192894,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,45,"United-States",">50K" +36,"Private",206951,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,45,"United-States",">50K" +34,"Private",164190,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,38,"United-States",">50K" +49,"Private",148549,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"United-States",">50K" +45,"Private",198223,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,45,"United-States",">50K" +46,"Private",172581,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"United-States",">50K" +53,"Self-emp-inc",96062,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,48,"United-States",">50K" +63,"State-gov",194682,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"United-States",">50K" +52,"Private",143953,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +44,"Private",286750,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,1902,40,"United-States",">50K" +37,"Private",200374,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +44,"State-gov",136546,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +53,"Private",139671,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +32,"Private",175856,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1902,40,"United-States",">50K" +50,"State-gov",289207,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,45,"United-States",">50K" +42,"Federal-gov",108183,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,1902,40,"South",">50K" +50,"Private",138179,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States",">50K" +33,"Private",236396,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,55,"United-States",">50K" +50,"Local-gov",168672,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1902,40,"United-States",">50K" +32,"Private",127610,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1902,32,"United-States",">50K" +41,"Private",287306,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +54,"Private",167770,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,55,"United-States",">50K" +34,"Private",277314,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","Black","Male",0,1902,50,"United-States",">50K" +41,"Self-emp-inc",140365,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,55,"United-States",">50K" +39,"Self-emp-inc",239755,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,50,"United-States",">50K" +42,"Federal-gov",52781,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +31,"Private",201122,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,45,"United-States",">50K" +45,"Private",341995,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,42,"United-States",">50K" +41,"Private",106900,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1902,42,"United-States",">50K" +48,"Private",140782,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1902,38,"United-States",">50K" +32,"Self-emp-inc",161153,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1902,55,"United-States",">50K" +41,"Private",267252,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,1902,40,"United-States",">50K" +31,"Self-emp-not-inc",325355,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1902,40,"United-States",">50K" +30,"Self-emp-inc",173858,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,1902,40,"South",">50K" +41,"Private",352812,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1902,40,"United-States",">50K" +48,"Private",109832,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +60,"State-gov",234854,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +38,"Self-emp-not-inc",93206,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,1902,65,"United-States",">50K" +46,"Private",147640,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,1902,40,"United-States","<=50K" +28,"Private",147560,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,55,"United-States",">50K" +64,"Self-emp-inc",59145,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,60,"United-States",">50K" +31,"?",85077,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,1902,20,"United-States",">50K" +42,"Private",145711,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,50,"United-States",">50K" +43,"Private",112181,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Wife","White","Female",0,1902,32,"United-States",">50K" +61,"Self-emp-inc",139391,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,35,"United-States",">50K" +48,"Private",143098,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,1902,40,"China",">50K" +46,"Local-gov",114160,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,45,"United-States",">50K" +44,"Private",325461,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"United-States",">50K" +39,"Federal-gov",30916,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"United-States",">50K" +46,"Self-emp-not-inc",131091,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +48,"Private",276664,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,50,"United-States",">50K" +27,"Private",160786,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States",">50K" +22,"Federal-gov",32950,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,37,"United-States","<=50K" +51,"Federal-gov",163671,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,40,"United-States","<=50K" +48,"State-gov",31141,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1902,40,"United-States",">50K" +52,"Private",144361,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States",">50K" +31,"Self-emp-not-inc",182177,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States",">50K" +53,"Private",95469,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1902,40,"United-States",">50K" +51,"Private",22211,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,60,"United-States",">50K" +46,"Local-gov",398986,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1902,52,"United-States",">50K" +25,"Private",253267,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,1902,36,"United-States",">50K" +46,"Private",403911,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,1902,40,"United-States",">50K" +57,"Self-emp-inc",199768,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,30,"United-States",">50K" +44,"Private",151089,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,50,"United-States",">50K" +42,"Private",344624,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1902,50,"United-States",">50K" +42,"Private",172297,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1902,40,"United-States",">50K" +30,"Private",159187,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,55,"United-States",">50K" +54,"State-gov",103179,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"United-States",">50K" +46,"Self-emp-not-inc",168195,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,45,"United-States",">50K" +33,"Private",154981,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1902,50,"United-States",">50K" +38,"Private",159179,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"United-States",">50K" +50,"Private",168212,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,45,"United-States",">50K" +46,"Private",155659,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States",">50K" +41,"Self-emp-not-inc",186909,"Masters",14,"Married-civ-spouse","Sales","Wife","White","Female",0,1902,35,"United-States",">50K" +56,"Private",193453,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,65,"United-States",">50K" +39,"Private",284166,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,50,"United-States",">50K" +46,"Self-emp-not-inc",353012,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,50,"United-States",">50K" +48,"Local-gov",273402,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1902,40,"United-States","<=50K" +35,"Private",161637,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,1902,40,"Taiwan",">50K" +56,"Private",189975,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,60,"United-States",">50K" +49,"Self-emp-inc",213140,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,60,"United-States",">50K" +61,"State-gov",186451,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +43,"Private",113324,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States",">50K" +37,"Private",193855,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,50,"United-States","<=50K" +43,"Private",196545,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1902,40,"United-States",">50K" +41,"Private",37869,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +61,"?",202106,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,1902,40,"United-States",">50K" +30,"Private",167309,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1902,40,"United-States",">50K" +58,"Private",100313,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1902,40,"United-States",">50K" +40,"Private",146908,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +44,"State-gov",193524,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,40,"United-States",">50K" +40,"Private",153238,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,32,"United-States",">50K" +58,"Private",225394,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States","<=50K" +48,"Self-emp-not-inc",353012,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States",">50K" +49,"Private",165953,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1902,40,"United-States","<=50K" +50,"Private",134766,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"United-States",">50K" +43,"Private",125461,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,55,"United-States",">50K" +53,"Private",48343,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1902,40,"United-States",">50K" +42,"Private",146659,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,50,"United-States",">50K" +56,"Self-emp-inc",208809,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +44,"Private",35910,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,56,"United-States",">50K" +29,"Private",46442,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1902,50,"United-States",">50K" +35,"Private",139364,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +44,"Private",277647,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +34,"Federal-gov",190228,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1902,48,"United-States",">50K" +42,"Private",198341,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,1902,55,"India",">50K" +43,"Private",110970,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +57,"Private",64960,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,45,"United-States","<=50K" +50,"?",204577,"Bachelors",13,"Married-civ-spouse","?","Husband","Black","Male",0,1902,60,"United-States",">50K" +45,"Private",47314,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"?",">50K" +32,"Private",108116,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,60,"United-States",">50K" +33,"Private",59083,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1902,45,"United-States",">50K" +43,"Self-emp-not-inc",101534,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,15,"United-States",">50K" +32,"Private",156464,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,50,"United-States",">50K" +36,"Private",531055,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,48,"United-States",">50K" +50,"Self-emp-not-inc",371305,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,60,"United-States",">50K" +27,"Private",141545,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1902,45,"United-States","<=50K" +60,"Private",162347,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,40,"United-States",">50K" +53,"Private",110977,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,50,"United-States",">50K" +61,"State-gov",379885,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,40,"United-States",">50K" +32,"Private",194740,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +52,"Self-emp-inc",230767,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,60,"Cuba",">50K" +37,"Private",298539,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,55,"United-States",">50K" +33,"Private",51471,"HS-grad",9,"Married-civ-spouse","Tech-support","Wife","White","Female",0,1902,40,"United-States",">50K" +57,"Self-emp-not-inc",413373,"Doctorate",16,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,40,"United-States",">50K" +43,"Private",266324,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,99,"United-States",">50K" +50,"Private",102615,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1902,40,"United-States",">50K" +43,"Private",254146,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,40,"United-States",">50K" +45,"Private",265097,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,1902,40,"United-States",">50K" +37,"Self-emp-not-inc",162834,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1902,45,"United-States",">50K" +31,"Private",183801,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1902,43,"United-States",">50K" +33,"Private",191335,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1902,50,"United-States",">50K" +56,"Self-emp-not-inc",335605,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,1887,50,"Canada",">50K" +43,"Private",187728,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1887,50,"United-States",">50K" +28,"?",123147,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,1887,40,"United-States",">50K" +52,"Private",25826,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,47,"United-States",">50K" +38,"Private",189623,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +40,"Local-gov",289403,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,1887,40,"?",">50K" +57,"Private",173796,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1887,40,"United-States",">50K" +41,"Private",122381,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,50,"United-States",">50K" +37,"Private",171150,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,50,"United-States",">50K" +42,"Private",213821,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,40,"United-States",">50K" +44,"Private",146659,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,35,"United-States",">50K" +39,"Private",77146,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,50,"United-States",">50K" +53,"Federal-gov",173093,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","Asian-Pac-Islander","Female",0,1887,40,"Philippines",">50K" +51,"Private",191659,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,65,"United-States",">50K" +38,"Private",278924,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,50,"United-States",">50K" +43,"Local-gov",96102,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1887,40,"United-States",">50K" +33,"Self-emp-inc",117963,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,60,"United-States",">50K" +43,"Private",293305,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,40,"United-States",">50K" +35,"Private",152909,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,45,"United-States",">50K" +41,"Private",221947,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,50,"United-States",">50K" +45,"Private",120131,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,40,"United-States",">50K" +59,"Private",168569,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1887,40,"United-States",">50K" +30,"Local-gov",226443,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,45,"United-States",">50K" +32,"State-gov",182556,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1887,45,"United-States",">50K" +39,"Federal-gov",99146,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1887,60,"United-States",">50K" +43,"Self-emp-not-inc",396758,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1887,70,"United-States",">50K" +32,"Private",116539,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,55,"United-States",">50K" +39,"Local-gov",177907,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1887,40,"United-States",">50K" +37,"Local-gov",218184,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +34,"Private",182274,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1887,40,"United-States",">50K" +46,"Private",114032,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1887,45,"United-States",">50K" +51,"Local-gov",146325,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +29,"Private",81648,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,55,"United-States",">50K" +34,"Private",195136,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1887,40,"United-States",">50K" +50,"Private",285200,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,35,"United-States",">50K" +34,"Private",207668,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,1887,40,"United-States",">50K" +58,"Private",222247,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1887,40,"United-States",">50K" +56,"Self-emp-not-inc",162130,"5th-6th",3,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,67,"United-States",">50K" +34,"Self-emp-not-inc",234960,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,1887,48,"United-States",">50K" +36,"Local-gov",410034,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +46,"Private",54985,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1887,40,"United-States",">50K" +35,"Private",200117,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,1887,50,"?",">50K" +50,"Self-emp-not-inc",312477,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,40,"United-States",">50K" +27,"Self-emp-inc",120126,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,45,"United-States",">50K" +32,"Private",185027,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,40,"Ireland",">50K" +44,"Self-emp-inc",151089,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,70,"United-States",">50K" +39,"Private",355468,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,46,"United-States",">50K" +33,"Private",34748,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,1887,20,"United-States",">50K" +59,"Federal-gov",117299,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,40,"United-States",">50K" +59,"Private",530099,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,55,"United-States",">50K" +51,"State-gov",155594,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,40,"United-States",">50K" +37,"Private",167735,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,40,"United-States",">50K" +57,"Private",169329,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","Black","Male",0,1887,40,"Trinadad&Tobago",">50K" +25,"Private",203871,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1887,40,"United-States",">50K" +54,"Private",163671,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1887,65,"United-States",">50K" +47,"Local-gov",162187,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1887,40,"United-States",">50K" +52,"State-gov",254285,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,70,"Germany",">50K" +40,"Private",104196,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +27,"Private",31659,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1887,60,"United-States",">50K" +31,"Private",467579,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,1887,40,"United-States",">50K" +41,"Self-emp-inc",223671,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,55,"United-States",">50K" +41,"Private",174575,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1887,45,"United-States",">50K" +50,"Private",150876,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,1887,55,"United-States",">50K" +36,"Private",99146,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1887,40,"United-States",">50K" +27,"Private",169117,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,1887,40,"United-States",">50K" +46,"Private",190115,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,40,"United-States",">50K" +61,"Self-emp-not-inc",215591,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,40,"United-States",">50K" +39,"Local-gov",132879,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +47,"Private",168232,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1887,45,"United-States",">50K" +45,"Private",168262,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1887,40,"United-States",">50K" +55,"State-gov",153451,"HS-grad",9,"Married-civ-spouse","Tech-support","Wife","White","Female",0,1887,40,"United-States",">50K" +38,"Self-emp-not-inc",43712,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,45,"United-States",">50K" +57,"Private",314153,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,55,"United-States",">50K" +38,"Self-emp-not-inc",122493,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,40,"United-States",">50K" +28,"Private",51461,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1887,40,"United-States",">50K" +40,"Private",187802,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,1887,40,"United-States",">50K" +36,"Private",174938,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,50,"United-States",">50K" +36,"Private",180667,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,60,"United-States",">50K" +30,"Self-emp-not-inc",146161,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,50,"United-States",">50K" +35,"Private",401930,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,1887,42,"United-States",">50K" +32,"Self-emp-not-inc",410615,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1887,60,"United-States",">50K" +55,"Private",193130,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,1887,40,"United-States",">50K" +29,"Private",383745,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1887,30,"United-States",">50K" +37,"Self-emp-inc",183800,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,40,"United-States",">50K" +36,"Private",86459,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,50,"United-States",">50K" +42,"?",212206,"Masters",14,"Married-civ-spouse","?","Wife","White","Female",0,1887,48,"United-States",">50K" +40,"State-gov",174283,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,50,"United-States",">50K" +26,"Private",164488,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +44,"Private",151089,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,60,"United-States",">50K" +47,"Private",284871,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,40,"United-States",">50K" +35,"Private",185556,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +58,"Private",34788,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,40,"United-States",">50K" +41,"Self-emp-inc",125831,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,55,"United-States",">50K" +41,"Private",194360,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,40,"United-States",">50K" +38,"Local-gov",286405,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,50,"United-States",">50K" +47,"Self-emp-not-inc",122307,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,40,"United-States",">50K" +39,"Private",176296,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,1887,40,"United-States",">50K" +42,"Private",173704,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,50,"United-States",">50K" +42,"Private",212894,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,40,"United-States",">50K" +37,"Private",292855,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1887,35,"United-States",">50K" +41,"Private",214242,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +51,"Private",110747,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,40,"United-States",">50K" +50,"Private",128143,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,50,"United-States",">50K" +43,"Private",184321,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,1887,40,"United-States",">50K" +28,"Private",141957,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1887,70,"United-States",">50K" +35,"Self-emp-inc",111319,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,45,"United-States",">50K" +59,"Private",100313,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,40,"United-States",">50K" +28,"Private",138692,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +42,"Self-emp-not-inc",185129,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +51,"Private",162238,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,47,"United-States",">50K" +54,"Private",215990,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,44,"United-States",">50K" +45,"Private",102771,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,40,"United-States",">50K" +38,"Local-gov",172855,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,1887,40,"United-States",">50K" +46,"Federal-gov",344415,"Masters",14,"Married-civ-spouse","Armed-Forces","Husband","White","Male",0,1887,40,"United-States",">50K" +33,"Local-gov",182971,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1887,40,"United-States",">50K" +36,"Private",272944,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,40,"United-States",">50K" +36,"Local-gov",52532,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,50,"United-States",">50K" +61,"Federal-gov",229062,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1887,40,"United-States",">50K" +30,"Self-emp-inc",127651,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,48,"United-States",">50K" +50,"Private",213290,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1887,36,"United-States",">50K" +58,"Private",314092,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,48,"United-States",">50K" +43,"Private",266439,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1887,40,"United-States",">50K" +40,"Private",119101,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,68,"United-States",">50K" +55,"Federal-gov",238192,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1887,40,"United-States",">50K" +52,"Private",159755,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,40,"United-States",">50K" +44,"Self-emp-not-inc",343190,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,55,"United-States",">50K" +39,"Federal-gov",376455,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,50,"United-States",">50K" +45,"Private",126889,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,60,"United-States",">50K" +42,"Self-emp-not-inc",351161,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +29,"Private",228860,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,50,"United-States",">50K" +46,"Private",102318,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1887,40,"United-States",">50K" +55,"Private",110748,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,40,"United-States",">50K" +33,"Self-emp-not-inc",170979,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +44,"Private",186916,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1887,60,"United-States",">50K" +37,"Private",73471,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,47,"United-States",">50K" +64,"Self-emp-inc",161325,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,50,"United-States",">50K" +43,"State-gov",24763,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,45,"United-States",">50K" +36,"Private",33394,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1887,35,"United-States",">50K" +55,"Private",359972,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,40,"United-States",">50K" +34,"Private",242984,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,45,"United-States",">50K" +29,"Private",250967,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1887,48,"United-States",">50K" +37,"Private",265737,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,1887,60,"Cuba",">50K" +42,"Private",230959,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",0,1887,40,"Philippines",">50K" +41,"Self-emp-not-inc",111772,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,40,"United-States",">50K" +45,"Local-gov",199590,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,40,"Mexico",">50K" +35,"Private",267866,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,1887,50,"Iran",">50K" +61,"Private",115023,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,60,"United-States",">50K" +49,"Private",34545,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,40,"United-States",">50K" +52,"Self-emp-not-inc",34973,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1887,60,"United-States",">50K" +46,"Local-gov",238162,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1887,50,"United-States",">50K" +23,"Private",143003,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,1887,50,"India",">50K" +36,"Private",334291,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1887,40,"United-States",">50K" +43,"Local-gov",34640,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Other","Male",0,1887,40,"United-States",">50K" +35,"Local-gov",116960,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,40,"United-States",">50K" +39,"Private",128392,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1887,40,"United-States",">50K" +39,"Private",30529,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1887,40,"United-States",">50K" +47,"Local-gov",324791,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1887,50,"United-States",">50K" +53,"Local-gov",186303,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1887,40,"United-States",">50K" +53,"Private",304504,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1887,45,"United-States",">50K" +26,"Private",397317,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1876,40,"United-States","<=50K" +52,"Private",186785,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,1876,50,"United-States","<=50K" +61,"Private",123273,"5th-6th",3,"Divorced","Transport-moving","Not-in-family","White","Male",0,1876,56,"United-States","<=50K" +28,"Local-gov",154863,"HS-grad",9,"Never-married","Protective-serv","Other-relative","Black","Male",0,1876,40,"United-States","<=50K" +42,"Private",44121,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,1876,40,"United-States","<=50K" +44,"Local-gov",101593,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1876,42,"United-States","<=50K" +51,"Private",138179,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","White","Male",0,1876,40,"United-States","<=50K" +39,"Local-gov",86551,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,1876,40,"United-States","<=50K" +36,"State-gov",112497,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,1876,44,"United-States","<=50K" +45,"Private",138626,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,1876,50,"United-States","<=50K" +27,"Private",175387,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1876,40,"United-States","<=50K" +40,"Local-gov",105717,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Female",0,1876,35,"United-States","<=50K" +25,"Private",193820,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,1876,40,"United-States","<=50K" +47,"Private",151584,"HS-grad",9,"Divorced","Sales","Own-child","White","Male",0,1876,40,"United-States","<=50K" +32,"Private",244147,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1876,50,"United-States","<=50K" +53,"Private",122109,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,1876,38,"United-States","<=50K" +32,"Private",226975,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,1876,60,"United-States","<=50K" +49,"Private",149949,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,1876,40,"United-States","<=50K" +27,"Private",34273,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1876,36,"Canada","<=50K" +26,"Private",82246,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1876,38,"United-States","<=50K" +60,"Self-emp-not-inc",73091,"HS-grad",9,"Separated","Other-service","Not-in-family","Black","Male",0,1876,50,"United-States","<=50K" +56,"Self-emp-not-inc",50791,"Masters",14,"Divorced","Sales","Not-in-family","White","Male",0,1876,60,"United-States","<=50K" +58,"Private",201393,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Male",0,1876,40,"United-States","<=50K" +39,"Private",114844,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,1876,50,"United-States","<=50K" +53,"Private",174020,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,1876,38,"United-States","<=50K" +27,"Private",292472,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,1876,45,"Cambodia","<=50K" +46,"Local-gov",175754,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,1876,60,"United-States","<=50K" +30,"Private",236861,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1876,45,"United-States","<=50K" +38,"Local-gov",329980,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,1876,40,"Canada","<=50K" +41,"Private",315834,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1876,40,"United-States","<=50K" +27,"Private",38918,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,1876,75,"United-States","<=50K" +43,"Private",81243,"Bachelors",13,"Divorced","Tech-support","Not-in-family","White","Male",0,1876,40,"United-States","<=50K" +30,"Federal-gov",164552,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1876,40,"United-States","<=50K" +25,"Private",117833,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1876,40,"United-States","<=50K" +26,"Self-emp-not-inc",177858,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,1876,38,"United-States","<=50K" +53,"Local-gov",103995,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,1876,54,"United-States","<=50K" +39,"Private",347491,"11th",7,"Divorced","Craft-repair","Not-in-family","White","Male",0,1876,46,"United-States","<=50K" +47,"Local-gov",154033,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,1876,40,"United-States","<=50K" +44,"Private",150533,"Some-college",10,"Separated","Craft-repair","Not-in-family","White","Male",0,1876,55,"United-States","<=50K" +61,"Self-emp-not-inc",30073,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1848,60,"United-States",">50K" +44,"Private",216907,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1848,40,"United-States",">50K" +28,"Private",303954,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1848,42,"United-States",">50K" +34,"Private",223212,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1848,40,"Peru",">50K" +39,"Private",218490,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1848,40,"United-States",">50K" +41,"Private",121718,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1848,48,"United-States",">50K" +35,"Private",340110,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1848,70,"United-States",">50K" +34,"Private",155343,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1848,50,"United-States",">50K" +30,"Private",174789,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1848,50,"United-States",">50K" +30,"Private",220148,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1848,50,"United-States",">50K" +33,"Local-gov",173005,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1848,45,"United-States",">50K" +60,"?",191118,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,1848,40,"United-States",">50K" +31,"Private",339482,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1848,40,"United-States",">50K" +50,"Private",192982,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1848,40,"United-States",">50K" +27,"Private",285897,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1848,45,"United-States",">50K" +37,"Self-emp-not-inc",241463,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1848,65,"United-States",">50K" +30,"Private",206046,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1848,40,"United-States",">50K" +49,"Private",102583,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1848,44,"United-States",">50K" +52,"State-gov",125796,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,1848,40,"United-States",">50K" +39,"Local-gov",423605,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1848,40,"Nicaragua",">50K" +37,"Private",204277,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1848,48,"United-States",">50K" +39,"Private",186191,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1848,50,"United-States",">50K" +38,"Private",172571,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1848,54,"United-States",">50K" +44,"Private",192381,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1848,40,"United-States",">50K" +45,"Private",54744,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1848,40,"United-States",">50K" +54,"Private",93605,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1848,40,"United-States",">50K" +58,"Private",156040,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,1848,40,"United-States",">50K" +36,"Federal-gov",186934,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1848,55,"United-States",">50K" +45,"Private",223999,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,1848,40,"United-States",">50K" +46,"Federal-gov",349230,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1848,40,"United-States",">50K" +41,"Private",351161,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1848,45,"United-States",">50K" +41,"Federal-gov",36651,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1848,40,"United-States",">50K" +34,"Private",55717,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1848,50,"United-States",">50K" +33,"Federal-gov",331615,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1848,40,"United-States",">50K" +63,"Private",383058,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1848,40,"United-States",">50K" +56,"Private",204049,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1848,50,"United-States",">50K" +48,"Local-gov",242923,"HS-grad",9,"Married-civ-spouse","Tech-support","Wife","White","Female",0,1848,40,"United-States",">50K" +40,"Private",199900,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1848,55,"United-States",">50K" +59,"Private",231377,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1848,45,"United-States",">50K" +32,"Private",168854,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1848,50,"United-States",">50K" +29,"Local-gov",190525,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1848,60,"Germany",">50K" +41,"Private",149909,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1848,40,"United-States",">50K" +30,"Private",129707,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1848,40,"United-States",">50K" +34,"State-gov",318982,"Masters",14,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1848,40,"United-States",">50K" +41,"Private",77373,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1848,65,"United-States",">50K" +46,"Private",189498,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1848,45,"United-States",">50K" +39,"Private",91367,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1848,45,"United-States",">50K" +26,"Private",366219,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,1848,60,"United-States",">50K" +27,"Private",215504,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1848,55,"United-States",">50K" +61,"Private",181219,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1848,40,"United-States",">50K" +37,"Private",103121,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1848,40,"United-States",">50K" +67,"Private",197816,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1844,70,"United-States","<=50K" +66,"?",213149,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,1825,40,"United-States",">50K" +66,"Self-emp-inc",253741,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1825,10,"United-States",">50K" +74,"Self-emp-not-inc",292915,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1825,12,"United-States",">50K" +66,"State-gov",132055,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1825,40,"United-States",">50K" +71,"Self-emp-not-inc",494223,"Some-college",10,"Separated","Sales","Unmarried","Black","Male",0,1816,2,"United-States","<=50K" +80,"Private",87518,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1816,60,"United-States","<=50K" +24,"Private",43323,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,1762,40,"United-States","<=50K" +20,"?",114746,"11th",7,"Married-spouse-absent","?","Own-child","Asian-Pac-Islander","Female",0,1762,40,"South","<=50K" +28,"Self-emp-not-inc",218555,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,1762,40,"United-States","<=50K" +59,"Private",226922,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,1762,30,"United-States","<=50K" +24,"Private",85088,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,1762,32,"United-States","<=50K" +24,"Private",137591,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,1762,40,"United-States","<=50K" +52,"Private",78012,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",0,1762,40,"United-States","<=50K" +39,"Self-emp-not-inc",134475,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Male",0,1762,40,"United-States","<=50K" +43,"Private",138184,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,1762,35,"United-States","<=50K" +22,"Private",156822,"10th",6,"Never-married","Sales","Not-in-family","White","Female",0,1762,25,"United-States","<=50K" +30,"Private",145231,"Assoc-acdm",12,"Divorced","Adm-clerical","Own-child","White","Female",0,1762,40,"United-States","<=50K" +21,"Private",213341,"11th",7,"Married-spouse-absent","Handlers-cleaners","Own-child","White","Male",0,1762,40,"Dominican-Republic","<=50K" +24,"Private",276851,"HS-grad",9,"Divorced","Protective-serv","Own-child","White","Female",0,1762,40,"United-States","<=50K" +21,"Private",211968,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,1762,28,"United-States","<=50K" +49,"Private",180899,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Male",0,1755,45,"United-States",">50K" +52,"Private",117496,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,1755,40,"United-States",">50K" +38,"Private",179488,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,1741,40,"United-States","<=50K" +30,"Private",204374,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,1741,48,"United-States","<=50K" +38,"Local-gov",123983,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","Asian-Pac-Islander","Male",0,1741,40,"Vietnam","<=50K" +25,"Private",302465,"12th",8,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,1741,40,"United-States","<=50K" +34,"Private",271933,"Bachelors",13,"Never-married","Exec-managerial","Other-relative","White","Female",0,1741,45,"United-States","<=50K" +24,"Federal-gov",314525,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1741,45,"United-States","<=50K" +25,"Private",168403,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1741,40,"United-States","<=50K" +31,"Private",255004,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1741,38,"United-States","<=50K" +39,"Federal-gov",129573,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,1741,40,"United-States","<=50K" +35,"Private",261241,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,1741,60,"United-States","<=50K" +31,"Local-gov",127651,"10th",6,"Never-married","Transport-moving","Other-relative","White","Male",0,1741,40,"United-States","<=50K" +30,"Private",104052,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,1741,42,"United-States","<=50K" +42,"Local-gov",109684,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1741,35,"United-States","<=50K" +42,"Private",202188,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,1741,50,"United-States","<=50K" +41,"Private",394669,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1741,40,"United-States","<=50K" +46,"Private",33109,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,1741,40,"United-States","<=50K" +34,"Private",176185,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1741,40,"United-States","<=50K" +33,"?",289046,"HS-grad",9,"Divorced","?","Not-in-family","Black","Male",0,1741,40,"United-States","<=50K" +36,"Private",321733,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,1741,40,"United-States","<=50K" +36,"Private",171676,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,1741,40,"United-States","<=50K" +44,"Federal-gov",139161,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,1741,40,"United-States","<=50K" +28,"Private",191088,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,1741,52,"United-States","<=50K" +52,"Private",208630,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,1741,38,"United-States","<=50K" +43,"Private",191712,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,1741,40,"United-States","<=50K" +45,"Private",428350,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,1740,40,"United-States","<=50K" +30,"Private",212237,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1740,45,"United-States","<=50K" +50,"Local-gov",177705,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1740,48,"United-States","<=50K" +41,"Local-gov",343079,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1740,20,"United-States","<=50K" +31,"Private",47296,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,1740,20,"United-States","<=50K" +27,"Self-emp-inc",64379,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,40,"United-States","<=50K" +63,"Private",275034,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,1740,35,"United-States","<=50K" +33,"Private",100135,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,1740,25,"United-States","<=50K" +28,"Private",183780,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1740,40,"United-States","<=50K" +34,"Local-gov",210164,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,40,"United-States","<=50K" +31,"Private",106753,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,40,"United-States","<=50K" +30,"Private",177216,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,1740,40,"Haiti","<=50K" +47,"State-gov",469907,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1740,40,"United-States","<=50K" +35,"Private",148581,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,40,"United-States","<=50K" +32,"Private",209808,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1740,47,"United-States","<=50K" +33,"Self-emp-not-inc",155151,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1740,50,"United-States","<=50K" +38,"Private",184655,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,48,"United-States","<=50K" +35,"Self-emp-inc",189404,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1740,40,"United-States","<=50K" +42,"Private",248094,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1740,43,"United-States","<=50K" +47,"Federal-gov",20956,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,40,"United-States","<=50K" +34,"Local-gov",134886,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,1740,35,"United-States","<=50K" +53,"Private",96062,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1740,40,"United-States","<=50K" +37,"Private",200598,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1740,45,"United-States","<=50K" +33,"Private",146440,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,40,"United-States","<=50K" +32,"Private",199655,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Other","Female",0,1740,40,"?","<=50K" +38,"Local-gov",210991,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,40,"United-States","<=50K" +52,"Private",191529,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1740,60,"United-States","<=50K" +35,"Local-gov",668319,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1740,80,"United-States","<=50K" +46,"Private",113390,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1740,60,"United-States","<=50K" +28,"Private",293926,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,30,"United-States","<=50K" +58,"Private",138285,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,40,"United-States","<=50K" +29,"Self-emp-inc",168221,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1740,70,"United-States","<=50K" +30,"Private",194827,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,40,"United-States","<=50K" +53,"Federal-gov",167380,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1740,50,"United-States","<=50K" +53,"Private",208321,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,1740,40,"United-States","<=50K" +31,"Private",109428,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,1740,40,"United-States","<=50K" +46,"State-gov",107231,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1740,40,"United-States","<=50K" +59,"Private",314149,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,1740,50,"United-States","<=50K" +62,"Self-emp-not-inc",197353,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1740,40,"United-States","<=50K" +46,"Private",148738,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,1740,35,"United-States","<=50K" +45,"Private",227791,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1740,50,"United-States","<=50K" +63,"State-gov",216871,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1740,40,"United-States","<=50K" +73,"Private",301210,"1st-4th",2,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1735,20,"United-States","<=50K" +75,"Self-emp-not-inc",205860,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,1735,40,"United-States","<=50K" +45,"Local-gov",132563,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","Black","Female",0,1726,40,"United-States","<=50K" +39,"Private",237943,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,1726,40,"United-States","<=50K" +32,"State-gov",213389,"Some-college",10,"Divorced","Protective-serv","Unmarried","White","Female",0,1726,38,"United-States","<=50K" +25,"Private",122489,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,1726,60,"United-States","<=50K" +24,"Private",172146,"9th",5,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,1721,40,"United-States","<=50K" +24,"Private",106085,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,1721,30,"United-States","<=50K" +31,"Private",120672,"11th",7,"Divorced","Handlers-cleaners","Other-relative","Black","Male",0,1721,40,"United-States","<=50K" +31,"Private",273324,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,1721,16,"United-States","<=50K" +20,"Private",91939,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,1721,30,"United-States","<=50K" +39,"Private",52978,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,1721,55,"United-States","<=50K" +19,"Private",184737,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,1721,40,"United-States","<=50K" +18,"Private",144711,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,1721,40,"United-States","<=50K" +18,"Private",193290,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,1721,20,"United-States","<=50K" +23,"?",381741,"Assoc-acdm",12,"Never-married","?","Own-child","White","Male",0,1721,20,"United-States","<=50K" +19,"Local-gov",210308,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,1721,30,"United-States","<=50K" +17,"Private",148522,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,1721,15,"United-States","<=50K" +17,"Private",93235,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,1721,25,"United-States","<=50K" +22,"?",236330,"Some-college",10,"Never-married","?","Own-child","Black","Male",0,1721,20,"United-States","<=50K" +19,"Private",243941,"Some-college",10,"Never-married","Sales","Own-child","Amer-Indian-Eskimo","Female",0,1721,25,"United-States","<=50K" +21,"Private",132053,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,1721,35,"United-States","<=50K" +23,"Private",129767,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,1721,40,"United-States","<=50K" +39,"Self-emp-not-inc",251710,"10th",6,"Married-spouse-absent","Other-service","Not-in-family","White","Female",0,1721,15,"United-States","<=50K" +20,"Private",111697,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,1719,28,"United-States","<=50K" +20,"State-gov",223515,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Male",0,1719,20,"United-States","<=50K" +21,"Private",32616,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,1719,16,"United-States","<=50K" +18,"Private",201901,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,1719,15,"United-States","<=50K" +30,"?",96851,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,1719,25,"United-States","<=50K" +19,"Private",387215,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,1719,16,"United-States","<=50K" +22,"Private",217961,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,1719,30,"United-States","<=50K" +26,"Private",322614,"Preschool",1,"Married-spouse-absent","Machine-op-inspct","Not-in-family","White","Male",0,1719,40,"Mexico","<=50K" +19,"Private",158118,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,1719,40,"United-States","<=50K" +22,"Private",347867,"HS-grad",9,"Married-spouse-absent","Sales","Not-in-family","White","Male",0,1719,40,"United-States","<=50K" +37,"Private",252947,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,1719,32,"United-States","<=50K" +47,"Private",27815,"9th",5,"Divorced","Other-service","Not-in-family","White","Female",0,1719,30,"United-States","<=50K" +57,"Private",299358,"HS-grad",9,"Widowed","Other-service","Other-relative","White","Female",0,1719,25,"United-States","<=50K" +21,"Private",257781,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,1719,30,"United-States","<=50K" +21,"Private",540712,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Male",0,1719,25,"United-States","<=50K" +25,"Local-gov",190107,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,1719,16,"United-States","<=50K" +23,"Private",151910,"Bachelors",13,"Never-married","Machine-op-inspct","Own-child","White","Female",0,1719,40,"United-States","<=50K" +17,"Private",184924,"9th",5,"Never-married","Handlers-cleaners","Own-child","White","Male",0,1719,15,"United-States","<=50K" +19,"?",351195,"9th",5,"Never-married","?","Other-relative","White","Male",0,1719,35,"El-Salvador","<=50K" +17,"Private",116626,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,1719,18,"United-States","<=50K" +20,"Private",39803,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,1719,36,"United-States","<=50K" +21,"Private",387335,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,1719,9,"United-States","<=50K" +32,"Private",110331,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1672,60,"United-States","<=50K" +50,"Self-emp-inc",175339,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1672,60,"United-States","<=50K" +31,"Private",59083,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,1672,50,"United-States","<=50K" +60,"Self-emp-not-inc",170114,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1672,84,"United-States","<=50K" +34,"Private",80933,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1672,40,"United-States","<=50K" +34,"Private",119422,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1672,50,"United-States","<=50K" +45,"Federal-gov",181970,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1672,40,"United-States","<=50K" +57,"Private",109638,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1672,45,"United-States","<=50K" +55,"Private",177484,"11th",7,"Married-civ-spouse","Other-service","Husband","Black","Male",0,1672,40,"United-States","<=50K" +61,"Private",213321,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1672,40,"United-States","<=50K" +51,"Self-emp-not-inc",32372,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1672,70,"United-States","<=50K" +35,"Private",54317,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1672,50,"United-States","<=50K" +29,"Private",147755,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1672,40,"United-States","<=50K" +40,"Private",187164,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1672,45,"United-States","<=50K" +46,"Self-emp-not-inc",182541,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1672,50,"United-States","<=50K" +48,"Private",185041,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1672,55,"United-States","<=50K" +36,"Local-gov",241998,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1672,50,"United-States","<=50K" +46,"Self-emp-not-inc",197836,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1672,50,"United-States","<=50K" +42,"Private",117319,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1672,40,"United-States","<=50K" +57,"Private",61761,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1672,45,"United-States","<=50K" +43,"Private",220109,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,1672,44,"United-States","<=50K" +28,"Private",346406,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1672,50,"United-States","<=50K" +49,"Private",190115,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1672,44,"United-States","<=50K" +49,"Self-emp-not-inc",208872,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1672,98,"United-States","<=50K" +33,"Private",232356,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1672,55,"United-States","<=50K" +30,"Private",460408,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1672,45,"United-States","<=50K" +54,"Private",145419,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1672,50,"United-States","<=50K" +56,"Self-emp-inc",119891,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1672,40,"United-States","<=50K" +36,"State-gov",110964,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,1672,38,"United-States","<=50K" +40,"Self-emp-not-inc",89413,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1672,40,"United-States","<=50K" +32,"Private",97723,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1672,40,"United-States","<=50K" +47,"Self-emp-not-inc",107231,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1672,65,"United-States","<=50K" +40,"Private",566537,"Preschool",1,"Married-civ-spouse","Other-service","Husband","White","Male",0,1672,40,"Mexico","<=50K" +37,"Private",186009,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1672,60,"United-States","<=50K" +28,"Private",196690,"Assoc-voc",11,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,1669,42,"United-States","<=50K" +37,"Private",35330,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,1669,55,"United-States","<=50K" +48,"Private",125933,"Some-college",10,"Widowed","Exec-managerial","Unmarried","Black","Female",0,1669,38,"United-States","<=50K" +31,"Private",207537,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,1669,50,"United-States","<=50K" +26,"Private",117833,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,1669,50,"United-States","<=50K" +23,"Private",435835,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,1669,55,"United-States","<=50K" +39,"Self-emp-not-inc",331481,"Bachelors",13,"Divorced","Craft-repair","Not-in-family","Black","Male",0,1669,60,"?","<=50K" +49,"Private",30219,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,1669,40,"United-States","<=50K" +56,"State-gov",274111,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,1669,40,"United-States","<=50K" +47,"Private",155124,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Female",0,1669,40,"United-States","<=50K" +34,"Private",185041,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1669,45,"United-States","<=50K" +32,"Private",48458,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,1669,45,"United-States","<=50K" +28,"Private",72443,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1669,60,"United-States","<=50K" +38,"Local-gov",30509,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1669,55,"United-States","<=50K" +34,"Private",245173,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,1669,45,"United-States","<=50K" +36,"Private",224566,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1669,45,"United-States","<=50K" +30,"Private",33688,"HS-grad",9,"Never-married","Transport-moving","Unmarried","White","Female",0,1669,70,"United-States","<=50K" +26,"Private",104834,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1669,40,"United-States","<=50K" +40,"Private",180032,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1669,40,"United-States","<=50K" +56,"Local-gov",52953,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Female",0,1669,38,"United-States","<=50K" +44,"Local-gov",196456,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1669,40,"United-States","<=50K" +33,"Local-gov",169652,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Male",0,1669,55,"United-States","<=50K" +53,"Local-gov",137250,"Masters",14,"Widowed","Prof-specialty","Unmarried","Black","Female",0,1669,35,"United-States","<=50K" +61,"Private",190682,"HS-grad",9,"Widowed","Craft-repair","Not-in-family","Black","Female",0,1669,50,"United-States","<=50K" +65,"Self-emp-not-inc",316093,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",0,1668,40,"United-States","<=50K" +81,"Self-emp-not-inc",123959,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Female",0,1668,3,"Hungary","<=50K" +68,"?",286869,"7th-8th",4,"Widowed","?","Not-in-family","White","Female",0,1668,40,"?","<=50K" +68,"Local-gov",144761,"HS-grad",9,"Widowed","Protective-serv","Not-in-family","White","Male",0,1668,20,"United-States","<=50K" +39,"Self-emp-inc",218184,"9th",5,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1651,40,"Mexico","<=50K" +61,"Private",107438,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,1651,40,"United-States","<=50K" +61,"Private",162391,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1651,40,"United-States","<=50K" +46,"Private",138370,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,1651,40,"China","<=50K" +56,"Self-emp-inc",216636,"12th",8,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1651,40,"United-States","<=50K" +30,"Private",190912,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","Asian-Pac-Islander","Male",0,1651,40,"Vietnam","<=50K" +35,"State-gov",193241,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1651,40,"United-States","<=50K" +34,"Private",261023,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1651,38,"United-States","<=50K" +27,"Private",37250,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1651,40,"United-States","<=50K" +65,"Local-gov",146454,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1648,4,"Greece","<=50K" +74,"Self-emp-not-inc",206682,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1648,35,"United-States","<=50K" +26,"Private",280093,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1628,50,"United-States","<=50K" +62,"Private",162245,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1628,70,"United-States","<=50K" +45,"Private",188386,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,1628,45,"United-States","<=50K" +28,"Private",241895,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1628,40,"United-States","<=50K" +37,"Private",295949,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1628,40,"United-States","<=50K" +28,"Private",273929,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,1628,60,"United-States","<=50K" +46,"Private",85109,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1628,40,"United-States","<=50K" +39,"Federal-gov",432555,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,1628,40,"United-States","<=50K" +34,"Private",238305,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,1628,12,"?","<=50K" +37,"Private",282872,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1628,40,"United-States","<=50K" +41,"?",211873,"Assoc-voc",11,"Married-civ-spouse","?","Wife","White","Female",0,1628,5,"?","<=50K" +39,"Private",278557,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1628,48,"United-States","<=50K" +51,"Local-gov",47415,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,1628,30,"United-States","<=50K" +42,"Private",173590,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1628,40,"United-States","<=50K" +40,"Private",87771,"HS-grad",9,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,1628,45,"United-States","<=50K" +23,"Private",107801,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,1617,25,"United-States","<=50K" +43,"Private",216042,"Some-college",10,"Divorced","Tech-support","Own-child","White","Female",0,1617,72,"United-States","<=50K" +55,"State-gov",71630,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,1617,40,"United-States","<=50K" +56,"Private",99359,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,1617,40,"United-States","<=50K" +44,"Private",344920,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,1617,20,"United-States","<=50K" +30,"Private",194141,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,1617,40,"United-States","<=50K" +36,"Private",206253,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,1617,40,"United-States","<=50K" +62,"Private",109463,"Some-college",10,"Separated","Sales","Unmarried","White","Female",0,1617,33,"United-States","<=50K" +33,"Private",190772,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,1617,40,"United-States","<=50K" +19,"Private",242941,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,1602,10,"United-States","<=50K" +26,"Private",225279,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1602,40,"?","<=50K" +19,"Private",93604,"7th-8th",4,"Never-married","Craft-repair","Own-child","White","Male",0,1602,32,"United-States","<=50K" +19,"Private",167140,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,1602,24,"United-States","<=50K" +25,"?",122745,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,1602,40,"United-States","<=50K" +26,"Private",303973,"HS-grad",9,"Never-married","Priv-house-serv","Other-relative","White","Female",0,1602,15,"Mexico","<=50K" +22,"?",219233,"HS-grad",9,"Never-married","?","Own-child","Black","Male",0,1602,30,"United-States","<=50K" +19,"Private",240468,"Some-college",10,"Married-spouse-absent","Sales","Own-child","White","Female",0,1602,40,"United-States","<=50K" +32,"Private",105938,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,1602,20,"United-States","<=50K" +18,"?",276864,"Some-college",10,"Never-married","?","Own-child","White","Female",0,1602,20,"United-States","<=50K" +22,"Private",215395,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,1602,10,"United-States","<=50K" +21,"Private",119309,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,1602,16,"United-States","<=50K" +20,"?",144685,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Female",0,1602,40,"Taiwan","<=50K" +18,"?",255282,"11th",7,"Never-married","?","Own-child","Black","Male",0,1602,48,"United-States","<=50K" +25,"Private",282313,"10th",6,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,1602,40,"United-States","<=50K" +21,"Private",180339,"Assoc-voc",11,"Never-married","Farming-fishing","Not-in-family","White","Female",0,1602,30,"United-States","<=50K" +21,"State-gov",48121,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,1602,10,"United-States","<=50K" +17,"Private",209949,"11th",7,"Never-married","Sales","Own-child","White","Female",0,1602,12,"United-States","<=50K" +57,"Private",142791,"7th-8th",4,"Widowed","Sales","Other-relative","White","Female",0,1602,3,"United-States","<=50K" +23,"Private",53245,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,1602,12,"United-States","<=50K" +30,"Private",48829,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,1602,30,"United-States","<=50K" +18,"Private",238867,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,1602,40,"United-States","<=50K" +18,"?",214989,"Some-college",10,"Never-married","?","Own-child","White","Female",0,1602,24,"United-States","<=50K" +17,"Private",225106,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,1602,18,"United-States","<=50K" +39,"Private",194287,"7th-8th",4,"Never-married","Other-service","Own-child","White","Male",0,1602,35,"United-States","<=50K" +18,"Private",414721,"11th",7,"Never-married","Other-service","Own-child","Black","Male",0,1602,23,"United-States","<=50K" +19,"?",218471,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,1602,30,"United-States","<=50K" +18,"?",261276,"Some-college",10,"Never-married","?","Own-child","Black","Female",0,1602,40,"Cambodia","<=50K" +17,"Local-gov",170916,"10th",6,"Never-married","Protective-serv","Own-child","White","Female",0,1602,40,"United-States","<=50K" +21,"State-gov",145651,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,1602,12,"United-States","<=50K" +18,"Private",166889,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Black","Female",0,1602,35,"United-States","<=50K" +19,"Private",124486,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,1602,20,"United-States","<=50K" +18,"Private",404868,"11th",7,"Never-married","Sales","Own-child","Black","Female",0,1602,20,"United-States","<=50K" +18,"Private",77845,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,1602,15,"United-States","<=50K" +19,"?",278220,"Some-college",10,"Never-married","?","Own-child","White","Female",0,1602,40,"United-States","<=50K" +17,"Federal-gov",99893,"11th",7,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,1602,40,"United-States","<=50K" +17,"Private",218361,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,1602,12,"United-States","<=50K" +18,"?",171964,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,1602,20,"United-States","<=50K" +19,"Private",283945,"10th",6,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,1602,45,"United-States","<=50K" +20,"Private",289405,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,1602,15,"United-States","<=50K" +57,"Self-emp-not-inc",118806,"1st-4th",2,"Widowed","Craft-repair","Other-relative","White","Female",0,1602,45,"Columbia","<=50K" +17,"Private",132680,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,1602,10,"United-States","<=50K" +21,"Private",301408,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,1602,22,"United-States","<=50K" +18,"?",51574,"HS-grad",9,"Never-married","?","Own-child","Asian-Pac-Islander","Female",0,1602,38,"United-States","<=50K" +20,"?",369678,"12th",8,"Never-married","?","Not-in-family","Other","Male",0,1602,40,"United-States","<=50K" +46,"Private",155933,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,1602,8,"United-States","<=50K" +18,"Private",41381,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,1602,20,"United-States","<=50K" +23,"Private",183327,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Female",0,1594,20,"United-States","<=50K" +27,"Private",60374,"HS-grad",9,"Widowed","Craft-repair","Unmarried","White","Female",0,1594,26,"United-States","<=50K" +48,"Private",254809,"10th",6,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,1594,32,"United-States","<=50K" +46,"Private",213611,"7th-8th",4,"Married-spouse-absent","Priv-house-serv","Unmarried","White","Female",0,1594,24,"Guatemala","<=50K" +31,"Private",651396,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,1594,30,"United-States","<=50K" +25,"Private",52536,"Assoc-acdm",12,"Divorced","Tech-support","Own-child","White","Female",0,1594,25,"United-States","<=50K" +26,"Private",149734,"HS-grad",9,"Separated","Craft-repair","Unmarried","Black","Female",0,1594,40,"United-States","<=50K" +35,"Private",220943,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",0,1594,40,"United-States","<=50K" +27,"Private",137645,"Bachelors",13,"Never-married","Sales","Not-in-family","Black","Female",0,1590,40,"United-States","<=50K" +29,"Private",149943,"Some-college",10,"Never-married","Other-service","Not-in-family","Other","Male",0,1590,40,"?","<=50K" +39,"?",103986,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,1590,40,"United-States","<=50K" +42,"Private",191712,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,1590,40,"United-States","<=50K" +20,"Private",131230,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,1590,40,"United-States","<=50K" +32,"Private",43403,"Some-college",10,"Divorced","Farming-fishing","Not-in-family","White","Female",0,1590,54,"United-States","<=50K" +50,"Federal-gov",176969,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Male",0,1590,40,"United-States","<=50K" +55,"Private",151474,"Bachelors",13,"Never-married","Tech-support","Other-relative","White","Female",0,1590,38,"United-States","<=50K" +29,"State-gov",188986,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Female",0,1590,64,"United-States","<=50K" +41,"Private",48087,"7th-8th",4,"Divorced","Craft-repair","Not-in-family","White","Male",0,1590,40,"United-States","<=50K" +25,"Private",34402,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1590,60,"United-States","<=50K" +46,"Private",170850,"Bachelors",13,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,1590,40,"?","<=50K" +29,"Private",183009,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Other","Female",0,1590,40,"United-States","<=50K" +23,"Private",220993,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,1590,48,"United-States","<=50K" +25,"Private",177499,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,1590,35,"United-States","<=50K" +42,"Private",37869,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,1590,40,"United-States","<=50K" +41,"Self-emp-not-inc",214541,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,1590,40,"United-States","<=50K" +32,"Private",290964,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,1590,40,"United-States","<=50K" +25,"Private",123095,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,1590,40,"United-States","<=50K" +41,"State-gov",518030,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","Black","Male",0,1590,40,"Puerto-Rico","<=50K" +24,"Private",24243,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,1590,40,"United-States","<=50K" +44,"State-gov",154176,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,1590,40,"United-States","<=50K" +29,"Private",190539,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1590,50,"United-States","<=50K" +51,"Private",348099,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,1590,40,"United-States","<=50K" +39,"Private",382802,"10th",6,"Widowed","Machine-op-inspct","Not-in-family","Black","Male",0,1590,40,"United-States","<=50K" +28,"Self-emp-not-inc",54683,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,1590,40,"United-States","<=50K" +48,"Private",99096,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,1590,38,"United-States","<=50K" +34,"Private",54850,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1590,50,"United-States","<=50K" +45,"Private",293691,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,1590,40,"Japan","<=50K" +47,"Private",192053,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,1590,40,"United-States","<=50K" +50,"Private",188186,"Masters",14,"Divorced","Sales","Not-in-family","White","Female",0,1590,45,"United-States","<=50K" +32,"Private",317219,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1590,40,"United-States","<=50K" +46,"Private",160474,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,1590,43,"United-States","<=50K" +32,"Private",165949,"Bachelors",13,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,1590,42,"United-States","<=50K" +34,"Private",211948,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,1590,40,"United-States","<=50K" +32,"Self-emp-not-inc",188246,"HS-grad",9,"Divorced","Sales","Own-child","White","Male",0,1590,62,"United-States","<=50K" +35,"Private",140915,"Bachelors",13,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,1590,40,"South","<=50K" +29,"Local-gov",82393,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","Asian-Pac-Islander","Male",0,1590,45,"United-States","<=50K" +46,"Private",254367,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,1590,48,"United-States","<=50K" +30,"Private",340899,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1590,80,"United-States","<=50K" +34,"Local-gov",62463,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1579,40,"United-States","<=50K" +35,"Private",111387,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,1579,40,"United-States","<=50K" +31,"Private",260782,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1579,45,"El-Salvador","<=50K" +21,"Private",146499,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,1579,40,"United-States","<=50K" +40,"Federal-gov",177595,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1579,40,"United-States","<=50K" +48,"Private",273435,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1579,40,"United-States","<=50K" +41,"Private",289886,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","Other","Male",0,1579,40,"Nicaragua","<=50K" +33,"Private",54782,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1579,42,"United-States","<=50K" +31,"Private",164243,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1579,40,"United-States","<=50K" +54,"Self-emp-not-inc",58898,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1579,48,"United-States","<=50K" +51,"Self-emp-not-inc",136322,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1579,40,"United-States","<=50K" +25,"Private",182227,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1579,40,"United-States","<=50K" +43,"Local-gov",301638,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1579,40,"United-States","<=50K" +26,"Self-emp-not-inc",221626,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,1579,20,"United-States","<=50K" +27,"Private",87006,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,1579,40,"United-States","<=50K" +24,"Private",216469,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1579,50,"United-States","<=50K" +50,"Private",95435,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1579,65,"Canada","<=50K" +55,"Private",135803,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Other","Male",0,1579,35,"India","<=50K" +42,"Private",119679,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1579,42,"United-States","<=50K" +59,"Self-emp-not-inc",56392,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1579,60,"United-States","<=50K" +30,"Private",117747,"HS-grad",9,"Married-civ-spouse","Sales","Wife","Asian-Pac-Islander","Female",0,1573,35,"?","<=50K" +20,"Private",115824,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,1573,40,"United-States","<=50K" +23,"Private",278107,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1573,30,"United-States","<=50K" +34,"Private",58305,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1573,40,"United-States","<=50K" +31,"Private",202450,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1573,40,"United-States","<=50K" +27,"Self-emp-not-inc",151402,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1573,70,"United-States","<=50K" +45,"Private",196584,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1564,40,"United-States",">50K" +43,"Private",174575,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,1564,45,"United-States",">50K" +40,"Self-emp-not-inc",266324,"Some-college",10,"Divorced","Exec-managerial","Other-relative","White","Male",0,1564,70,"Iran",">50K" +53,"Private",156843,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1564,54,"United-States",">50K" +51,"Federal-gov",282680,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1564,70,"United-States",">50K" +40,"Private",179717,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,1564,60,"United-States",">50K" +46,"Federal-gov",43206,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1564,50,"United-States",">50K" +51,"Private",216475,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,1564,43,"United-States",">50K" +42,"Private",143046,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1564,38,"United-States",">50K" +46,"State-gov",119904,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1564,55,"United-States",">50K" +28,"Private",181291,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,1564,50,"United-States",">50K" +34,"Private",98283,"Prof-school",15,"Never-married","Tech-support","Not-in-family","Asian-Pac-Islander","Male",0,1564,40,"India",">50K" +39,"Self-emp-not-inc",230329,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1564,12,"United-States",">50K" +30,"Private",327112,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,1564,40,"United-States",">50K" +33,"Local-gov",281784,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Black","Male",0,1564,52,"United-States",">50K" +28,"Private",190067,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,1564,40,"United-States",">50K" +44,"Private",207685,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1564,55,"England",">50K" +34,"Private",34862,"Bachelors",13,"Divorced","Sales","Not-in-family","Amer-Indian-Eskimo","Male",0,1564,60,"United-States",">50K" +29,"Self-emp-not-inc",341672,"HS-grad",9,"Married-spouse-absent","Transport-moving","Other-relative","Asian-Pac-Islander","Male",0,1564,50,"India",">50K" +47,"Private",150768,"Bachelors",13,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,1564,51,"United-States",">50K" +39,"Private",165106,"Bachelors",13,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,1564,50,"?",">50K" +29,"Local-gov",302422,"Assoc-voc",11,"Never-married","Protective-serv","Not-in-family","White","Male",0,1564,56,"United-States",">50K" +31,"Private",240441,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1564,40,"United-States",">50K" +31,"Private",44464,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,1564,60,"United-States",">50K" +39,"Private",284166,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,1564,50,"United-States",">50K" +67,"Private",397831,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1539,40,"United-States","<=50K" +46,"Private",187370,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,1504,40,"United-States","<=50K" +44,"Private",111483,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,1504,50,"United-States","<=50K" +21,"?",161930,"HS-grad",9,"Never-married","?","Own-child","Black","Female",0,1504,30,"United-States","<=50K" +25,"Private",178505,"Some-college",10,"Never-married","Exec-managerial","Other-relative","White","Female",0,1504,45,"United-States","<=50K" +59,"Local-gov",114401,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,1504,19,"United-States","<=50K" +47,"Private",223342,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,1504,35,"United-States","<=50K" +21,"Private",118712,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,1504,40,"United-States","<=50K" +44,"Private",222978,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,1504,40,"United-States","<=50K" +31,"Private",187901,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,1504,40,"United-States","<=50K" +37,"Private",245053,"Some-college",10,"Divorced","Handlers-cleaners","Own-child","White","Male",0,1504,40,"United-States","<=50K" +44,"Private",262684,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,1504,45,"United-States","<=50K" +25,"Private",177017,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,1504,37,"United-States","<=50K" +21,"Private",52753,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,1504,40,"United-States","<=50K" +27,"Private",189462,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1504,45,"United-States","<=50K" +27,"Private",38606,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,1504,45,"United-States","<=50K" +53,"?",150393,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,1504,35,"United-States","<=50K" +34,"Self-emp-not-inc",156809,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,1504,60,"United-States","<=50K" +30,"Private",89735,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,1504,40,"United-States","<=50K" +43,"Private",50356,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,50,"United-States","<=50K" +32,"Private",211699,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1485,40,"United-States",">50K" +49,"Private",168211,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,40,"United-States",">50K" +41,"Local-gov",344624,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,1485,40,"United-States",">50K" +32,"Private",130304,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1485,48,"United-States","<=50K" +48,"Private",202467,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1485,40,"United-States",">50K" +46,"Private",175109,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1485,40,"United-States",">50K" +59,"Private",107833,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1485,40,"United-States",">50K" +36,"Private",398931,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1485,50,"United-States",">50K" +53,"Private",238481,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1485,40,"United-States","<=50K" +37,"Private",176756,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,1485,70,"United-States",">50K" +58,"Federal-gov",81973,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,1485,40,"United-States",">50K" +47,"Private",189123,"11th",7,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1485,58,"United-States","<=50K" +40,"Private",316820,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,1485,40,"United-States","<=50K" +45,"Self-emp-not-inc",192203,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,40,"United-States",">50K" +30,"Private",97933,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Wife","White","Female",0,1485,37,"United-States",">50K" +60,"Self-emp-not-inc",148492,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,50,"United-States",">50K" +29,"Private",149324,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,40,"United-States",">50K" +29,"Self-emp-not-inc",190636,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,1485,60,"United-States",">50K" +32,"Private",351869,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1485,45,"United-States",">50K" +50,"Private",337606,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,1485,40,"United-States","<=50K" +41,"Private",204410,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,44,"United-States",">50K" +60,"?",56248,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,1485,70,"United-States",">50K" +29,"Local-gov",383745,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,1485,40,"United-States",">50K" +59,"Private",174864,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,45,"United-States",">50K" +37,"Self-emp-inc",26698,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1485,44,"United-States",">50K" +47,"Private",209460,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,47,"United-States","<=50K" +34,"Self-emp-not-inc",213226,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1485,35,"?","<=50K" +27,"Private",112754,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1485,60,"United-States",">50K" +34,"Private",90705,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,1485,40,"United-States","<=50K" +41,"Private",428499,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,50,"United-States",">50K" +42,"Local-gov",227890,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1485,40,"United-States","<=50K" +33,"?",173998,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,1485,38,"United-States","<=50K" +50,"Private",234373,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1485,40,"United-States","<=50K" +41,"Private",193524,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,40,"United-States","<=50K" +45,"Self-emp-not-inc",28497,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,1485,70,"United-States",">50K" +42,"Private",268183,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1485,60,"United-States","<=50K" +46,"Private",74895,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,55,"United-States","<=50K" +57,"State-gov",399246,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,1485,40,"China","<=50K" +38,"Self-emp-inc",244803,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1485,60,"Cuba",">50K" +45,"Self-emp-inc",311231,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,1485,50,"United-States",">50K" +34,"Private",287737,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,1485,40,"United-States",">50K" +38,"Private",300975,"Masters",14,"Married-civ-spouse","Other-service","Husband","Black","Male",0,1485,40,"?","<=50K" +35,"State-gov",184659,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,1485,40,"United-States",">50K" +63,"?",29859,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,1485,40,"United-States",">50K" +34,"Private",112212,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,1485,40,"United-States","<=50K" +44,"Private",223194,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,1485,40,"Haiti","<=50K" +44,"Local-gov",165304,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1485,40,"United-States",">50K" +50,"Self-emp-inc",52565,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,1485,40,"United-States","<=50K" +41,"Private",117585,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1485,40,"United-States",">50K" +31,"Private",251659,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,1485,55,"?",">50K" +65,"Local-gov",103153,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1411,40,"United-States","<=50K" +45,"Private",386940,"Bachelors",13,"Divorced","Exec-managerial","Own-child","White","Male",0,1408,40,"United-States","<=50K" +36,"Federal-gov",255191,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1408,40,"United-States","<=50K" +31,"Private",331065,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,1408,40,"United-States","<=50K" +42,"Private",83411,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,1408,40,"United-States","<=50K" +38,"Private",193026,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Male",0,1408,40,"?","<=50K" +46,"Local-gov",202560,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,1408,40,"United-States","<=50K" +28,"Private",103802,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,1408,40,"?","<=50K" +35,"Private",474136,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,1408,40,"United-States","<=50K" +54,"Private",188136,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,1408,38,"United-States","<=50K" +34,"Private",345705,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,1408,38,"United-States","<=50K" +29,"Private",193152,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,1408,40,"United-States","<=50K" +24,"Private",216129,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,1408,50,"United-States","<=50K" +44,"Private",225263,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,1408,46,"United-States","<=50K" +33,"Private",213002,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,1408,36,"United-States","<=50K" +47,"Local-gov",219632,"Assoc-acdm",12,"Separated","Exec-managerial","Not-in-family","White","Male",0,1408,40,"United-States","<=50K" +28,"Private",339372,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,1408,40,"United-States","<=50K" +38,"Private",123833,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,1408,40,"United-States","<=50K" +41,"Private",41901,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,1408,40,"United-States","<=50K" +50,"Private",178596,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,1408,50,"United-States","<=50K" +29,"Federal-gov",106179,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1408,40,"United-States","<=50K" +50,"Self-emp-not-inc",240922,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Female",0,1408,5,"United-States","<=50K" +49,"Private",141944,"Assoc-voc",11,"Married-spouse-absent","Handlers-cleaners","Unmarried","White","Male",0,1380,42,"United-States","<=50K" +31,"Private",243605,"Bachelors",13,"Widowed","Sales","Unmarried","White","Female",0,1380,40,"Cuba","<=50K" +44,"Private",199031,"Some-college",10,"Divorced","Transport-moving","Own-child","White","Male",0,1380,40,"United-States","<=50K" +48,"Local-gov",121622,"Masters",14,"Never-married","Prof-specialty","Unmarried","White","Female",0,1380,40,"United-States","<=50K" +39,"Private",115289,"Some-college",10,"Divorced","Sales","Own-child","White","Male",0,1380,70,"United-States","<=50K" +39,"Private",49436,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",0,1380,40,"United-States","<=50K" +32,"Federal-gov",90653,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","White","Female",0,1380,40,"United-States","<=50K" +42,"Local-gov",254817,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1340,40,"United-States","<=50K" +25,"Private",212495,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,1340,40,"United-States","<=50K" +42,"Federal-gov",296798,"11th",7,"Never-married","Tech-support","Not-in-family","White","Male",0,1340,40,"United-States","<=50K" +44,"Local-gov",193882,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,1340,40,"United-States","<=50K" +38,"Private",188888,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,1340,40,"United-States","<=50K" +54,"Private",172962,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,1340,40,"United-States","<=50K" +37,"Private",405284,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1340,42,"United-States","<=50K" +62,"Local-gov",159908,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,1258,38,"United-States","<=50K" +72,"Local-gov",144515,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,1258,40,"United-States","<=50K" +76,"?",224680,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",0,1258,20,"United-States","<=50K" +66,"Private",350498,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,1258,20,"United-States","<=50K" +33,"Local-gov",262042,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,1138,40,"United-States","<=50K" +29,"Private",138190,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,1138,40,"United-States","<=50K" +25,"Private",74883,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Asian-Pac-Islander","Female",0,1092,40,"Philippines","<=50K" +39,"Private",230467,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,1092,40,"Germany","<=50K" +33,"Private",207937,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,1092,40,"United-States","<=50K" +53,"State-gov",281074,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,1092,40,"United-States","<=50K" +52,"Private",113094,"Bachelors",13,"Separated","Adm-clerical","Unmarried","White","Female",0,1092,40,"United-States","<=50K" +23,"Local-gov",442359,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,1092,40,"United-States","<=50K" +60,"Private",75726,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,1092,40,"United-States","<=50K" +27,"Private",151382,"7th-8th",4,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,974,40,"United-States","<=50K" +34,"Private",32528,"Assoc-voc",11,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,974,40,"United-States","<=50K" +43,"Self-emp-not-inc",336763,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,880,42,"United-States","<=50K" +33,"Private",99339,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Female",0,880,40,"United-States","<=50K" +31,"Private",323069,"Assoc-acdm",12,"Divorced","Sales","Unmarried","White","Female",0,880,45,"United-States","<=50K" +50,"Federal-gov",299831,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,880,40,"United-States","<=50K" +32,"Private",203674,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",0,880,36,"United-States","<=50K" +34,"Private",60567,"11th",7,"Divorced","Transport-moving","Unmarried","White","Male",0,880,60,"United-States","<=50K" +69,"State-gov",159191,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,810,38,"United-States","<=50K" +65,"Private",190568,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,810,36,"United-States","<=50K" +57,"Private",34269,"HS-grad",9,"Widowed","Transport-moving","Unmarried","White","Male",0,653,42,"United-States",">50K" +42,"Private",259757,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Male",0,653,50,"United-States",">50K" +49,"Private",116338,"HS-grad",9,"Separated","Prof-specialty","Unmarried","White","Female",0,653,60,"United-States","<=50K" +40,"Private",315321,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,625,52,"United-States","<=50K" +43,"Local-gov",118600,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,625,40,"United-States","<=50K" +59,"Private",230039,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","White","Female",0,625,38,"United-States","<=50K" +39,"Federal-gov",257175,"Bachelors",13,"Divorced","Tech-support","Unmarried","Black","Female",0,625,40,"United-States","<=50K" +49,"Local-gov",159641,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,625,40,"United-States","<=50K" +39,"State-gov",119421,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,625,35,"United-States","<=50K" +49,"Private",169042,"HS-grad",9,"Separated","Prof-specialty","Unmarried","White","Female",0,625,40,"Puerto-Rico","<=50K" +39,"Private",81487,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,625,40,"United-States","<=50K" +43,"Private",122473,"9th",5,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,625,40,"United-States","<=50K" +41,"Private",332703,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Other","Female",0,625,40,"United-States","<=50K" +46,"Private",157991,"Assoc-voc",11,"Divorced","Tech-support","Unmarried","Black","Female",0,625,40,"United-States","<=50K" +47,"Private",144351,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,625,40,"United-States","<=50K" +67,"?",184506,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,419,3,"United-States","<=50K" +68,"Private",32779,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,419,12,"United-States","<=50K" +27,"?",501172,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,419,20,"Mexico","<=50K" +52,"Private",122109,"HS-grad",9,"Never-married","Prof-specialty","Unmarried","White","Female",0,323,40,"United-States","<=50K" +46,"Private",198774,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,323,45,"United-States","<=50K" +49,"Local-gov",78859,"Masters",14,"Widowed","Prof-specialty","Unmarried","White","Female",0,323,20,"United-States","<=50K" +37,"Private",262409,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,213,45,"United-States","<=50K" +38,"Private",173047,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,213,40,"Philippines","<=50K" +40,"Private",65866,"Some-college",10,"Divorced","Tech-support","Unmarried","White","Female",0,213,40,"United-States","<=50K" +36,"Private",204590,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","Black","Female",0,213,40,"United-States","<=50K" +28,"Private",140845,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,155,40,"United-States","<=50K" +54,"Self-emp-inc",166459,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,60,"United-States",">50K" +52,"Private",152234,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",99999,0,40,"Japan",">50K" +53,"Self-emp-inc",263925,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,40,"United-States",">50K" +52,"Private",118025,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"United-States",">50K" +46,"Private",370119,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,60,"United-States",">50K" +43,"Private",176270,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,60,"United-States",">50K" +49,"Private",159816,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",99999,0,20,"United-States",">50K" +50,"Private",171338,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"United-States",">50K" +22,"Self-emp-not-inc",202920,"HS-grad",9,"Never-married","Prof-specialty","Unmarried","White","Female",99999,0,40,"Dominican-Republic",">50K" +43,"Self-emp-inc",172826,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,55,"United-States",">50K" +65,"Self-emp-inc",139272,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,60,"United-States",">50K" +26,"Private",256000,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,60,"United-States",">50K" +52,"Self-emp-not-inc",64045,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,45,"United-States",">50K" +46,"Private",176814,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,50,"United-States",">50K" +36,"Private",208358,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",99999,0,45,"United-States",">50K" +40,"Self-emp-not-inc",223881,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,70,"United-States",">50K" +52,"Self-emp-inc",90363,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,35,"United-States",">50K" +32,"Self-emp-inc",46807,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",99999,0,40,"United-States",">50K" +53,"Private",88842,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,40,"United-States",">50K" +47,"Private",345493,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",99999,0,55,"Taiwan",">50K" +37,"Local-gov",287306,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",99999,0,40,"?",">50K" +37,"Self-emp-not-inc",362062,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,50,"United-States",">50K" +39,"Self-emp-inc",114844,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,65,"United-States",">50K" +38,"Private",146091,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Wife","White","Female",99999,0,36,"United-States",">50K" +44,"Private",332401,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,65,"United-States",">50K" +57,"Self-emp-inc",159028,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,60,"United-States",">50K" +51,"Private",44000,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",99999,0,50,"United-States",">50K" +78,"Self-emp-not-inc",316261,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",99999,0,20,"United-States",">50K" +36,"Private",383518,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",99999,0,40,"United-States",">50K" +49,"Self-emp-inc",362795,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Male",99999,0,80,"Mexico",">50K" +54,"Self-emp-not-inc",269068,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",99999,0,50,"Philippines",">50K" +41,"Self-emp-inc",194636,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,65,"United-States",">50K" +46,"Local-gov",222115,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",99999,0,40,"United-States",">50K" +33,"Private",170769,"Doctorate",16,"Divorced","Sales","Not-in-family","White","Male",99999,0,60,"United-States",">50K" +36,"Self-emp-not-inc",241998,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,20,"United-States",">50K" +63,"Private",118798,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",99999,0,40,"United-States",">50K" +38,"Private",167140,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,70,"United-States",">50K" +33,"Private",198660,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",99999,0,56,"United-States",">50K" +47,"Private",168262,"Masters",14,"Separated","Exec-managerial","Not-in-family","White","Male",99999,0,50,"United-States",">50K" +28,"Private",37359,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,50,"United-States",">50K" +52,"Self-emp-inc",181855,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",99999,0,65,"United-States",">50K" +30,"Private",132601,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"United-States",">50K" +50,"Private",108435,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,60,"United-States",">50K" +32,"Private",134737,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,50,"United-States",">50K" +46,"Private",273771,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,40,"United-States",">50K" +49,"Self-emp-not-inc",355978,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,35,"United-States",">50K" +30,"Private",235124,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",99999,0,40,"United-States",">50K" +32,"Private",204567,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,60,"United-States",">50K" +59,"Private",122283,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",99999,0,40,"India",">50K" +46,"Self-emp-inc",198660,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,72,"United-States",">50K" +32,"Private",330715,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",99999,0,40,"United-States",">50K" +21,"Private",334618,"Some-college",10,"Never-married","Protective-serv","Not-in-family","Black","Female",99999,0,40,"United-States",">50K" +56,"Self-emp-inc",205601,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,70,"United-States",">50K" +43,"Private",208613,"Prof-school",15,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",99999,0,40,"United-States",">50K" +30,"Private",129707,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,35,"United-States",">50K" +39,"Private",77005,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,40,"United-States",">50K" +24,"?",151153,"Some-college",10,"Never-married","?","Not-in-family","Asian-Pac-Islander","Male",99999,0,50,"South",">50K" +46,"Self-emp-inc",120131,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,60,"United-States",">50K" +50,"Self-emp-not-inc",155118,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",99999,0,35,"United-States",">50K" +60,"Private",191446,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,40,"United-States",">50K" +36,"Self-emp-inc",216711,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"?",">50K" +47,"Private",193047,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"United-States",">50K" +56,"Self-emp-not-inc",163212,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",99999,0,40,"United-States",">50K" +53,"Private",366957,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",99999,0,50,"India",">50K" +42,"Private",187795,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,55,"United-States",">50K" +50,"Private",238959,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,60,"?",">50K" +48,"Private",25468,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",99999,0,50,"United-States",">50K" +41,"Private",320984,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,65,"United-States",">50K" +72,"Self-emp-inc",172407,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,50,"United-States",">50K" +55,"Private",197399,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,55,"United-States",">50K" +33,"Private",162572,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,40,"United-States",">50K" +62,"Self-emp-inc",245491,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",99999,0,40,"United-States",">50K" +52,"Self-emp-inc",334273,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,65,"United-States",">50K" +50,"Private",124963,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,55,"United-States",">50K" +28,"Self-emp-inc",201186,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",99999,0,40,"United-States",">50K" +42,"Local-gov",180985,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",99999,0,40,"United-States",">50K" +51,"Private",145714,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"?",">50K" +42,"Private",190179,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,40,"United-States",">50K" +50,"Self-emp-inc",158294,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,80,"United-States",">50K" +41,"Self-emp-inc",495061,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,70,"United-States",">50K" +47,"Private",102308,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"United-States",">50K" +38,"Federal-gov",37683,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",99999,0,57,"Canada",">50K" +61,"?",139391,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",99999,0,30,"United-States",">50K" +57,"Self-emp-not-inc",95280,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,45,"United-States",">50K" +42,"Self-emp-not-inc",201908,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,50,"United-States",">50K" +47,"Private",354148,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,48,"United-States",">50K" +51,"Self-emp-not-inc",111283,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",99999,0,35,"United-States",">50K" +42,"Local-gov",175642,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",99999,0,40,"United-States",">50K" +47,"Self-emp-inc",181130,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,50,"United-States",">50K" +74,"Private",188709,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,50,"United-States",">50K" +39,"Private",190297,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,55,"United-States",">50K" +43,"Private",462180,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,60,"United-States",">50K" +47,"Private",181307,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,60,"United-States",">50K" +52,"Self-emp-not-inc",140985,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",99999,0,30,"United-States",">50K" +69,"?",323016,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",99999,0,40,"United-States",">50K" +58,"?",266792,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",99999,0,40,"United-States",">50K" +48,"Private",108557,"Bachelors",13,"Married-civ-spouse","Tech-support","Wife","White","Female",99999,0,40,"United-States",">50K" +55,"Self-emp-inc",392325,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,60,"United-States",">50K" +50,"Private",183173,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,40,"United-States",">50K" +49,"State-gov",423222,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,80,"United-States",">50K" +30,"Self-emp-not-inc",115932,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",99999,0,50,"United-States",">50K" +52,"Private",163998,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,45,"United-States",">50K" +46,"Private",28419,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,50,"United-States",">50K" +58,"Private",136841,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",99999,0,35,"United-States",">50K" +59,"Self-emp-not-inc",165315,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,43,"United-States",">50K" +50,"Self-emp-not-inc",401118,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",99999,0,50,"United-States",">50K" +40,"Private",79586,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",99999,0,40,"?",">50K" +43,"Private",58447,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,55,"United-States",">50K" +47,"Private",246739,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,55,"United-States",">50K" +65,"Private",105491,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,40,"United-States",">50K" +33,"Private",134886,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",99999,0,30,"United-States",">50K" +53,"Private",124076,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",99999,0,37,"United-States",">50K" +42,"Self-emp-not-inc",269733,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,80,"United-States",">50K" +69,"Self-emp-not-inc",240562,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,40,"United-States",">50K" +44,"Self-emp-inc",120277,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,45,"United-States",">50K" +44,"Self-emp-not-inc",282722,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,50,"United-States",">50K" +38,"Self-emp-inc",478829,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,50,"United-States",">50K" +39,"Private",237943,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,70,"United-States",">50K" +32,"Private",553405,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,50,"United-States",">50K" +41,"Private",115932,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"United-States",">50K" +31,"Private",100252,"Bachelors",13,"Divorced","Other-service","Not-in-family","Asian-Pac-Islander","Male",99999,0,70,"United-States",">50K" +50,"Self-emp-not-inc",132716,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"United-States",">50K" +49,"Private",187454,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,65,"United-States",">50K" +29,"Self-emp-not-inc",69132,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",99999,0,60,"United-States",">50K" +48,"Private",107231,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"United-States",">50K" +40,"Local-gov",150755,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,75,"United-States",">50K" +45,"Private",148995,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",99999,0,30,"United-States",">50K" +60,"Private",166330,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",99999,0,40,"United-States",">50K" +49,"Self-emp-inc",229737,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,37,"United-States",">50K" +56,"Self-emp-inc",98418,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,40,"United-States",">50K" +45,"Self-emp-inc",108100,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","Asian-Pac-Islander","Female",99999,0,25,"?",">50K" +71,"Self-emp-inc",38822,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,40,"United-States",">50K" +57,"Self-emp-inc",376230,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,40,"United-States",">50K" +64,"Self-emp-inc",185912,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,35,"United-States",">50K" +41,"Private",124956,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","Black","Female",99999,0,60,"United-States",">50K" +49,"Self-emp-not-inc",43348,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",99999,0,70,"United-States",">50K" +55,"Private",408537,"9th",5,"Divorced","Craft-repair","Unmarried","White","Female",99999,0,37,"United-States",">50K" +48,"Self-emp-not-inc",107231,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"United-States",">50K" +40,"Self-emp-not-inc",204235,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,50,"United-States",">50K" +55,"Private",115439,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,40,"United-States",">50K" +44,"Self-emp-inc",118212,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,70,"United-States",">50K" +38,"Private",227945,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,65,"United-States",">50K" +34,"Private",49469,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",99999,0,50,"United-States",">50K" +37,"Self-emp-not-inc",353298,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,50,"United-States",">50K" +51,"Self-emp-not-inc",120781,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",99999,0,70,"India",">50K" +65,"Self-emp-inc",210381,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,65,"United-States",">50K" +38,"Self-emp-not-inc",194534,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",99999,0,60,"United-States",">50K" +65,"Self-emp-inc",184965,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,40,"United-States",">50K" +37,"Private",171150,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",99999,0,60,"United-States",">50K" +38,"Private",100375,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,60,"United-States",">50K" +50,"Self-emp-inc",190333,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",99999,0,55,"United-States",">50K" +55,"Private",134120,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",99999,0,40,"United-States",">50K" +38,"Private",185848,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,70,"United-States",">50K" +22,"Self-emp-not-inc",214014,"Some-college",10,"Never-married","Sales","Own-child","Black","Male",99999,0,55,"United-States",">50K" +47,"Private",155664,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,55,"United-States",">50K" +43,"Self-emp-inc",62026,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,40,"United-States",">50K" +66,"Private",115498,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,55,"?",">50K" +47,"Private",294913,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",99999,0,40,"United-States",">50K" +57,"Local-gov",110417,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",99999,0,40,"United-States",">50K" +27,"Private",211032,"Preschool",1,"Married-civ-spouse","Farming-fishing","Other-relative","White","Male",41310,0,24,"Mexico","<=50K" +63,"Self-emp-not-inc",289741,"Masters",14,"Married-civ-spouse","Farming-fishing","Husband","White","Male",41310,0,50,"United-States","<=50K" +17,"?",304873,"10th",6,"Never-married","?","Own-child","White","Female",34095,0,32,"United-States","<=50K" +18,"Private",301948,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",34095,0,3,"United-States","<=50K" +19,"Private",188815,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",34095,0,20,"United-States","<=50K" +55,"Self-emp-not-inc",145574,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",34095,0,60,"United-States","<=50K" +20,"?",273701,"Some-college",10,"Never-married","?","Other-relative","Black","Male",34095,0,10,"United-States","<=50K" +46,"Private",133938,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",27828,0,50,"United-States",">50K" +35,"Private",202027,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",27828,0,50,"United-States",">50K" +47,"Self-emp-inc",79627,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",27828,0,50,"United-States",">50K" +55,"Self-emp-not-inc",124975,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",27828,0,55,"United-States",">50K" +34,"Private",50276,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",27828,0,40,"United-States",">50K" +25,"Private",169905,"Assoc-voc",11,"Never-married","Sales","Not-in-family","White","Male",27828,0,40,"United-States",">50K" +56,"Self-emp-inc",70720,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",27828,0,60,"United-States",">50K" +25,"Private",102476,"Bachelors",13,"Never-married","Farming-fishing","Own-child","White","Male",27828,0,50,"United-States",">50K" +41,"Private",182108,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",27828,0,35,"United-States",">50K" +42,"Private",46221,"Doctorate",16,"Married-spouse-absent","Other-service","Not-in-family","White","Male",27828,0,60,"?",">50K" +37,"Self-emp-not-inc",32239,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",27828,0,40,"United-States",">50K" +47,"Private",233511,"Masters",14,"Divorced","Sales","Not-in-family","White","Male",27828,0,60,"United-States",">50K" +36,"Private",184456,"Prof-school",15,"Never-married","Exec-managerial","Not-in-family","White","Male",27828,0,50,"United-States",">50K" +58,"Self-emp-inc",112945,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",27828,0,40,"United-States",">50K" +45,"Private",148549,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",27828,0,56,"United-States",">50K" +49,"Private",120629,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","Black","Female",27828,0,60,"United-States",">50K" +37,"Private",116358,"HS-grad",9,"Never-married","Craft-repair","Other-relative","Amer-Indian-Eskimo","Male",27828,0,48,"United-States",">50K" +56,"Self-emp-not-inc",39380,"Some-college",10,"Married-spouse-absent","Farming-fishing","Not-in-family","White","Female",27828,0,20,"United-States",">50K" +37,"Private",109133,"Masters",14,"Separated","Exec-managerial","Not-in-family","White","Male",27828,0,60,"Iran",">50K" +59,"Private",154100,"Masters",14,"Never-married","Sales","Not-in-family","White","Female",27828,0,45,"United-States",">50K" +30,"Private",116138,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",27828,0,60,"United-States",">50K" +58,"?",353244,"Bachelors",13,"Widowed","?","Unmarried","White","Female",27828,0,50,"United-States",">50K" +29,"Private",82242,"Prof-school",15,"Never-married","Prof-specialty","Unmarried","White","Male",27828,0,45,"Germany",">50K" +36,"Private",329980,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",27828,0,40,"United-States",">50K" +51,"Self-emp-inc",54342,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",27828,0,60,"United-States",">50K" +38,"Private",125933,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Male",27828,0,45,"United-States",">50K" +36,"Self-emp-inc",184456,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",27828,0,55,"United-States",">50K" +41,"Private",106679,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",27828,0,50,"United-States",">50K" +47,"Private",304857,"Masters",14,"Separated","Tech-support","Not-in-family","White","Male",27828,0,40,"United-States",">50K" +64,"Private",218490,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",27828,0,55,"United-States",">50K" +64,"Private",66634,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Male",27828,0,50,"United-States",">50K" +51,"Private",673764,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",27828,0,40,"United-States",">50K" +54,"Self-emp-not-inc",28186,"Bachelors",13,"Divorced","Farming-fishing","Not-in-family","White","Male",27828,0,50,"United-States",">50K" +53,"Self-emp-not-inc",137547,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",27828,0,40,"Philippines",">50K" +46,"Private",295566,"Doctorate",16,"Divorced","Prof-specialty","Unmarried","White","Female",25236,0,65,"United-States",">50K" +51,"Self-emp-not-inc",165001,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Male",25236,0,50,"United-States",">50K" +45,"Self-emp-inc",191776,"Masters",14,"Divorced","Sales","Unmarried","White","Female",25236,0,42,"United-States",">50K" +43,"State-gov",261929,"Doctorate",16,"Married-spouse-absent","Prof-specialty","Unmarried","White","Male",25236,0,64,"United-States",">50K" +59,"State-gov",398626,"Doctorate",16,"Divorced","Prof-specialty","Unmarried","White","Male",25236,0,45,"United-States",">50K" +37,"Private",270059,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",25236,0,25,"United-States",">50K" +45,"Self-emp-inc",208802,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Male",25236,0,36,"United-States",">50K" +45,"State-gov",190406,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","Black","Male",25236,0,36,"United-States",">50K" +32,"Private",170154,"Assoc-acdm",12,"Separated","Exec-managerial","Unmarried","White","Female",25236,0,50,"United-States",">50K" +36,"Self-emp-not-inc",112497,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Male",25236,0,40,"United-States",">50K" +47,"Private",97883,"Bachelors",13,"Widowed","Priv-house-serv","Unmarried","White","Female",25236,0,35,"United-States",">50K" +75,"?",111177,"Bachelors",13,"Widowed","?","Not-in-family","White","Female",25124,0,16,"United-States",">50K" +73,"Private",183213,"Assoc-voc",11,"Widowed","Prof-specialty","Not-in-family","White","Male",25124,0,60,"United-States",">50K" +65,"?",224472,"Prof-school",15,"Never-married","?","Not-in-family","White","Male",25124,0,80,"United-States",">50K" +68,"Self-emp-inc",52052,"Assoc-voc",11,"Widowed","Sales","Not-in-family","White","Female",25124,0,50,"United-States",">50K" +61,"Self-emp-not-inc",32423,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Wife","White","Female",22040,0,40,"United-States","<=50K" +67,"Private",231559,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",20051,0,48,"United-States",">50K" +65,"Private",198766,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",20051,0,40,"United-States",">50K" +63,"Self-emp-not-inc",167501,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",20051,0,10,"United-States",">50K" +64,"Self-emp-inc",132832,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",20051,0,40,"?",">50K" +90,"Local-gov",227796,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",20051,0,60,"United-States",">50K" +79,"Private",120707,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",20051,0,35,"El-Salvador",">50K" +67,"Private",195161,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",20051,0,60,"United-States",">50K" +90,"Private",87372,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",20051,0,72,"United-States",">50K" +68,"Private",193666,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",20051,0,55,"United-States",">50K" +65,"Private",154171,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",20051,0,60,"United-States",">50K" +68,"?",146645,"Doctorate",16,"Married-civ-spouse","?","Husband","White","Male",20051,0,50,"United-States",">50K" +62,"Self-emp-inc",118725,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",20051,0,72,"United-States",">50K" +69,"Private",36956,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",20051,0,50,"United-States",">50K" +67,"Self-emp-not-inc",106143,"Doctorate",16,"Married-civ-spouse","Sales","Husband","White","Male",20051,0,40,"United-States",">50K" +66,"Private",169804,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",20051,0,40,"United-States",">50K" +67,"?",129188,"Doctorate",16,"Married-civ-spouse","?","Husband","White","Male",20051,0,5,"United-States",">50K" +70,"Self-emp-not-inc",36311,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",20051,0,35,"United-States",">50K" +68,"Self-emp-not-inc",133736,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",20051,0,40,"United-States",">50K" +68,"Local-gov",242095,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",20051,0,40,"United-States",">50K" +74,"Self-emp-inc",228075,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",20051,0,25,"United-States",">50K" +71,"Federal-gov",422149,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",20051,0,40,"United-States",">50K" +67,"Self-emp-inc",171564,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",20051,0,30,"England",">50K" +68,"Private",195868,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",20051,0,40,"United-States",">50K" +77,"Self-emp-inc",84979,"Doctorate",16,"Married-civ-spouse","Farming-fishing","Husband","White","Male",20051,0,40,"United-States",">50K" +71,"Self-emp-inc",118119,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",20051,0,50,"United-States",">50K" +76,"Private",199949,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",20051,0,50,"United-States",">50K" +83,"Self-emp-inc",240150,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",20051,0,50,"United-States",">50K" +68,"Private",117236,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",20051,0,45,"United-States",">50K" +79,"?",76641,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",20051,0,40,"Poland",">50K" +69,"Self-emp-not-inc",58213,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",20051,0,45,"United-States",">50K" +66,"Local-gov",174486,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",20051,0,35,"Jamaica",">50K" +73,"Private",148003,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",20051,0,36,"United-States",">50K" +67,"Self-emp-not-inc",431426,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",20051,0,4,"United-States",">50K" +66,"Private",113323,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",20051,0,40,"United-States",">50K" +66,"State-gov",162945,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",20051,0,55,"United-States",">50K" +67,"Self-emp-not-inc",191380,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",20051,0,25,"United-States",">50K" +67,"Self-emp-inc",182581,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",20051,0,20,"United-States",">50K" +79,"Self-emp-inc",97082,"12th",8,"Widowed","Sales","Not-in-family","White","Male",18481,0,45,"United-States",">50K" +67,"Self-emp-not-inc",148690,"Masters",14,"Widowed","Prof-specialty","Not-in-family","White","Male",18481,0,2,"United-States",">50K" +74,"Private",129879,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",15831,0,40,"United-States",">50K" +67,"Self-emp-inc",411007,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",15831,0,40,"United-States",">50K" +67,"Local-gov",103315,"Masters",14,"Never-married","Exec-managerial","Other-relative","White","Female",15831,0,72,"United-States",">50K" +67,"Private",224984,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",15831,0,16,"Germany",">50K" +69,"Private",182862,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",15831,0,40,"United-States",">50K" +74,"Self-emp-not-inc",199136,"Bachelors",13,"Widowed","Craft-repair","Not-in-family","White","Male",15831,0,8,"Germany",">50K" +44,"Private",198282,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +58,"Self-emp-inc",210563,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",15024,0,35,"United-States",">50K" +57,"Federal-gov",425161,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"United-States",">50K" +46,"Private",188386,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +38,"Private",91039,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,60,"United-States",">50K" +38,"Self-emp-inc",99146,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,80,"United-States",">50K" +46,"Private",102388,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,45,"United-States",">50K" +43,"Private",154374,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,60,"United-States",">50K" +33,"Private",175697,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +39,"Private",202027,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,45,"United-States",">50K" +39,"Self-emp-inc",329980,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +54,"Self-emp-not-inc",123011,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,52,"United-States",">50K" +33,"Private",354573,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,44,"United-States",">50K" +54,"Private",99185,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,45,"United-States",">50K" +51,"Self-emp-inc",229465,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +47,"Self-emp-not-inc",370119,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +53,"State-gov",156877,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",15024,0,35,"United-States",">50K" +64,"Self-emp-inc",179436,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"United-States",">50K" +30,"Self-emp-not-inc",167990,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,65,"United-States",">50K" +55,"Private",98361,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"?",">50K" +52,"Private",147876,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",15024,0,60,"United-States",">50K" +48,"Private",126754,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +44,"Private",120277,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"Italy",">50K" +53,"State-gov",281590,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",15024,0,40,"United-States",">50K" +64,"Self-emp-not-inc",134960,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,35,"United-States",">50K" +39,"Private",79331,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",15024,0,40,"United-States",">50K" +50,"Private",147629,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,45,"United-States",">50K" +57,"Self-emp-inc",119253,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,65,"United-States",">50K" +59,"Self-emp-not-inc",174056,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"United-States",">50K" +44,"Private",198282,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +37,"Private",82521,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +56,"Self-emp-inc",211804,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +64,"Private",319371,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +32,"Private",194426,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",15024,0,40,"United-States",">50K" +39,"Self-emp-inc",122742,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"United-States",">50K" +57,"Self-emp-inc",172654,"Prof-school",15,"Married-civ-spouse","Transport-moving","Husband","White","Male",15024,0,50,"United-States",">50K" +35,"Private",376455,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +51,"Self-emp-not-inc",145409,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +44,"Private",198316,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +57,"Self-emp-not-inc",225334,"Prof-school",15,"Married-civ-spouse","Sales","Wife","White","Female",15024,0,35,"United-States",">50K" +47,"Private",151267,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Black","Female",15024,0,40,"United-States",">50K" +51,"Private",293196,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,60,"Iran",">50K" +50,"Self-emp-not-inc",44368,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,55,"El-Salvador",">50K" +52,"Private",338816,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,45,"United-States",">50K" +47,"Self-emp-inc",214169,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",15024,0,40,"United-States",">50K" +34,"Private",30497,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +37,"Self-emp-inc",291518,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,55,"United-States",">50K" +49,"Self-emp-inc",362654,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +54,"Private",22743,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",15024,0,60,"United-States",">50K" +39,"Private",191807,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +39,"Self-emp-not-inc",126569,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,60,"United-States",">50K" +32,"Private",312667,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +34,"Self-emp-inc",186824,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +53,"Private",114758,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,65,"United-States",">50K" +53,"Federal-gov",199720,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,60,"Germany",">50K" +52,"Self-emp-inc",100506,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +37,"Local-gov",233825,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,50,"United-States",">50K" +53,"Private",424079,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"United-States",">50K" +37,"Private",148015,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",15024,0,40,"United-States",">50K" +47,"Private",124973,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +58,"Self-emp-not-inc",93664,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +39,"Private",173175,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +46,"Private",155659,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,45,"United-States",">50K" +49,"Private",65087,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +46,"Private",117849,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"United-States",">50K" +32,"Private",207668,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,45,"United-States",">50K" +50,"Self-emp-inc",127315,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +61,"Private",85548,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",15024,0,18,"United-States",">50K" +33,"Private",56701,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,75,"United-States",">50K" +31,"Local-gov",381153,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",15024,0,56,"United-States",">50K" +39,"Self-emp-not-inc",109766,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +45,"Self-emp-inc",170871,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"United-States",">50K" +35,"Private",99357,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,50,"United-States",">50K" +36,"Private",261382,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,45,"United-States",">50K" +40,"Self-emp-inc",157240,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",15024,0,30,"Iran",">50K" +47,"Self-emp-not-inc",168109,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",15024,0,50,"United-States",">50K" +41,"Private",280167,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,70,"United-States",">50K" +52,"Self-emp-inc",173754,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,60,"United-States",">50K" +43,"Private",303051,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +55,"Private",116878,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,30,"United-States",">50K" +39,"Private",179668,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",15024,0,40,"United-States",">50K" +61,"Private",176839,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +46,"Private",360096,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +49,"Private",198759,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,60,"United-States",">50K" +52,"Private",145409,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",15024,0,60,"Canada",">50K" +58,"Private",306233,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"United-States",">50K" +49,"Local-gov",149210,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Black","Male",15024,0,40,"United-States",">50K" +46,"Private",219021,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",15024,0,44,"United-States",">50K" +47,"Self-emp-inc",332355,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +47,"Self-emp-inc",173783,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,60,"United-States",">50K" +36,"Local-gov",61778,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +63,"Self-emp-inc",137940,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +37,"Private",108140,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,45,"United-States",">50K" +46,"Private",328216,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +39,"Private",187098,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Wife","White","Female",15024,0,47,"United-States",">50K" +53,"Private",151580,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +30,"Private",154950,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +32,"Private",193042,"Prof-school",15,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,60,"United-States",">50K" +47,"State-gov",120429,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +55,"Private",229029,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,48,"United-States",">50K" +57,"Private",200453,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,40,"United-States",">50K" +39,"Private",70995,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",15024,0,99,"United-States",">50K" +37,"Private",186934,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,60,"United-States",">50K" +32,"Private",167531,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",15024,0,50,"United-States",">50K" +50,"Private",34832,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",15024,0,40,"United-States",">50K" +41,"Private",35166,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +43,"Private",352005,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,45,"United-States",">50K" +45,"Private",205100,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +40,"State-gov",199381,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,37,"United-States",">50K" +55,"Private",282023,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +59,"Private",271571,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,50,"United-States",">50K" +63,"Private",213945,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"Iran",">50K" +34,"Private",187215,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,36,"United-States",">50K" +50,"Local-gov",259377,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,40,"United-States",">50K" +51,"Self-emp-inc",167793,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +36,"Private",237943,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +54,"Private",135803,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",15024,0,60,"South",">50K" +42,"Private",340234,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",15024,0,40,"United-States",">50K" +40,"Private",226902,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +42,"Local-gov",121998,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +36,"Private",198237,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +32,"Self-emp-inc",78530,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +53,"State-gov",43952,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,38,"United-States",">50K" +46,"Self-emp-not-inc",43348,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"United-States",">50K" +52,"Self-emp-inc",254211,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,60,"United-States",">50K" +30,"Self-emp-inc",321990,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"?",">50K" +33,"Private",144949,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +32,"Private",137076,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +43,"Private",194726,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,55,"United-States",">50K" +50,"Private",89041,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,50,"United-States",">50K" +38,"Private",409604,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +43,"State-gov",139734,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +53,"Private",30244,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +30,"Private",340917,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +59,"Self-emp-not-inc",201263,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,55,"United-States",">50K" +44,"Private",116825,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,80,"United-States",">50K" +41,"Private",101593,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +38,"?",70282,"Masters",14,"Married-civ-spouse","?","Wife","Black","Female",15024,0,2,"United-States",">50K" +60,"Private",103344,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,40,"United-States",">50K" +42,"Self-emp-not-inc",336513,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,60,"United-States",">50K" +42,"Self-emp-not-inc",24763,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +48,"Private",38950,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +55,"Private",199067,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,42,"United-States",">50K" +49,"State-gov",391585,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +50,"Private",205803,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"United-States",">50K" +55,"Private",182460,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,35,"United-States",">50K" +44,"Private",267717,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,45,"United-States",">50K" +46,"Private",330087,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,45,"United-States",">50K" +40,"Private",88909,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +39,"Self-emp-not-inc",343476,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"Japan",">50K" +30,"Local-gov",182926,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",15024,0,40,"United-States",">50K" +44,"Private",109912,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Wife","White","Female",15024,0,32,"United-States",">50K" +60,"Self-emp-inc",376133,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",15024,0,15,"United-States",">50K" +60,"Private",142494,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +36,"Private",184112,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,45,"United-States",">50K" +36,"Self-emp-inc",77146,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,45,"United-States",">50K" +39,"Private",322143,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",15024,0,70,"United-States",">50K" +40,"Self-emp-inc",182437,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +51,"Private",90363,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",15024,0,40,"United-States",">50K" +45,"Private",101452,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"England",">50K" +51,"Private",338620,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +47,"Private",149700,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",15024,0,40,"United-States",">50K" +59,"Private",153484,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,50,"United-States",">50K" +47,"Private",162741,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",15024,0,40,"United-States",">50K" +46,"Federal-gov",102308,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +35,"Private",81232,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +39,"Private",33983,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",15024,0,40,"United-States",">50K" +52,"Self-emp-not-inc",194995,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,55,"United-States",">50K" +32,"Federal-gov",42900,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +40,"Private",166662,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,45,"United-States",">50K" +61,"Private",170262,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",15024,0,38,"United-States",">50K" +57,"Private",127728,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +48,"State-gov",212954,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +51,"Private",221672,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +34,"Self-emp-not-inc",198664,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",15024,0,70,"South",">50K" +62,"Private",109190,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +42,"Private",252518,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +59,"Private",165922,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +57,"Self-emp-inc",123053,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",15024,0,50,"India",">50K" +59,"Self-emp-inc",31359,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,80,"United-States",">50K" +50,"Private",98975,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +61,"Private",119684,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,20,"United-States",">50K" +44,"Private",181762,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",15024,0,55,"United-States",">50K" +41,"Private",150755,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"Canada",">50K" +43,"Private",345789,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,50,"United-States",">50K" +46,"Private",102569,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,65,"United-States",">50K" +42,"Private",119359,"Prof-school",15,"Married-civ-spouse","Sales","Wife","Amer-Indian-Eskimo","Female",15024,0,40,"South",">50K" +37,"Private",359001,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",15024,0,50,"United-States",">50K" +46,"Private",393715,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +46,"Self-emp-not-inc",366089,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +47,"Private",61885,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +46,"Private",121124,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +59,"Self-emp-inc",169982,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +43,"State-gov",506329,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",15024,0,40,"?",">50K" +48,"Private",182541,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,45,"United-States",">50K" +47,"Private",323798,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,55,"United-States",">50K" +43,"Private",130126,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +44,"Local-gov",189956,"Bachelors",13,"Married-civ-spouse","Protective-serv","Wife","Black","Female",15024,0,40,"United-States",">50K" +45,"Private",266860,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +43,"Local-gov",188291,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,45,"United-States",">50K" +40,"Private",99604,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,24,"United-States",">50K" +50,"Private",204447,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,65,"United-States",">50K" +52,"Self-emp-inc",114758,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +52,"?",92968,"Masters",14,"Married-civ-spouse","?","Wife","White","Female",15024,0,40,"United-States",">50K" +40,"Private",198873,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,30,"United-States",">50K" +44,"Private",148138,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",15024,0,40,"Japan",">50K" +47,"Private",355320,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +58,"Self-emp-inc",89922,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +50,"Private",138852,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +54,"Self-emp-inc",129432,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +50,"Private",145409,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +43,"Private",64631,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +52,"Private",186303,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"Canada",">50K" +44,"Self-emp-not-inc",172479,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",15024,0,60,"United-States",">50K" +58,"Private",147707,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +45,"Private",148171,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,40,"United-States",">50K" +30,"Private",196385,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,35,"United-States",">50K" +40,"Self-emp-inc",191429,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +49,"Self-emp-inc",58359,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +52,"Self-emp-inc",89041,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +35,"Private",186183,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",15024,0,80,"United-States",">50K" +49,"Self-emp-inc",191277,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +50,"Private",164198,"Assoc-acdm",12,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",15024,0,45,"United-States",">50K" +31,"Private",167725,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",15024,0,48,"Philippines",">50K" +53,"Local-gov",283602,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,40,"United-States",">50K" +34,"Private",203488,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"United-States",">50K" +19,"?",200790,"12th",8,"Married-civ-spouse","?","Other-relative","White","Female",15024,0,40,"United-States",">50K" +46,"Federal-gov",20956,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +44,"State-gov",141858,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,75,"United-States",">50K" +45,"Private",148995,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,40,"United-States",">50K" +50,"Private",43764,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +49,"Self-emp-not-inc",181307,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,65,"United-States",">50K" +49,"?",271346,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",15024,0,60,"United-States",">50K" +41,"Self-emp-not-inc",174395,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,55,"United-States",">50K" +58,"Private",146477,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"Greece",">50K" +44,"Self-emp-inc",357679,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",15024,0,65,"United-States",">50K" +36,"Self-emp-inc",306156,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,60,"United-States",">50K" +57,"Federal-gov",42298,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",15024,0,40,"United-States",">50K" +39,"Private",375452,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Wife","White","Female",15024,0,48,"United-States",">50K" +55,"Private",98361,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"United-States",">50K" +42,"Private",98211,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,45,"United-States",">50K" +47,"Self-emp-inc",215620,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"United-States",">50K" +55,"State-gov",296991,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +45,"Private",390368,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",15024,0,99,"United-States",">50K" +32,"Private",447066,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Black","Male",15024,0,50,"United-States",">50K" +58,"Federal-gov",200042,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +31,"Private",352465,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +49,"Private",309033,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,60,"United-States",">50K" +52,"Private",284329,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +28,"Private",312372,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",15024,0,40,"United-States",">50K" +55,"Federal-gov",305850,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +42,"Self-emp-inc",277488,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,65,"United-States",">50K" +46,"Private",273575,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",15024,0,40,"United-States",">50K" +40,"Self-emp-not-inc",237293,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,40,"United-States",">50K" +45,"Self-emp-not-inc",176814,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +51,"Local-gov",133336,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +42,"Private",187720,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"?",">50K" +48,"Self-emp-inc",54190,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +53,"Self-emp-inc",134793,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +46,"Local-gov",121124,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",15024,0,40,"United-States",">50K" +41,"Self-emp-inc",236021,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +42,"State-gov",190044,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +47,"Private",120781,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",15024,0,40,"?",">50K" +51,"Private",215404,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",15024,0,40,"United-States",">50K" +38,"Private",117312,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",15024,0,40,"United-States",">50K" +52,"Self-emp-inc",234286,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +50,"Self-emp-inc",283676,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,60,"United-States",">50K" +45,"Private",102308,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +45,"Self-emp-not-inc",210364,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,80,"United-States",">50K" +49,"Self-emp-not-inc",219718,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"United-States",">50K" +54,"Private",104501,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"United-States",">50K" +51,"Self-emp-inc",100029,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +56,"Self-emp-inc",109856,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +58,"Self-emp-not-inc",248841,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"United-States",">50K" +43,"Self-emp-inc",117158,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,60,"United-States",">50K" +46,"Private",110171,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +43,"Private",212894,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +59,"Private",354037,"Prof-school",15,"Married-civ-spouse","Transport-moving","Husband","Black","Male",15024,0,50,"United-States",">50K" +47,"Local-gov",149700,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,35,"United-States",">50K" +33,"Private",182926,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +56,"Local-gov",381965,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +41,"Private",222596,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,45,"United-States",">50K" +64,"Federal-gov",388594,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,45,"?",">50K" +43,"Private",183273,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",15024,0,32,"United-States",">50K" +47,"Private",102628,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"United-States",">50K" +42,"Private",227065,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,32,"United-States",">50K" +48,"State-gov",171926,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +61,"Private",96660,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",15024,0,34,"United-States",">50K" +60,"Private",93997,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,45,"United-States",">50K" +38,"Private",38312,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,65,"United-States",">50K" +28,"Private",285294,"Bachelors",13,"Married-civ-spouse","Sales","Wife","Black","Female",15024,0,45,"United-States",">50K" +54,"Private",182187,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","Black","Male",15024,0,38,"Jamaica",">50K" +48,"Private",207277,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +31,"Private",187560,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +38,"Private",114591,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,40,"United-States",">50K" +32,"Private",126132,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +42,"Private",383493,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +41,"Self-emp-not-inc",153132,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +40,"Private",287008,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,55,"Germany",">50K" +44,"Local-gov",136986,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,35,"United-States",">50K" +57,"Self-emp-inc",127728,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,60,"United-States",">50K" +34,"Private",177437,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,45,"United-States",">50K" +52,"Private",145166,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"United-States",">50K" +37,"Private",19899,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,45,"United-States",">50K" +56,"Private",367984,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +38,"Private",172538,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +47,"Private",264052,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +53,"Private",73134,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,60,"United-States",">50K" +37,"Private",588003,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +31,"Private",197886,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,45,"United-States",">50K" +47,"Private",121124,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",15024,0,50,"United-States",">50K" +46,"Private",58683,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"United-States",">50K" +55,"Private",175071,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",15024,0,40,"United-States",">50K" +43,"Private",180599,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,60,"United-States",">50K" +46,"Self-emp-inc",192779,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,60,"United-States",">50K" +45,"Private",30457,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +43,"Self-emp-inc",130126,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,45,"United-States",">50K" +61,"Private",86067,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"United-States",">50K" +49,"Private",187370,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,50,"United-States",">50K" +39,"Private",177154,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +54,"Private",36480,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,50,"United-States",">50K" +62,"Private",244087,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,50,"United-States",">50K" +51,"Private",392668,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,84,"United-States",">50K" +40,"Private",25005,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,99,"United-States",">50K" +46,"Self-emp-inc",320124,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","Amer-Indian-Eskimo","Female",15024,0,40,"United-States",">50K" +38,"Private",333651,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,70,"United-States",">50K" +57,"Private",199847,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +39,"Private",110426,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",15024,0,45,"United-States",">50K" +28,"Private",119287,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",15024,0,28,"United-States",">50K" +36,"State-gov",747719,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",15024,0,50,"United-States",">50K" +63,"Private",294009,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,45,"United-States",">50K" +41,"Private",359696,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",15024,0,60,"United-States",">50K" +56,"Private",122390,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",15024,0,40,"United-States",">50K" +51,"Self-emp-inc",338260,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,60,"United-States",">50K" +45,"Self-emp-inc",181307,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,43,"United-States",">50K" +43,"Local-gov",153132,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +41,"Private",287306,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,60,"United-States",">50K" +44,"Private",201723,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,45,"United-States",">50K" +30,"Private",341051,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +42,"Private",176063,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,55,"United-States",">50K" +39,"Private",174242,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,60,"United-States",">50K" +46,"State-gov",250821,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",15024,0,40,"United-States",">50K" +47,"Self-emp-not-inc",242391,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +51,"Federal-gov",223206,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",15024,0,40,"Vietnam",">50K" +41,"Private",122215,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,40,"United-States",">50K" +37,"Private",121521,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",15024,0,45,"United-States",">50K" +52,"Self-emp-inc",287927,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",15024,0,40,"United-States",">50K" +45,"Private",214627,"Doctorate",16,"Widowed","Prof-specialty","Unmarried","White","Male",15020,0,40,"Iran",">50K" +52,"Private",99736,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Male",15020,0,50,"United-States",">50K" +39,"Private",150061,"Masters",14,"Divorced","Exec-managerial","Unmarried","Black","Female",15020,0,60,"United-States",">50K" +62,"Private",195343,"Doctorate",16,"Divorced","Prof-specialty","Unmarried","White","Male",15020,0,50,"United-States",">50K" +38,"Private",139180,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","Black","Female",15020,0,45,"United-States",">50K" +44,"Private",343591,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Female",14344,0,40,"United-States",">50K" +31,"Private",220066,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",14344,0,50,"United-States",">50K" +31,"Private",340917,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",14344,0,40,"United-States",">50K" +45,"Private",543922,"Masters",14,"Divorced","Transport-moving","Not-in-family","White","Male",14344,0,48,"United-States",">50K" +37,"Private",538443,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",14344,0,40,"United-States",">50K" +53,"Local-gov",221722,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",14344,0,50,"United-States",">50K" +23,"Private",106957,"11th",7,"Never-married","Craft-repair","Own-child","Asian-Pac-Islander","Male",14344,0,40,"Vietnam",">50K" +53,"Private",171924,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",14344,0,55,"United-States",">50K" +43,"Private",170525,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",14344,0,40,"United-States",">50K" +44,"Self-emp-not-inc",274562,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",14344,0,40,"United-States",">50K" +39,"Private",174924,"HS-grad",9,"Separated","Exec-managerial","Not-in-family","White","Male",14344,0,40,"United-States",">50K" +49,"Private",149049,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",14344,0,45,"United-States",">50K" +35,"Private",252897,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",14344,0,40,"United-States",">50K" +41,"State-gov",108945,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Female",14344,0,40,"United-States",">50K" +35,"Private",127306,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",14344,0,40,"United-States",">50K" +38,"Private",217349,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Female",14344,0,40,"United-States",">50K" +29,"Private",157612,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",14344,0,40,"United-States",">50K" +22,"Private",233955,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Amer-Indian-Eskimo","Female",14344,0,40,"United-States",">50K" +54,"Private",288992,"10th",6,"Divorced","Prof-specialty","Unmarried","White","Male",14344,0,68,"United-States",">50K" +36,"Private",337039,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","Black","Male",14344,0,40,"England",">50K" +58,"Private",234213,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",14344,0,48,"United-States",">50K" +24,"Local-gov",452640,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",14344,0,50,"United-States",">50K" +52,"Private",146567,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Black","Male",14344,0,40,"United-States",">50K" +29,"Private",152461,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Female",14344,0,50,"United-States",">50K" +29,"Private",176037,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","Black","Male",14344,0,40,"United-States",">50K" +44,"Private",147110,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Male",14344,0,40,"United-States",">50K" +31,"Private",45781,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",14084,0,50,"United-States",">50K" +40,"Federal-gov",56795,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",14084,0,55,"United-States",">50K" +42,"Private",151408,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",14084,0,50,"United-States",">50K" +44,"Private",75227,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",14084,0,40,"United-States",">50K" +55,"Private",163083,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Male",14084,0,45,"United-States",">50K" +30,"Local-gov",125159,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",14084,0,45,"?",">50K" +52,"Private",218550,"Some-college",10,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",14084,0,16,"United-States",">50K" +36,"Private",297449,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",14084,0,40,"United-States",">50K" +42,"Federal-gov",170230,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",14084,0,60,"United-States",">50K" +31,"Private",345122,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",14084,0,50,"United-States",">50K" +51,"Private",196501,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",14084,0,50,"United-States",">50K" +58,"Private",150560,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",14084,0,40,"United-States",">50K" +28,"Private",34335,"HS-grad",9,"Divorced","Sales","Not-in-family","Amer-Indian-Eskimo","Male",14084,0,40,"United-States",">50K" +56,"Private",295067,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",14084,0,45,"United-States",">50K" +48,"Self-emp-not-inc",328606,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Male",14084,0,63,"United-States",">50K" +37,"Private",125550,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Female",14084,0,35,"United-States",">50K" +36,"Private",111499,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",14084,0,40,"United-States",">50K" +37,"Self-emp-not-inc",164526,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",14084,0,45,"United-States",">50K" +54,"Private",155233,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",14084,0,40,"United-States",">50K" +40,"Private",105794,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",14084,0,50,"United-States",">50K" +34,"Private",160261,"HS-grad",9,"Never-married","Tech-support","Own-child","Asian-Pac-Islander","Male",14084,0,35,"China",">50K" +59,"Private",140569,"Some-college",10,"Separated","Sales","Not-in-family","White","Male",14084,0,60,"United-States",">50K" +31,"Private",72630,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",14084,0,50,"United-States",">50K" +49,"Private",153536,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",14084,0,44,"United-States",">50K" +55,"Private",436861,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",14084,0,40,"United-States",">50K" +53,"Self-emp-inc",42924,"Doctorate",16,"Divorced","Exec-managerial","Not-in-family","White","Male",14084,0,50,"United-States",">50K" +33,"Private",168981,"Masters",14,"Divorced","Exec-managerial","Own-child","White","Female",14084,0,50,"United-States",">50K" +40,"Private",175935,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",14084,0,40,"United-States",">50K" +48,"?",175653,"Assoc-acdm",12,"Divorced","?","Not-in-family","White","Female",14084,0,40,"United-States",">50K" +45,"Self-emp-not-inc",319122,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",14084,0,45,"United-States",">50K" +49,"Self-emp-not-inc",107597,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",14084,0,30,"United-States",">50K" +31,"Private",178623,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",14084,0,60,"United-States",">50K" +37,"Private",82576,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",14084,0,36,"United-States",">50K" +39,"Private",347960,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",14084,0,35,"United-States",">50K" +47,"Private",160187,"HS-grad",9,"Separated","Prof-specialty","Other-relative","Black","Female",14084,0,38,"United-States",">50K" +62,"State-gov",202056,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",14084,0,40,"United-States",">50K" +51,"Self-emp-inc",98642,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",14084,0,40,"United-States",">50K" +63,"Self-emp-inc",38472,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",14084,0,60,"United-States",">50K" +44,"Private",110396,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",14084,0,56,"United-States",">50K" +32,"Private",167990,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",14084,0,40,"United-States",">50K" +58,"Federal-gov",72998,"11th",7,"Divorced","Craft-repair","Not-in-family","Black","Female",14084,0,40,"United-States",">50K" +40,"Private",121956,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",13550,0,40,"Cambodia",">50K" +53,"Private",283602,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",13550,0,43,"United-States",">50K" +35,"Private",188069,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",13550,0,55,"?",">50K" +24,"Self-emp-inc",493034,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",13550,0,50,"United-States",">50K" +41,"Private",116493,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",13550,0,44,"United-States",">50K" +26,"Private",164488,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",13550,0,50,"United-States",">50K" +22,"Private",100345,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",13550,0,55,"United-States",">50K" +32,"Private",252752,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",13550,0,60,"United-States",">50K" +36,"Private",201769,"11th",7,"Never-married","Protective-serv","Not-in-family","Black","Male",13550,0,40,"United-States",">50K" +31,"Private",158162,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",13550,0,50,"United-States",">50K" +36,"Private",175360,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Male",13550,0,50,"United-States",">50K" +32,"Private",95885,"11th",7,"Never-married","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",13550,0,60,"United-States",">50K" +32,"Private",133861,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",13550,0,48,"United-States",">50K" +43,"Federal-gov",105936,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",13550,0,40,"United-States",">50K" +36,"Federal-gov",192443,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Male",13550,0,40,"United-States",">50K" +30,"Private",347166,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",13550,0,45,"United-States",">50K" +45,"Private",229967,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",13550,0,50,"United-States",">50K" +39,"Private",191227,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",13550,0,50,"United-States",">50K" +27,"Private",186454,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",13550,0,40,"United-States",">50K" +25,"Self-emp-not-inc",368115,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",13550,0,35,"United-States",">50K" +39,"Private",209867,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",13550,0,45,"United-States",">50K" +29,"Private",124680,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",13550,0,35,"United-States",">50K" +32,"Private",159442,"Prof-school",15,"Never-married","Sales","Not-in-family","White","Female",13550,0,50,"United-States",">50K" +55,"?",141807,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",13550,0,40,"United-States",">50K" +35,"Private",589809,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",13550,0,60,"United-States",">50K" +27,"Private",388998,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",13550,0,46,"United-States",">50K" +44,"Federal-gov",281739,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",13550,0,50,"United-States",">50K" +65,"Private",242580,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",11678,0,50,"United-States",">50K" +71,"Private",182395,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",11678,0,45,"United-States",">50K" +71,"Self-emp-not-inc",143437,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",10605,0,40,"United-States",">50K" +65,"Private",350498,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",10605,0,20,"United-States",">50K" +63,"Self-emp-not-inc",298249,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",10605,0,40,"United-States",">50K" +80,"?",29020,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",10605,0,10,"United-States",">50K" +67,"Private",279980,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",10605,0,10,"United-States",">50K" +66,"Self-emp-inc",197816,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",10605,0,40,"United-States",">50K" +65,"?",249043,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",10605,0,40,"United-States",">50K" +69,"?",254834,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",10605,0,10,"United-States",">50K" +65,"Self-emp-not-inc",139960,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",10605,0,60,"United-States",">50K" +59,"State-gov",349910,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",10605,0,50,"United-States",">50K" +68,"Self-emp-inc",182131,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",10605,0,20,"United-States",">50K" +67,"Self-emp-not-inc",217892,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",10605,0,35,"United-States",">50K" +62,"Self-emp-not-inc",82388,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",10566,0,40,"United-States","<=50K" +90,"Self-emp-not-inc",155981,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",10566,0,50,"United-States","<=50K" +63,"Private",108097,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",10566,0,45,"United-States","<=50K" +64,"Private",292639,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",10566,0,35,"United-States","<=50K" +70,"Self-emp-inc",379819,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",10566,0,40,"United-States","<=50K" +67,"Private",257557,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","Black","Male",10566,0,40,"United-States","<=50K" +39,"Private",128715,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",10520,0,40,"United-States",">50K" +40,"Private",163215,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",10520,0,40,"United-States",">50K" +45,"Private",67716,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",10520,0,48,"United-States",">50K" +51,"Private",159910,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","Black","Male",10520,0,40,"United-States",">50K" +45,"Private",154430,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Female",10520,0,50,"United-States",">50K" +54,"Self-emp-not-inc",278230,"Some-college",10,"Divorced","Farming-fishing","Unmarried","White","Female",10520,0,30,"United-States",">50K" +36,"Self-emp-not-inc",164526,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",10520,0,45,"United-States",">50K" +48,"Federal-gov",205707,"Masters",14,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Female",10520,0,50,"United-States",">50K" +33,"State-gov",208785,"Some-college",10,"Separated","Prof-specialty","Not-in-family","White","Male",10520,0,40,"United-States",">50K" +37,"Private",361888,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",10520,0,40,"United-States",">50K" +45,"Private",89028,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",10520,0,40,"United-States",">50K" +44,"Local-gov",177240,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",10520,0,40,"United-States",">50K" +38,"Private",179117,"Assoc-acdm",12,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",10520,0,50,"United-States",">50K" +38,"Private",255941,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",10520,0,50,"United-States",">50K" +47,"Self-emp-not-inc",112200,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Black","Male",10520,0,45,"United-States",">50K" +29,"Private",87905,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",10520,0,40,"United-States",">50K" +43,"Local-gov",209544,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",10520,0,50,"United-States",">50K" +44,"Private",203761,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",10520,0,40,"United-States",">50K" +62,"Private",103344,"Bachelors",13,"Widowed","Exec-managerial","Not-in-family","White","Male",10520,0,50,"United-States",">50K" +28,"Private",119793,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Male",10520,0,50,"United-States",">50K" +42,"Private",54202,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",10520,0,50,"United-States",">50K" +50,"Private",145333,"Doctorate",16,"Divorced","Prof-specialty","Other-relative","White","Male",10520,0,50,"United-States",">50K" +53,"Local-gov",216691,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Female",10520,0,40,"United-States",">50K" +32,"Private",317378,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",10520,0,40,"United-States",">50K" +28,"Private",378460,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",10520,0,60,"United-States",">50K" +26,"Private",102476,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",10520,0,64,"United-States",">50K" +27,"Private",128730,"Assoc-voc",11,"Never-married","Exec-managerial","Not-in-family","White","Male",10520,0,65,"Greece",">50K" +23,"State-gov",287988,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",10520,0,40,"United-States",">50K" +51,"Self-emp-inc",210736,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",10520,0,40,"United-States",">50K" +36,"Private",225516,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","Black","Male",10520,0,43,"United-States",">50K" +30,"Private",207937,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",10520,0,50,"United-States",">50K" +25,"Private",242700,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",10520,0,50,"United-States",">50K" +44,"Private",236746,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",10520,0,45,"United-States",">50K" +27,"Private",279580,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",10520,0,45,"United-States",">50K" +33,"Private",356823,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",10520,0,45,"United-States",">50K" +30,"Private",426431,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",10520,0,40,"United-States",">50K" +60,"Federal-gov",404023,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",10520,0,40,"United-States",">50K" +57,"Private",186386,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Male",10520,0,40,"United-States",">50K" +28,"Private",167336,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",10520,0,40,"United-States",">50K" +62,"Local-gov",113443,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",10520,0,33,"United-States",">50K" +47,"Self-emp-not-inc",33300,"Assoc-acdm",12,"Never-married","Farming-fishing","Other-relative","White","Male",10520,0,45,"United-States",">50K" +57,"Private",132704,"Masters",14,"Separated","Prof-specialty","Not-in-family","White","Male",10520,0,32,"United-States",">50K" +35,"Private",207066,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",10520,0,45,"United-States",">50K" +48,"Local-gov",238959,"Masters",14,"Divorced","Exec-managerial","Unmarried","Black","Female",9562,0,40,"United-States",">50K" +43,"Local-gov",143828,"Masters",14,"Divorced","Prof-specialty","Unmarried","Black","Female",9562,0,40,"United-States",">50K" +27,"Self-emp-not-inc",420054,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",9562,0,50,"United-States",">50K" +42,"Private",126701,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Male",9562,0,45,"United-States",">50K" +65,"Self-emp-not-inc",118474,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",9386,0,59,"?",">50K" +67,"?",182378,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",9386,0,60,"United-States",">50K" +65,"Private",193216,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",9386,0,40,"United-States",">50K" +90,"Private",46786,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",9386,0,15,"United-States",">50K" +77,"?",28678,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",9386,0,6,"United-States",">50K" +72,"?",33608,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",9386,0,30,"United-States",">50K" +90,"Private",175491,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",9386,0,50,"Ecuador",">50K" +71,"?",35303,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",9386,0,30,"United-States",">50K" +67,"Private",264095,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",9386,0,24,"Cuba",">50K" +78,"Self-emp-inc",385242,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",9386,0,45,"United-States",">50K" +65,"Private",101104,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",9386,0,10,"United-States",">50K" +64,"Federal-gov",301383,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",9386,0,45,"United-States",">50K" +67,"Self-emp-inc",73559,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",9386,0,50,"United-States",">50K" +69,"Self-emp-not-inc",204645,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",9386,0,72,"United-States",">50K" +70,"Self-emp-not-inc",37203,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",9386,0,30,"United-States",">50K" +70,"Private",141742,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",9386,0,50,"United-States",">50K" +65,"?",191380,"10th",6,"Married-civ-spouse","?","Husband","White","Male",9386,0,50,"United-States",">50K" +61,"Federal-gov",221943,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",9386,0,40,"United-States",">50K" +69,"Self-emp-not-inc",185039,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",9386,0,12,"United-States",">50K" +69,"Private",197080,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",9386,0,60,"United-States",">50K" +69,"Private",128348,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",9386,0,50,"United-States",">50K" +57,"Private",334224,"Some-college",10,"Married-civ-spouse","Craft-repair","Wife","White","Female",9386,0,40,"United-States",">50K" +42,"Private",341204,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",8614,0,40,"United-States",">50K" +42,"Local-gov",339671,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Female",8614,0,45,"United-States",">50K" +26,"Private",122999,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +37,"State-gov",367237,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +39,"Private",315776,"Masters",14,"Never-married","Exec-managerial","Not-in-family","Black","Male",8614,0,52,"United-States",">50K" +37,"Private",269329,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Female",8614,0,45,"United-States",">50K" +39,"Private",185520,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",8614,0,40,"United-States",">50K" +53,"?",158352,"Masters",14,"Never-married","?","Not-in-family","White","Female",8614,0,35,"United-States",">50K" +22,"Private",195532,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",8614,0,40,"United-States",">50K" +35,"Self-emp-not-inc",225399,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",8614,0,40,"United-States",">50K" +28,"Private",78870,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +36,"Private",183892,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",8614,0,45,"United-States",">50K" +45,"Private",339863,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",8614,0,48,"United-States",">50K" +42,"State-gov",117583,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Female",8614,0,60,"United-States",">50K" +62,"Private",122246,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Female",8614,0,39,"United-States",">50K" +34,"Private",96483,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",8614,0,60,"United-States",">50K" +35,"Federal-gov",287031,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +51,"Self-emp-not-inc",174824,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +43,"Local-gov",209899,"Masters",14,"Never-married","Tech-support","Not-in-family","Black","Female",8614,0,47,"United-States",">50K" +37,"State-gov",191841,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",8614,0,40,"United-States",">50K" +35,"Private",117381,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",8614,0,45,"United-States",">50K" +53,"Self-emp-inc",251675,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",8614,0,50,"Cuba",">50K" +53,"Private",104461,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",8614,0,50,"Italy",">50K" +33,"Private",238381,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Male",8614,0,40,"United-States",">50K" +37,"Federal-gov",90881,"Some-college",10,"Separated","Exec-managerial","Not-in-family","White","Male",8614,0,55,"United-States",">50K" +64,"?",159938,"HS-grad",9,"Divorced","?","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +29,"Private",133696,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",8614,0,45,"United-States",">50K" +40,"Local-gov",197012,"Bachelors",13,"Divorced","Tech-support","Not-in-family","White","Female",8614,0,40,"England",">50K" +58,"Private",275859,"HS-grad",9,"Widowed","Craft-repair","Unmarried","White","Male",8614,0,52,"Mexico",">50K" +36,"Private",178815,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +48,"?",151584,"Some-college",10,"Never-married","?","Not-in-family","White","Male",8614,0,60,"United-States",">50K" +60,"Private",125019,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",8614,0,48,"United-States",">50K" +58,"Private",111625,"Bachelors",13,"Widowed","Exec-managerial","Unmarried","White","Male",8614,0,40,"United-States",">50K" +29,"Private",236436,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",8614,0,40,"United-States",">50K" +56,"Private",188856,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",8614,0,55,"United-States",">50K" +39,"Self-emp-not-inc",154641,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",8614,0,50,"United-States",">50K" +31,"Private",1033222,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +42,"Private",331651,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",8614,0,50,"United-States",">50K" +25,"Private",469572,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +40,"Local-gov",290660,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Male",8614,0,50,"United-States",">50K" +47,"Private",176893,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","Black","Male",8614,0,44,"United-States",">50K" +46,"Private",364548,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +48,"State-gov",120131,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",8614,0,40,"United-States",">50K" +44,"Private",247880,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +43,"Private",112763,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",8614,0,43,"United-States",">50K" +35,"Private",182898,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +43,"Private",180599,"Bachelors",13,"Separated","Exec-managerial","Unmarried","White","Male",8614,0,40,"United-States",">50K" +59,"Local-gov",296253,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",8614,0,60,"United-States",">50K" +29,"Private",122127,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",8614,0,40,"United-States",">50K" +24,"Private",243190,"Assoc-acdm",12,"Separated","Craft-repair","Unmarried","Asian-Pac-Islander","Male",8614,0,40,"United-States",">50K" +35,"Private",109351,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",8614,0,45,"United-States",">50K" +31,"Local-gov",158291,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",8614,0,40,"United-States",">50K" +30,"Private",225231,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",8614,0,50,"United-States",">50K" +64,"Private",60940,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",8614,0,50,"France",">50K" +46,"Local-gov",140219,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",8614,0,55,"United-States",">50K" +67,"Private",105252,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",7978,0,35,"United-States","<=50K" +66,"Local-gov",222810,"Some-college",10,"Divorced","Other-service","Other-relative","White","Female",7896,0,40,"?",">50K" +70,"Local-gov",88638,"Masters",14,"Never-married","Prof-specialty","Unmarried","White","Female",7896,0,50,"United-States",">50K" +67,"Local-gov",190661,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",7896,0,50,"United-States",">50K" +32,"Self-emp-inc",317660,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +48,"Private",146268,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7688,0,40,"United-States",">50K" +34,"State-gov",98101,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,45,"?",">50K" +50,"Private",196232,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +31,"Private",168387,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"Canada",">50K" +55,"Private",197422,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",7688,0,40,"United-States",">50K" +29,"State-gov",356089,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +37,"Private",183800,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +44,"Private",167005,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,60,"United-States",">50K" +48,"Self-emp-not-inc",243631,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",7688,0,40,"United-States",">50K" +32,"Self-emp-inc",199765,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,50,"United-States",">50K" +48,"Self-emp-inc",192945,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +62,"Private",134768,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"?",">50K" +44,"Private",43711,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,40,"United-States",">50K" +43,"Private",193882,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,40,"United-States",">50K" +46,"Private",243190,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7688,0,40,"United-States",">50K" +60,"Self-emp-inc",197553,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +53,"Private",149784,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +23,"Self-emp-not-inc",282604,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",7688,0,60,"United-States",">50K" +44,"Self-emp-inc",153132,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,52,"United-States",">50K" +56,"Self-emp-inc",105582,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +34,"Private",203408,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +47,"Private",213140,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +55,"State-gov",146326,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,45,"United-States",">50K" +47,"Private",155489,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",7688,0,55,"United-States",">50K" +38,"Private",236391,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +43,"Private",128170,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,40,"United-States",">50K" +37,"Self-emp-inc",186359,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,60,"United-States",">50K" +38,"Federal-gov",115433,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7688,0,33,"United-States",">50K" +28,"Private",119545,"Some-college",10,"Married-civ-spouse","Exec-managerial","Own-child","White","Male",7688,0,50,"United-States",">50K" +52,"Local-gov",317733,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +45,"Federal-gov",352094,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",7688,0,40,"Guatemala",">50K" +49,"Private",186172,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,45,"United-States",">50K" +46,"State-gov",192779,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +38,"Private",111398,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,40,"United-States",">50K" +53,"State-gov",50048,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +59,"?",154236,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",7688,0,40,"United-States",">50K" +52,"Federal-gov",617021,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","Black","Male",7688,0,40,"United-States",">50K" +44,"State-gov",174325,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",7688,0,40,"United-States",">50K" +33,"Private",274222,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",7688,0,38,"United-States",">50K" +39,"Private",183898,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,60,"Germany",">50K" +50,"Self-emp-inc",156623,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",7688,0,50,"Philippines",">50K" +27,"Self-emp-not-inc",37302,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","White","Male",7688,0,70,"United-States",">50K" +33,"Local-gov",43959,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +41,"Private",95047,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7688,0,44,"United-States",">50K" +38,"Self-emp-not-inc",108947,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7688,0,40,"United-States",">50K" +41,"Private",67339,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",7688,0,40,"United-States",">50K" +48,"Private",189462,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +36,"Self-emp-not-inc",20333,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",7688,0,40,"United-States",">50K" +41,"Self-emp-not-inc",27305,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",7688,0,40,"United-States",">50K" +45,"Federal-gov",88564,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +41,"Private",151504,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +34,"State-gov",34104,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,38,"United-States",">50K" +47,"Private",164113,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",7688,0,40,"United-States",">50K" +56,"Self-emp-not-inc",172618,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +64,"Self-emp-inc",165667,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,60,"Canada",">50K" +47,"Local-gov",56482,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",7688,0,50,"United-States",">50K" +45,"Local-gov",236586,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,55,"United-States",">50K" +39,"Private",194404,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +55,"State-gov",175127,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7688,0,38,"United-States",">50K" +63,"Private",346975,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,36,"United-States",">50K" +44,"State-gov",33658,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +38,"Local-gov",185394,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,40,"United-States",">50K" +39,"Private",85319,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,60,"United-States",">50K" +44,"Private",172479,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +37,"Private",152909,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7688,0,40,"United-States",">50K" +47,"Local-gov",123681,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,60,"United-States",">50K" +58,"Self-emp-not-inc",222311,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",7688,0,55,"United-States",">50K" +58,"Private",289364,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,45,"United-States",">50K" +34,"Private",134737,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,55,"United-States",">50K" +38,"Federal-gov",238342,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,42,"United-States",">50K" +61,"Private",230292,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7688,0,40,"United-States",">50K" +38,"Self-emp-inc",275223,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,40,"United-States",">50K" +41,"Self-emp-inc",253060,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,45,"United-States",">50K" +36,"Private",29702,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,40,"United-States",">50K" +35,"Private",186934,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +53,"Federal-gov",205288,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7688,0,35,"United-States",">50K" +56,"Private",132026,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Black","Male",7688,0,45,"United-States",">50K" +34,"Self-emp-not-inc",179673,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,60,"United-States",">50K" +33,"?",193172,"Assoc-voc",11,"Married-civ-spouse","?","Own-child","White","Female",7688,0,50,"United-States",">50K" +41,"Private",290660,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,55,"United-States",">50K" +32,"Private",173730,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +24,"Private",585203,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",7688,0,45,"United-States",">50K" +37,"Local-gov",218490,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",7688,0,35,"United-States",">50K" +52,"Private",84278,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,55,"?",">50K" +34,"Private",242460,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +49,"Private",165468,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,55,"United-States",">50K" +35,"Private",44780,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7688,0,20,"United-States",">50K" +36,"Private",607848,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,45,"United-States",">50K" +36,"Private",187847,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +30,"Private",162442,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,50,"United-States",">50K" +45,"Local-gov",215862,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,45,"United-States",">50K" +58,"Private",349910,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +37,"Federal-gov",93225,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7688,0,40,"United-States",">50K" +54,"Private",145714,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",7688,0,25,"United-States",">50K" +48,"Private",237525,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,65,"United-States",">50K" +47,"Local-gov",114459,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,45,"United-States",">50K" +36,"Private",20507,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,50,"United-States",">50K" +43,"Private",403467,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",7688,0,40,"United-States",">50K" +47,"Private",151584,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,60,"United-States",">50K" +62,"Private",208711,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,50,"United-States",">50K" +26,"Private",180246,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +61,"Self-emp-inc",61040,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,36,"United-States",">50K" +57,"Self-emp-inc",161662,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,60,"United-States",">50K" +50,"Local-gov",311551,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +33,"Local-gov",183923,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,35,"United-States",">50K" +46,"Private",184169,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,35,"United-States",">50K" +45,"Private",178319,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +37,"Local-gov",99935,"Masters",14,"Married-civ-spouse","Protective-serv","Husband","White","Male",7688,0,50,"United-States",">50K" +55,"Private",223594,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",7688,0,40,"Puerto-Rico",">50K" +41,"Self-emp-not-inc",169023,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7688,0,40,"United-States",">50K" +41,"Self-emp-not-inc",57924,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",7688,0,50,"United-States",">50K" +35,"Self-emp-not-inc",202027,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,55,"United-States",">50K" +46,"State-gov",30219,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,38,"United-States",">50K" +47,"Private",121836,"Masters",14,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7688,0,38,"United-States",">50K" +46,"State-gov",27243,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,45,"United-States",">50K" +53,"Local-gov",202733,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,70,"United-States",">50K" +38,"Private",192337,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +46,"Private",423222,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +43,"Private",191814,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,50,"United-States",">50K" +58,"Private",123436,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +31,"Private",43819,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,43,"United-States",">50K" +54,"Private",154728,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",7688,0,40,"United-States",">50K" +45,"Private",182313,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +54,"Self-emp-inc",96460,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,60,"United-States",">50K" +42,"Private",325353,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7688,0,42,"United-States",">50K" +43,"Local-gov",198096,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +51,"Private",339905,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,40,"United-States",">50K" +39,"State-gov",221059,"Masters",14,"Married-civ-spouse","Prof-specialty","Other-relative","Other","Female",7688,0,38,"United-States",">50K" +55,"Self-emp-not-inc",141409,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,50,"United-States",">50K" +44,"Private",230684,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +43,"Private",258049,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,53,"United-States",">50K" +46,"Federal-gov",207022,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +46,"Private",241935,"11th",7,"Married-civ-spouse","Other-service","Husband","Black","Male",7688,0,40,"United-States",">50K" +49,"Private",84298,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,40,"United-States",">50K" +60,"State-gov",165827,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,60,"United-States",">50K" +38,"Private",87556,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,55,"United-States",">50K" +46,"Federal-gov",341762,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,45,"United-States",">50K" +36,"Private",174717,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +39,"Self-emp-inc",116358,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",7688,0,40,"?",">50K" +37,"Private",125933,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +48,"Private",155664,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,70,"United-States",">50K" +41,"Private",352834,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,55,"United-States",">50K" +54,"Private",249322,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,50,"United-States",">50K" +42,"Private",384236,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +40,"Private",219266,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +40,"Local-gov",163725,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +25,"Private",99126,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,40,"United-States",">50K" +34,"Private",122612,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",7688,0,50,"Philippines",">50K" +51,"Private",139347,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7688,0,40,"United-States",">50K" +40,"Private",195394,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +34,"?",166545,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",7688,0,6,"United-States",">50K" +29,"Private",148431,"Assoc-acdm",12,"Married-civ-spouse","Sales","Wife","Other","Female",7688,0,45,"United-States",">50K" +57,"Private",548256,"12th",8,"Married-civ-spouse","Transport-moving","Husband","Black","Male",7688,0,40,"United-States",">50K" +63,"?",222289,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",7688,0,54,"United-States",">50K" +45,"Local-gov",318280,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +45,"Private",197240,"12th",8,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,40,"United-States",">50K" +41,"Self-emp-inc",220821,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +58,"Self-emp-inc",113806,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,30,"United-States",">50K" +38,"Private",241998,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +47,"Private",155659,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,55,"United-States",">50K" +44,"Self-emp-inc",56651,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,45,"United-States",">50K" +47,"Private",98012,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,40,"United-States",">50K" +44,"Private",155930,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,55,"United-States",">50K" +38,"State-gov",110426,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,40,"?",">50K" +33,"Private",251120,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,50,"United-States",">50K" +34,"Private",181091,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +53,"Self-emp-not-inc",145419,"1st-4th",2,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,67,"Italy",">50K" +51,"Private",87205,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7688,0,20,"United-States",">50K" +50,"Self-emp-inc",302708,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",7688,0,50,"Japan",">50K" +32,"Self-emp-not-inc",37232,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,45,"United-States",">50K" +42,"Private",124792,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",7688,0,45,"United-States",">50K" +55,"?",270228,"Assoc-acdm",12,"Married-civ-spouse","?","Husband","Black","Male",7688,0,40,"United-States",">50K" +50,"Self-emp-not-inc",68898,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,55,"United-States",">50K" +28,"Private",183151,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",7688,0,40,"United-States",">50K" +46,"Private",110171,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +39,"Private",173476,"Prof-school",15,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +37,"Private",202027,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7688,0,50,"United-States",">50K" +40,"Private",177027,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",7688,0,52,"Japan",">50K" +40,"Private",154374,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +54,"Private",185407,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +41,"Private",58880,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,10,"United-States",">50K" +50,"Private",48358,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +41,"Private",163287,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,43,"United-States",">50K" +44,"Private",198096,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,40,"United-States",">50K" +48,"Self-emp-inc",287647,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,55,"United-States",">50K" +55,"Private",117299,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +48,"Private",155659,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +45,"Local-gov",160173,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +39,"Private",184117,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,20,"United-States",">50K" +50,"Self-emp-not-inc",172281,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +28,"Local-gov",168524,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,35,"United-States",">50K" +57,"Private",61474,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,45,"United-States",">50K" +32,"Self-emp-inc",275094,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,55,"Mexico",">50K" +37,"Private",219141,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",7688,0,40,"United-States",">50K" +51,"Federal-gov",20795,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",7688,0,40,"United-States",">50K" +54,"Self-emp-inc",304570,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",7688,0,40,"?",">50K" +37,"Private",178948,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",7688,0,45,"United-States",">50K" +39,"Private",103925,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,32,"United-States",">50K" +30,"Private",19302,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +46,"Local-gov",303918,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",7688,0,96,"United-States",">50K" +40,"Federal-gov",75313,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,66,"United-States",">50K" +38,"State-gov",188303,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",7688,0,40,"United-States",">50K" +39,"Self-emp-not-inc",274683,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,50,"United-States",">50K" +50,"Local-gov",196307,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +60,"Self-emp-inc",210827,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +42,"Private",52781,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +50,"Self-emp-not-inc",145419,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,45,"United-States",">50K" +44,"Local-gov",171589,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +51,"Private",159755,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +51,"State-gov",231495,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,55,"United-States",">50K" +47,"Private",278322,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +53,"Self-emp-not-inc",135339,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",7688,0,20,"China",">50K" +41,"Private",149909,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,50,"United-States",">50K" +29,"Federal-gov",244473,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +46,"Private",197332,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,46,"United-States",">50K" +44,"Private",147206,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,45,"United-States",">50K" +38,"?",94559,"Bachelors",13,"Married-civ-spouse","?","Wife","Other","Female",7688,0,50,"?",">50K" +49,"Private",83610,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,66,"United-States",">50K" +51,"Private",289572,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,50,"United-States",">50K" +41,"Private",138975,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,45,"United-States",">50K" +54,"Private",176240,"Masters",14,"Married-civ-spouse","Transport-moving","Husband","White","Male",7688,0,60,"United-States",">50K" +60,"Private",325971,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7688,0,40,"United-States",">50K" +40,"Private",284303,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",7688,0,40,"United-States",">50K" +54,"Local-gov",173050,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +42,"Private",511068,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +38,"Private",103323,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +34,"Private",24266,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +34,"Private",167497,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",7688,0,50,"United-States",">50K" +56,"Federal-gov",156229,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +38,"Private",276559,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,70,"United-States",">50K" +35,"Private",86648,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +43,"Private",75993,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,40,"United-States",">50K" +50,"Self-emp-not-inc",27539,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",7688,0,40,"United-States",">50K" +35,"Private",253006,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,38,"United-States",">50K" +61,"Private",159822,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"Poland",">50K" +45,"Self-emp-not-inc",315984,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,50,"United-States",">50K" +36,"Private",223433,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,50,"United-States",">50K" +40,"Private",121874,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,50,"United-States",">50K" +49,"Local-gov",119904,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,30,"United-States",">50K" +36,"Private",262688,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",7688,0,50,"United-States",">50K" +52,"Private",102828,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +53,"Private",126592,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",7688,0,40,"United-States",">50K" +29,"Private",191722,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",7688,0,54,"United-States",">50K" +56,"Private",109015,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",7688,0,50,"United-States",">50K" +41,"Private",100451,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,38,"United-States",">50K" +30,"Private",159589,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +58,"Private",172333,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,40,"United-States",">50K" +45,"Self-emp-inc",180239,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",7688,0,40,"?",">50K" +52,"Self-emp-not-inc",138611,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,55,"United-States",">50K" +42,"Private",154076,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +38,"Private",245372,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,45,"United-States",">50K" +30,"Self-emp-inc",77689,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,50,"United-States",">50K" +50,"Private",22211,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,50,"United-States",">50K" +54,"Private",215990,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",7688,0,40,"United-States",">50K" +48,"Federal-gov",166634,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7688,0,40,"United-States",">50K" +54,"Self-emp-inc",223752,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"?",">50K" +46,"Private",52291,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,45,"United-States",">50K" +42,"Private",261929,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,40,"United-States",">50K" +63,"Self-emp-not-inc",29859,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",7688,0,60,"United-States",">50K" +51,"Private",154342,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,45,"United-States",">50K" +39,"Federal-gov",363630,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",7688,0,52,"United-States",">50K" +29,"Local-gov",115305,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",7688,0,40,"United-States",">50K" +35,"Private",64922,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,50,"United-States",">50K" +41,"Self-emp-inc",177905,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,70,"United-States",">50K" +38,"Private",478346,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",7688,0,40,"United-States",">50K" +39,"Private",176335,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,65,"United-States",">50K" +40,"Federal-gov",330174,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +44,"Private",242521,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7688,0,50,"United-States",">50K" +38,"State-gov",125499,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",7688,0,60,"India",">50K" +47,"Private",252079,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7688,0,44,"United-States",">50K" +37,"Private",103986,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,39,"United-States",">50K" +39,"Private",198841,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,45,"United-States",">50K" +28,"Local-gov",229223,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7688,0,36,"United-States",">50K" +33,"Private",133503,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",7688,0,48,"United-States",">50K" +42,"Private",24982,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +32,"Self-emp-not-inc",112115,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7688,0,40,"United-States",">50K" +34,"Self-emp-inc",343789,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,55,"United-States",">50K" +58,"Local-gov",311409,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",7688,0,30,"United-States",">50K" +42,"Private",402367,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",7688,0,45,"United-States",">50K" +39,"Private",358753,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",7688,0,40,"United-States",">50K" +31,"Federal-gov",130057,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,60,"United-States",">50K" +40,"Private",177905,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7688,0,44,"United-States",">50K" +35,"Private",91839,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","Amer-Indian-Eskimo","Male",7688,0,20,"United-States",">50K" +34,"Private",212064,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",7443,0,35,"United-States","<=50K" +38,"Private",22494,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",7443,0,40,"United-States","<=50K" +41,"Private",24763,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Male",7443,0,40,"United-States","<=50K" +35,"Private",316141,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",7443,0,40,"United-States","<=50K" +34,"Private",213307,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","White","Female",7443,0,35,"United-States","<=50K" +37,"Private",234807,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",7430,0,45,"United-States",">50K" +42,"Local-gov",195124,"11th",7,"Divorced","Sales","Unmarried","White","Male",7430,0,50,"Puerto-Rico",">50K" +35,"Private",275364,"Bachelors",13,"Divorced","Tech-support","Unmarried","White","Male",7430,0,40,"Germany",">50K" +41,"Local-gov",112763,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",7430,0,36,"United-States",">50K" +49,"State-gov",185800,"Masters",14,"Divorced","Prof-specialty","Unmarried","Black","Female",7430,0,40,"United-States",">50K" +41,"Private",529216,"Bachelors",13,"Divorced","Tech-support","Unmarried","Black","Male",7430,0,45,"?",">50K" +45,"Private",187370,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Male",7430,0,70,"United-States",">50K" +42,"Self-emp-not-inc",199143,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Female",7430,0,44,"United-States",">50K" +42,"Self-emp-not-inc",32546,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Male",7430,0,40,"United-States",">50K" +35,"Private",138992,"Masters",14,"Married-civ-spouse","Prof-specialty","Other-relative","White","Male",7298,0,40,"United-States",">50K" +36,"Private",128757,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","Black","Male",7298,0,36,"United-States",">50K" +44,"Private",170924,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +24,"Private",279472,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",7298,0,48,"United-States",">50K" +34,"Private",142897,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",7298,0,35,"Taiwan",">50K" +38,"Private",296478,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +36,"State-gov",119272,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",7298,0,40,"United-States",">50K" +42,"Private",162140,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,45,"United-States",">50K" +30,"Private",296453,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,40,"United-States",">50K" +42,"Private",150533,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,52,"United-States",">50K" +50,"Self-emp-inc",293196,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +35,"Private",119098,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +40,"Private",228535,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,36,"United-States",">50K" +38,"Private",31033,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,40,"United-States",">50K" +35,"Private",183898,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,50,"United-States",">50K" +41,"Private",220132,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +29,"Private",241431,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,40,"United-States",">50K" +36,"Private",183892,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,44,"United-States",">50K" +60,"Private",240521,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +50,"Private",88842,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,40,"United-States",">50K" +41,"Private",168071,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,50,"United-States",">50K" +52,"Federal-gov",30731,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +37,"Private",93717,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7298,0,45,"United-States",">50K" +39,"Private",188391,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,50,"United-States",">50K" +33,"Private",220939,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,45,"United-States",">50K" +34,"Private",340940,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,60,"United-States",">50K" +31,"Private",203488,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,50,"United-States",">50K" +59,"Private",146391,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",7298,0,40,"United-States",">50K" +41,"Private",113555,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",7298,0,50,"United-States",">50K" +39,"Private",33355,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,48,"United-States",">50K" +51,"Private",162632,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,60,"United-States",">50K" +46,"Self-emp-inc",219962,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7298,0,40,"?",">50K" +38,"Private",111499,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,50,"United-States",">50K" +33,"Private",198003,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,50,"United-States",">50K" +25,"Private",163620,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,84,"United-States",">50K" +35,"Private",360799,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +52,"Private",99185,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,50,"United-States",">50K" +25,"Self-emp-not-inc",182809,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +49,"Local-gov",194895,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",7298,0,40,"United-States",">50K" +39,"Private",102953,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,55,"United-States",">50K" +43,"Private",111483,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,40,"United-States",">50K" +42,"Private",266084,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,45,"United-States",">50K" +53,"Private",106176,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,60,"United-States",">50K" +51,"Private",114927,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",7298,0,40,"United-States",">50K" +34,"Private",157747,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +50,"Private",95469,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,45,"United-States",">50K" +50,"Local-gov",145166,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +36,"Private",143486,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,50,"United-States",">50K" +32,"Private",131584,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,40,"United-States",">50K" +58,"Local-gov",217775,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +47,"Private",284916,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,45,"United-States",">50K" +31,"State-gov",75755,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,55,"United-States",">50K" +36,"Private",83089,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7298,0,40,"Mexico",">50K" +36,"Private",199739,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,60,"United-States",">50K" +54,"Local-gov",31533,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,40,"United-States",">50K" +43,"Federal-gov",203637,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,40,"United-States",">50K" +37,"Local-gov",51158,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","White","Female",7298,0,36,"United-States",">50K" +35,"Private",359131,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7298,0,8,"?",">50K" +39,"Self-emp-inc",283338,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +57,"?",300104,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",7298,0,84,"United-States",">50K" +39,"Private",224531,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +24,"Private",161092,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,40,"United-States",">50K" +37,"Self-emp-not-inc",268598,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Other","Male",7298,0,50,"Puerto-Rico",">50K" +35,"State-gov",126569,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +39,"Private",43712,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +48,"Self-emp-inc",254291,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,50,"United-States",">50K" +59,"Private",159008,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,20,"United-States",">50K" +48,"Self-emp-not-inc",164582,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",7298,0,60,"United-States",">50K" +38,"Private",132879,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,50,"United-States",">50K" +47,"Self-emp-not-inc",165468,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7298,0,40,"United-States",">50K" +60,"Local-gov",124987,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +48,"Private",102359,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,60,"United-States",">50K" +32,"Private",222221,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,42,"United-States",">50K" +54,"Private",225599,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",7298,0,40,"India",">50K" +28,"Self-emp-not-inc",209205,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +44,"Private",145441,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,48,"United-States",">50K" +45,"Private",186272,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",7298,0,40,"United-States",">50K" +51,"Private",143822,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +37,"Federal-gov",22201,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",7298,0,40,"Philippines",">50K" +38,"State-gov",134069,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,60,"United-States",">50K" +49,"Federal-gov",586657,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +47,"Private",328216,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",7298,0,40,"United-States",">50K" +51,"Private",192182,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7298,0,40,"United-States",">50K" +46,"Private",113806,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"?",">50K" +36,"Private",169469,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +53,"Private",158294,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +45,"Private",199058,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,50,"United-States",">50K" +34,"Federal-gov",419691,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",7298,0,54,"United-States",">50K" +41,"Private",116797,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,50,"United-States",">50K" +38,"Self-emp-inc",269318,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +57,"Private",180779,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +46,"Private",332884,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,65,"United-States",">50K" +53,"Private",177916,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,40,"United-States",">50K" +37,"Private",105813,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,40,"United-States",">50K" +50,"Private",160724,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",7298,0,40,"Philippines",">50K" +40,"Private",111483,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +33,"Private",164190,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +29,"Private",39484,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",7298,0,42,"United-States",">50K" +42,"Private",184837,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",7298,0,40,"United-States",">50K" +44,"Private",196545,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +34,"Private",208043,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,45,"United-States",">50K" +38,"Private",190895,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,50,"United-States",">50K" +64,"Self-emp-not-inc",65991,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",7298,0,45,"United-States",">50K" +36,"Self-emp-not-inc",35945,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7298,0,45,"United-States",">50K" +37,"Private",190987,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",7298,0,40,"United-States",">50K" +48,"Local-gov",493862,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",7298,0,38,"United-States",">50K" +47,"Private",274200,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +42,"Private",87284,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,35,"United-States",">50K" +51,"State-gov",454063,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +45,"State-gov",213646,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +33,"Private",222221,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,45,"United-States",">50K" +43,"Self-emp-not-inc",421837,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,50,"Mexico",">50K" +40,"Local-gov",188436,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",7298,0,40,"United-States",">50K" +51,"Private",237630,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",7298,0,50,"United-States",">50K" +38,"Private",297449,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,50,"United-States",">50K" +36,"Private",225399,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +60,"Local-gov",138502,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",7298,0,48,"United-States",">50K" +54,"Private",203635,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,60,"United-States",">50K" +41,"Private",274363,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7298,0,42,"United-States",">50K" +42,"Private",175943,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Wife","White","Female",7298,0,35,"United-States",">50K" +50,"Private",211319,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,50,"United-States",">50K" +52,"Federal-gov",291096,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Husband","White","Male",7298,0,40,"United-States",">50K" +38,"Private",275223,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,40,"United-States",">50K" +59,"Private",159724,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,55,"United-States",">50K" +36,"Private",175759,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,50,"United-States",">50K" +55,"Private",198145,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +39,"Local-gov",203482,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +40,"Federal-gov",121012,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,48,"United-States",">50K" +41,"Private",143003,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",7298,0,60,"India",">50K" +38,"Private",257250,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,60,"United-States",">50K" +32,"Private",154120,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,40,"United-States",">50K" +60,"Self-emp-inc",105339,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,60,"United-States",">50K" +50,"Federal-gov",98980,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +62,"Private",69867,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,50,"United-States",">50K" +49,"Private",196707,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7298,0,43,"United-States",">50K" +46,"State-gov",238648,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",7298,0,40,"United-States",">50K" +44,"Private",172032,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,51,"United-States",">50K" +30,"Private",271710,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,50,"United-States",">50K" +61,"Local-gov",144723,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,60,"United-States",">50K" +31,"Private",265706,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +53,"Private",89587,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,45,"United-States",">50K" +36,"Self-emp-not-inc",182898,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +40,"Private",360884,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7298,0,40,"United-States",">50K" +30,"Federal-gov",321990,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,48,"Cuba",">50K" +50,"Local-gov",117496,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7298,0,30,"United-States",">50K" +63,"Private",137843,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,48,"United-States",">50K" +38,"Self-emp-not-inc",280169,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,50,"United-States",">50K" +33,"Self-emp-not-inc",272359,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,80,"United-States",">50K" +45,"Private",203653,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",7298,0,40,"United-States",">50K" +41,"Federal-gov",253770,"Some-college",10,"Married-civ-spouse","Transport-moving","Wife","White","Female",7298,0,40,"United-States",">50K" +37,"Local-gov",160910,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,40,"United-States",">50K" +35,"Local-gov",300681,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","Black","Male",7298,0,35,"United-States",">50K" +33,"Private",192002,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,60,"Canada",">50K" +35,"Private",202027,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",7298,0,35,"United-States",">50K" +35,"Self-emp-not-inc",170174,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,60,"United-States",">50K" +51,"Private",279156,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +46,"Self-emp-not-inc",176319,"HS-grad",9,"Married-civ-spouse","Sales","Own-child","White","Female",7298,0,40,"United-States",">50K" +44,"Federal-gov",469454,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",7298,0,48,"United-States",">50K" +34,"Private",191856,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",7298,0,40,"United-States",">50K" +36,"Private",115834,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Wife","White","Female",7298,0,55,"United-States",">50K" +35,"Local-gov",302149,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",7298,0,40,"Philippines",">50K" +40,"Private",409922,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +38,"Private",187870,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,50,"United-States",">50K" +33,"Private",168030,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7298,0,21,"United-States",">50K" +55,"Self-emp-not-inc",157486,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +28,"Private",233796,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7298,0,32,"United-States",">50K" +43,"Federal-gov",195897,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",7298,0,40,"United-States",">50K" +40,"Private",48087,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,45,"United-States",">50K" +51,"Self-emp-not-inc",246820,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,48,"United-States",">50K" +40,"Local-gov",153031,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,35,"United-States",">50K" +49,"Private",139268,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +39,"Local-gov",267893,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","Black","Male",7298,0,40,"United-States",">50K" +27,"Private",224105,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7298,0,40,"United-States",">50K" +45,"Private",34419,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +60,"Private",109530,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",7298,0,40,"United-States",">50K" +60,"Private",116707,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,40,"United-States",">50K" +47,"Private",185041,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +43,"Private",152958,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +31,"Private",246439,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",7298,0,50,"United-States",">50K" +62,"?",191118,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",7298,0,40,"United-States",">50K" +52,"Private",74275,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,45,"United-States",">50K" +34,"Private",199934,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",7298,0,40,"United-States",">50K" +44,"Private",54310,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +49,"Local-gov",269527,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +50,"Private",268553,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,40,"United-States",">50K" +26,"Private",94477,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,55,"United-States",">50K" +46,"Private",321327,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,45,"United-States",">50K" +45,"Local-gov",348172,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","Asian-Pac-Islander","Male",7298,0,40,"United-States",">50K" +36,"State-gov",86805,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",7298,0,39,"United-States",">50K" +41,"Self-emp-not-inc",100800,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,70,"United-States",">50K" +60,"Private",282923,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +45,"Private",174533,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,50,"United-States",">50K" +44,"Self-emp-not-inc",127482,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,50,"England",">50K" +34,"Private",252646,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,50,"United-States",">50K" +51,"Private",137815,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,40,"United-States",">50K" +35,"Federal-gov",49657,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +54,"Private",35557,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,50,"United-States",">50K" +53,"Private",386773,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,40,"United-States",">50K" +51,"Private",162745,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,50,"United-States",">50K" +40,"Self-emp-not-inc",26892,"Bachelors",13,"Married-AF-spouse","Prof-specialty","Husband","White","Male",7298,0,50,"United-States",">50K" +42,"Private",149210,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,45,"United-States",">50K" +50,"Self-emp-inc",155574,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,50,"United-States",">50K" +51,"Private",48343,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,50,"United-States",">50K" +33,"Private",188246,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,45,"United-States",">50K" +48,"Private",83444,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,40,"United-States",">50K" +40,"Private",124747,"HS-grad",9,"Married-civ-spouse","Craft-repair","Wife","White","Female",7298,0,40,"United-States",">50K" +36,"Private",169426,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",7298,0,40,"United-States",">50K" +27,"Private",190525,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,55,"United-States",">50K" +37,"Private",263094,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +54,"Self-emp-inc",357596,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,55,"United-States",">50K" +36,"Private",171393,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,55,"United-States",">50K" +46,"Private",98637,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,50,"United-States",">50K" +38,"Private",43712,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,60,"United-States",">50K" +38,"Private",122076,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,43,"United-States",">50K" +45,"Private",192776,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,55,"United-States",">50K" +48,"Private",248254,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7298,0,40,"United-States",">50K" +60,"Private",178312,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,65,"United-States",">50K" +58,"Self-emp-inc",78104,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,60,"United-States",">50K" +42,"Private",171424,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",7298,0,45,"United-States",">50K" +51,"Private",138852,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",7298,0,40,"El-Salvador",">50K" +42,"Federal-gov",34218,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,50,"United-States",">50K" +44,"Private",235786,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,45,"United-States",">50K" +32,"Private",195000,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,45,"United-States",">50K" +60,"Federal-gov",119832,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,40,"United-States",">50K" +49,"Private",195612,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,40,"United-States",">50K" +31,"State-gov",373432,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,55,"United-States",">50K" +45,"Private",25649,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",7298,0,50,"United-States",">50K" +55,"Private",227856,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,60,"United-States",">50K" +61,"Private",81132,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","Asian-Pac-Islander","Male",7298,0,40,"Philippines",">50K" +57,"Local-gov",189824,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",7298,0,40,"United-States",">50K" +47,"Private",168232,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",7298,0,40,"United-States",">50K" +40,"Private",254478,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,50,"United-States",">50K" +47,"Private",334039,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,44,"United-States",">50K" +29,"Private",112847,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",7298,0,32,"United-States",">50K" +52,"Local-gov",199995,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",7298,0,60,"United-States",">50K" +28,"Private",207513,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,42,"United-States",">50K" +30,"Private",430283,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",7298,0,40,"United-States",">50K" +35,"Private",75855,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",7298,0,40,"?",">50K" +28,"Local-gov",33662,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",7298,0,40,"United-States",">50K" +36,"State-gov",179488,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",7298,0,55,"United-States",">50K" +41,"State-gov",106900,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",7298,0,60,"United-States",">50K" +30,"Private",176410,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Own-child","White","Female",7298,0,16,"United-States",">50K" +45,"Private",170871,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,60,"United-States",">50K" +38,"Private",59660,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,40,"United-States",">50K" +42,"Private",161510,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",7298,0,40,"United-States",">50K" +48,"Self-emp-inc",185041,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",7298,0,50,"United-States",">50K" +52,"Private",200853,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",6849,0,60,"United-States","<=50K" +24,"Private",180060,"Masters",14,"Never-married","Exec-managerial","Own-child","White","Male",6849,0,90,"United-States","<=50K" +34,"Private",33945,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",6849,0,55,"United-States","<=50K" +29,"Private",190539,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",6849,0,48,"United-States","<=50K" +35,"?",296738,"11th",7,"Separated","?","Not-in-family","White","Female",6849,0,60,"United-States","<=50K" +25,"Private",262778,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",6849,0,50,"United-States","<=50K" +40,"Local-gov",24763,"Some-college",10,"Divorced","Transport-moving","Unmarried","White","Male",6849,0,40,"United-States","<=50K" +28,"State-gov",38309,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",6849,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",241297,"Some-college",10,"Widowed","Farming-fishing","Not-in-family","White","Female",6849,0,40,"United-States","<=50K" +30,"Private",189620,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",6849,0,40,"England","<=50K" +26,"Private",177147,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",6849,0,65,"United-States","<=50K" +53,"Private",223660,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","White","Male",6849,0,40,"United-States","<=50K" +40,"Private",207025,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",6849,0,38,"United-States","<=50K" +39,"Private",87556,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",6849,0,40,"United-States","<=50K" +25,"Private",194897,"HS-grad",9,"Never-married","Sales","Own-child","Amer-Indian-Eskimo","Male",6849,0,40,"United-States","<=50K" +28,"Private",124680,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",6849,0,60,"United-States","<=50K" +35,"Private",139770,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",6849,0,40,"United-States","<=50K" +47,"Private",266281,"11th",7,"Never-married","Machine-op-inspct","Unmarried","Black","Female",6849,0,40,"United-States","<=50K" +35,"Private",167735,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",6849,0,40,"United-States","<=50K" +33,"Private",108328,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",6849,0,50,"United-States","<=50K" +39,"Private",106183,"HS-grad",9,"Divorced","Other-service","Unmarried","Amer-Indian-Eskimo","Female",6849,0,40,"United-States","<=50K" +50,"State-gov",45961,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",6849,0,40,"United-States","<=50K" +40,"Private",34113,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Amer-Indian-Eskimo","Male",6849,0,43,"United-States","<=50K" +38,"Private",234298,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",6849,0,60,"United-States","<=50K" +55,"State-gov",294395,"Assoc-voc",11,"Widowed","Prof-specialty","Unmarried","White","Female",6849,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",67072,"Bachelors",13,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",6849,0,60,"United-States","<=50K" +35,"Private",162256,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",6849,0,40,"United-States","<=50K" +71,"Private",105200,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",6767,0,20,"United-States","<=50K" +65,"Private",90377,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",6767,0,60,"United-States","<=50K" +90,"Local-gov",153602,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",6767,0,40,"United-States","<=50K" +66,"?",212759,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",6767,0,20,"United-States","<=50K" +74,"?",169303,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",6767,0,6,"United-States","<=50K" +72,"Private",298070,"Assoc-voc",11,"Separated","Other-service","Unmarried","White","Female",6723,0,25,"United-States","<=50K" +65,"Private",170939,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",6723,0,40,"United-States","<=50K" +67,"Private",171584,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",6514,0,7,"United-States",">50K" +65,"State-gov",209280,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",6514,0,35,"United-States",">50K" +65,"Self-emp-not-inc",223580,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",6514,0,40,"United-States",">50K" +71,"?",144872,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",6514,0,40,"United-States",">50K" +69,"Self-emp-inc",107850,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",6514,0,40,"United-States",">50K" +57,"Private",188872,"5th-6th",3,"Divorced","Transport-moving","Unmarried","White","Male",6497,0,40,"United-States","<=50K" +46,"Private",182128,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",6497,0,50,"United-States","<=50K" +45,"Local-gov",326064,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",6497,0,35,"United-States","<=50K" +36,"Federal-gov",930948,"Some-college",10,"Separated","Adm-clerical","Unmarried","Black","Female",6497,0,56,"United-States","<=50K" +35,"Private",115214,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Male",6497,0,65,"United-States","<=50K" +41,"Private",200671,"Bachelors",13,"Divorced","Transport-moving","Own-child","Black","Male",6497,0,40,"United-States","<=50K" +38,"Private",188503,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",6497,0,35,"United-States","<=50K" +49,"Self-emp-inc",26502,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Male",6497,0,45,"United-States","<=50K" +47,"Private",105273,"Bachelors",13,"Widowed","Craft-repair","Unmarried","Black","Female",6497,0,40,"United-States","<=50K" +26,"Private",214413,"11th",7,"Never-married","Machine-op-inspct","Unmarried","White","Male",6497,0,48,"United-States","<=50K" +46,"Private",117310,"Assoc-acdm",12,"Widowed","Tech-support","Unmarried","White","Female",6497,0,40,"United-States","<=50K" +67,"?",157403,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",6418,0,10,"United-States",">50K" +69,"Self-emp-inc",169717,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",6418,0,45,"United-States",">50K" +62,"?",160155,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",6418,0,40,"United-States",">50K" +73,"Self-emp-not-inc",102510,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",6418,0,99,"United-States",">50K" +62,"Private",266624,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",6418,0,40,"United-States",">50K" +67,"Self-emp-not-inc",123393,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",6418,0,58,"United-States",">50K" +65,"Self-emp-inc",66360,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",6418,0,35,"United-States",">50K" +55,"Private",61708,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",6418,0,50,"United-States",">50K" +70,"Private",187292,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",6418,0,40,"United-States",">50K" +72,"Private",496538,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",6360,0,40,"United-States","<=50K" +68,"Private",50351,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Female",6360,0,20,"United-States","<=50K" +67,"Local-gov",191800,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","Black","Female",6360,0,35,"United-States","<=50K" +71,"Private",196610,"7th-8th",4,"Widowed","Exec-managerial","Not-in-family","White","Male",6097,0,40,"United-States",">50K" +38,"Private",168407,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",5721,0,44,"United-States","<=50K" +26,"Private",101812,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Male",5721,0,40,"United-States","<=50K" +28,"Local-gov",127491,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Female",5721,0,40,"United-States","<=50K" +66,"Private",146454,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",5556,0,40,"United-States",">50K" +66,"Private",142624,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",5556,0,40,"Yugoslavia",">50K" +66,"Self-emp-inc",249043,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",5556,0,26,"United-States",">50K" +65,"Private",344152,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5556,0,50,"United-States",">50K" +65,"?",115513,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",5556,0,48,"United-States",">50K" +45,"Private",189890,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",5455,0,38,"United-States","<=50K" +42,"Private",129684,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","Black","Female",5455,0,50,"United-States","<=50K" +39,"Private",114678,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",5455,0,40,"United-States","<=50K" +47,"Local-gov",247676,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",5455,0,45,"United-States","<=50K" +36,"State-gov",108320,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Male",5455,0,30,"United-States","<=50K" +39,"Federal-gov",193583,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",5455,0,60,"United-States","<=50K" +43,"Self-emp-inc",247981,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",5455,0,50,"United-States","<=50K" +45,"Private",474617,"HS-grad",9,"Divorced","Sales","Unmarried","Black","Male",5455,0,40,"United-States","<=50K" +37,"State-gov",252939,"Assoc-voc",11,"Never-married","Prof-specialty","Unmarried","Black","Female",5455,0,40,"United-States","<=50K" +40,"Local-gov",105862,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",5455,0,40,"United-States","<=50K" +60,"Local-gov",48788,"Bachelors",13,"Separated","Prof-specialty","Unmarried","White","Female",5455,0,55,"United-States","<=50K" +42,"Private",159449,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,40,"United-States",">50K" +42,"Local-gov",97688,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"United-States",">50K" +36,"Private",188563,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",5178,0,50,"United-States",">50K" +32,"Private",231043,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,48,"United-States",">50K" +44,"Self-emp-inc",320984,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",5178,0,60,"United-States",">50K" +50,"Private",88926,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",5178,0,40,"United-States",">50K" +54,"Private",206369,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",5178,0,50,"United-States",">50K" +32,"Self-emp-inc",244665,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,45,"United-States",">50K" +61,"Local-gov",95450,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,50,"United-States",">50K" +51,"Private",106728,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,60,"United-States",">50K" +40,"Private",572751,"Prof-school",15,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"Mexico",">50K" +32,"Private",107843,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",5178,0,50,"United-States",">50K" +34,"Private",275438,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,40,"United-States",">50K" +48,"Local-gov",31264,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",5178,0,40,"United-States",">50K" +45,"Private",186272,"9th",5,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",5178,0,40,"United-States",">50K" +35,"Private",46385,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",5178,0,90,"United-States",">50K" +41,"Federal-gov",168294,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",5178,0,40,"United-States",">50K" +31,"Private",132996,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,45,"United-States",">50K" +29,"Self-emp-not-inc",169544,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",5178,0,40,"United-States",">50K" +37,"Local-gov",312232,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",5178,0,40,"United-States",">50K" +26,"Private",247455,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",5178,0,42,"United-States",">50K" +36,"Private",175232,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"United-States",">50K" +42,"Private",94600,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"United-States",">50K" +47,"?",109832,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",5178,0,30,"Canada",">50K" +40,"Private",119101,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"United-States",">50K" +30,"Private",164190,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,52,"United-States",">50K" +37,"Private",220237,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,40,"United-States",">50K" +36,"Private",247558,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,60,"?",">50K" +40,"Private",198692,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",5178,0,60,"United-States",">50K" +33,"Private",141841,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",5178,0,40,"United-States",">50K" +49,"Private",176814,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",5178,0,40,"United-States",">50K" +42,"Local-gov",174575,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,40,"United-States",">50K" +38,"Private",76878,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"United-States",">50K" +26,"Private",97153,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",5178,0,40,"United-States",">50K" +54,"Self-emp-not-inc",172898,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,50,"United-States",">50K" +46,"Private",127089,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,38,"United-States",">50K" +32,"Private",29933,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",5178,0,40,"United-States",">50K" +25,"Private",161027,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",5178,0,40,"United-States",">50K" +44,"Private",74680,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,50,"United-States",">50K" +30,"Private",186932,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,75,"United-States",">50K" +25,"Private",120238,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",5178,0,40,"Poland",">50K" +37,"Private",287031,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,75,"United-States",">50K" +28,"Private",176683,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,50,"United-States",">50K" +31,"Private",473133,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,40,"United-States",">50K" +44,"Private",99651,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,40,"United-States",">50K" +44,"Private",175669,"11th",7,"Married-civ-spouse","Prof-specialty","Wife","White","Female",5178,0,36,"United-States",">50K" +39,"Self-emp-inc",543042,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,50,"United-States",">50K" +51,"Federal-gov",97934,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",5178,0,40,"United-States",">50K" +27,"Private",311446,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",5178,0,40,"United-States",">50K" +31,"Private",123397,"HS-grad",9,"Married-civ-spouse","Transport-moving","Wife","White","Female",5178,0,35,"United-States",">50K" +53,"Private",195813,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","Other","Male",5178,0,40,"Puerto-Rico",">50K" +37,"Local-gov",365430,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"United-States",">50K" +48,"State-gov",118330,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,40,"United-States",">50K" +56,"Private",116143,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",5178,0,44,"United-States",">50K" +35,"Private",282979,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",5178,0,50,"United-States",">50K" +50,"Local-gov",153064,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,40,"United-States",">50K" +42,"Private",230684,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",5178,0,50,"United-States",">50K" +58,"Private",280309,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,60,"United-States",">50K" +35,"Private",105821,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,40,"United-States",">50K" +46,"Private",173243,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",5178,0,40,"United-States",">50K" +34,"Private",209101,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,55,"United-States",">50K" +43,"Private",214781,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,40,"United-States",">50K" +39,"State-gov",122011,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",5178,0,38,"United-States",">50K" +46,"Federal-gov",97863,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",5178,0,40,"United-States",">50K" +55,"Private",162205,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",5178,0,72,"United-States",">50K" +38,"Private",207568,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,40,"United-States",">50K" +63,"?",310396,"9th",5,"Married-civ-spouse","?","Husband","White","Male",5178,0,40,"United-States",">50K" +27,"Private",210498,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"United-States",">50K" +47,"Private",187440,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"United-States",">50K" +47,"Private",201699,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",5178,0,50,"United-States",">50K" +36,"Private",186035,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"United-States",">50K" +43,"Private",339814,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,40,"United-States",">50K" +44,"Private",112262,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",5178,0,40,"United-States",">50K" +36,"Private",226013,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",5178,0,40,"United-States",">50K" +51,"Private",175070,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",5178,0,45,"United-States",">50K" +57,"Self-emp-inc",258883,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",5178,0,60,"Hungary",">50K" +32,"Private",106014,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",5178,0,50,"United-States",">50K" +39,"Self-emp-inc",131288,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",5178,0,48,"United-States",">50K" +35,"Self-emp-inc",186845,"Bachelors",13,"Married-civ-spouse","Sales","Own-child","White","Male",5178,0,50,"United-States",">50K" +62,"?",125493,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",5178,0,40,"Scotland",">50K" +45,"Private",261278,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",5178,0,40,"Philippines",">50K" +39,"Private",248011,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",5178,0,40,"United-States",">50K" +31,"Private",151053,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",5178,0,40,"United-States",">50K" +53,"Self-emp-inc",152810,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,45,"United-States",">50K" +54,"Private",135388,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"United-States",">50K" +37,"Private",187589,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",5178,0,40,"United-States",">50K" +55,"Private",184882,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",5178,0,50,"United-States",">50K" +45,"Local-gov",374450,"HS-grad",9,"Married-civ-spouse","Transport-moving","Wife","White","Female",5178,0,40,"United-States",">50K" +59,"Private",126668,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5178,0,50,"United-States",">50K" +33,"?",369386,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",5178,0,40,"United-States",">50K" +47,"Private",70943,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",5178,0,40,"United-States",">50K" +28,"Federal-gov",163862,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,40,"United-States",">50K" +47,"Local-gov",200471,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",5178,0,40,"United-States",">50K" +38,"Private",269318,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",5178,0,50,"United-States",">50K" +34,"State-gov",118551,"Bachelors",13,"Married-civ-spouse","Tech-support","Own-child","White","Female",5178,0,25,"?",">50K" +54,"Federal-gov",75235,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5178,0,40,"United-States",">50K" +58,"Private",250206,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",5178,0,40,"United-States",">50K" +24,"Private",206827,"Some-college",10,"Never-married","Sales","Own-child","White","Female",5060,0,30,"United-States","<=50K" +30,"Private",188146,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",5013,0,40,"United-States","<=50K" +43,"Self-emp-inc",188436,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5013,0,45,"United-States","<=50K" +54,"Private",398212,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",5013,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",256866,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",5013,0,40,"United-States","<=50K" +47,"Private",326857,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +40,"Private",105936,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",5013,0,20,"United-States","<=50K" +36,"Private",84306,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5013,0,50,"United-States","<=50K" +26,"Private",139098,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5013,0,40,"United-States","<=50K" +49,"Private",82649,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5013,0,45,"United-States","<=50K" +44,"Self-emp-inc",103643,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5013,0,60,"Greece","<=50K" +27,"Private",181667,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",5013,0,46,"Canada","<=50K" +41,"Self-emp-not-inc",29762,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",5013,0,70,"United-States","<=50K" +30,"Private",155343,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +29,"Private",206351,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +26,"Private",132661,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",5013,0,40,"United-States","<=50K" +30,"Private",137606,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",5013,0,40,"United-States","<=50K" +35,"Private",37314,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +30,"Local-gov",346122,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",5013,0,45,"United-States","<=50K" +29,"Private",221366,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5013,0,40,"Germany","<=50K" +46,"Private",276087,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",5013,0,50,"United-States","<=50K" +48,"Self-emp-not-inc",30840,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5013,0,45,"United-States","<=50K" +52,"Private",204322,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",5013,0,40,"United-States","<=50K" +60,"Private",160625,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5013,0,40,"United-States","<=50K" +43,"Private",242488,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",5013,0,40,"United-States","<=50K" +39,"Private",196673,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",5013,0,40,"United-States","<=50K" +31,"Private",356882,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",5013,0,40,"United-States","<=50K" +52,"Federal-gov",192386,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5013,0,40,"United-States","<=50K" +26,"Private",104746,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,60,"United-States","<=50K" +44,"State-gov",150755,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",5013,0,40,"United-States","<=50K" +35,"Private",158046,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",5013,0,70,"United-States","<=50K" +35,"Private",167140,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5013,0,40,"United-States","<=50K" +45,"Federal-gov",56904,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",5013,0,45,"United-States","<=50K" +52,"Local-gov",40641,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +28,"Self-emp-inc",219705,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5013,0,55,"United-States","<=50K" +54,"Private",147863,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",5013,0,40,"Vietnam","<=50K" +56,"Private",98809,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",5013,0,45,"United-States","<=50K" +48,"Private",248059,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5013,0,45,"United-States","<=50K" +59,"Private",182062,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5013,0,40,"United-States","<=50K" +46,"Private",186820,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",5013,0,40,"United-States","<=50K" +45,"Private",362883,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +55,"Private",147989,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,52,"United-States","<=50K" +50,"Private",99307,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,45,"United-States","<=50K" +49,"Private",261688,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,60,"United-States","<=50K" +33,"Private",197424,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",5013,0,40,"United-States","<=50K" +51,"Private",99064,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +42,"Private",230684,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5013,0,40,"United-States","<=50K" +47,"Private",193285,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",5013,0,40,"United-States","<=50K" +32,"Private",343789,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",5013,0,55,"United-States","<=50K" +49,"Private",87928,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",189123,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,50,"United-States","<=50K" +31,"Private",288825,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",5013,0,40,"United-States","<=50K" +52,"State-gov",135388,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +32,"Local-gov",186784,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",5013,0,45,"United-States","<=50K" +63,"Private",308028,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",5013,0,40,"United-States","<=50K" +39,"Private",219483,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",5013,0,32,"United-States","<=50K" +56,"Private",235826,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +35,"Private",112077,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",5013,0,40,"United-States","<=50K" +53,"Local-gov",124094,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,35,"United-States","<=50K" +57,"Private",372020,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",5013,0,50,"United-States","<=50K" +29,"Private",133420,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +47,"Private",185385,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5013,0,24,"United-States","<=50K" +52,"Private",203392,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"United-States","<=50K" +51,"Private",123053,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",5013,0,40,"India","<=50K" +24,"Private",259510,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",5013,0,30,"United-States","<=50K" +37,"Private",177895,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","White","Female",5013,0,40,"United-States","<=50K" +43,"Federal-gov",25005,"Masters",14,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",5013,0,12,"United-States","<=50K" +28,"Private",180928,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",5013,0,55,"United-States","<=50K" +36,"Private",67728,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",5013,0,40,"Italy","<=50K" +49,"Private",66385,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",5013,0,40,"United-States","<=50K" +45,"Local-gov",224474,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",4934,0,50,"United-States",">50K" +40,"Private",116103,"Some-college",10,"Separated","Craft-repair","Unmarried","White","Male",4934,0,47,"United-States",">50K" +37,"Private",118486,"Bachelors",13,"Separated","Prof-specialty","Unmarried","White","Female",4934,0,32,"United-States",">50K" +60,"Federal-gov",237317,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Male",4934,0,40,"United-States",">50K" +52,"Local-gov",187830,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Male",4934,0,36,"United-States",">50K" +43,"Private",334991,"Some-college",10,"Separated","Transport-moving","Unmarried","White","Male",4934,0,51,"United-States",">50K" +43,"Private",104660,"Masters",14,"Widowed","Exec-managerial","Unmarried","White","Male",4934,0,40,"United-States",">50K" +75,"Self-emp-not-inc",231741,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",4931,0,3,"United-States","<=50K" +45,"Federal-gov",170915,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Female",4865,0,40,"United-States","<=50K" +34,"Private",173806,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",4865,0,60,"United-States","<=50K" +34,"Private",92682,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",4865,0,40,"United-States","<=50K" +26,"Local-gov",117833,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",4865,0,35,"United-States","<=50K" +34,"State-gov",154246,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",4865,0,55,"United-States","<=50K" +27,"Federal-gov",105189,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",4865,0,50,"United-States","<=50K" +30,"Private",189759,"Bachelors",13,"Never-married","Transport-moving","Not-in-family","White","Male",4865,0,40,"United-States","<=50K" +36,"Private",116608,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",4865,0,40,"United-States","<=50K" +27,"Private",29732,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",4865,0,36,"United-States","<=50K" +61,"?",226989,"HS-grad",9,"Divorced","?","Not-in-family","White","Male",4865,0,40,"United-States","<=50K" +28,"Private",123147,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",4865,0,40,"United-States","<=50K" +52,"Local-gov",146565,"Assoc-acdm",12,"Divorced","Other-service","Not-in-family","White","Female",4865,0,30,"United-States","<=50K" +37,"Local-gov",48976,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",4865,0,45,"United-States","<=50K" +59,"Private",66356,"7th-8th",4,"Never-married","Farming-fishing","Unmarried","White","Male",4865,0,40,"United-States","<=50K" +32,"Local-gov",230912,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",4865,0,40,"United-States","<=50K" +25,"Private",80312,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",4865,0,40,"United-States","<=50K" +55,"Private",256526,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","White","Male",4865,0,45,"United-States","<=50K" +34,"Self-emp-inc",215382,"Masters",14,"Separated","Prof-specialty","Not-in-family","White","Female",4787,0,40,"United-States",">50K" +64,"State-gov",194894,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",4787,0,40,"United-States",">50K" +51,"Private",142717,"Doctorate",16,"Divorced","Craft-repair","Not-in-family","White","Female",4787,0,60,"United-States",">50K" +40,"Private",45687,"Some-college",10,"Divorced","Other-service","Not-in-family","Black","Male",4787,0,50,"United-States",">50K" +51,"Private",89652,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",4787,0,24,"United-States",">50K" +58,"Private",142076,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Male",4787,0,39,"United-States",">50K" +39,"Self-emp-not-inc",164593,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",4787,0,40,"United-States",">50K" +34,"Self-emp-inc",174215,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",4787,0,45,"France",">50K" +61,"Private",298400,"Bachelors",13,"Divorced","Sales","Not-in-family","Black","Male",4787,0,48,"United-States",">50K" +30,"Private",509500,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",4787,0,45,"United-States",">50K" +58,"Federal-gov",244830,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Male",4787,0,40,"United-States",">50K" +35,"Private",241998,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",4787,0,40,"United-States",">50K" +46,"Local-gov",230979,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",4787,0,25,"United-States",">50K" +52,"Local-gov",194788,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",4787,0,60,"United-States",">50K" +46,"Local-gov",148995,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",4787,0,45,"United-States",">50K" +39,"Private",121590,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Black","Male",4787,0,40,"United-States",">50K" +35,"?",98080,"Prof-school",15,"Never-married","?","Not-in-family","Asian-Pac-Islander","Male",4787,0,45,"Japan",">50K" +38,"Local-gov",194630,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","White","Female",4787,0,43,"United-States",">50K" +49,"Private",287647,"Masters",14,"Divorced","Sales","Not-in-family","White","Male",4787,0,45,"United-States",">50K" +30,"Private",331419,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",4787,0,50,"United-States",">50K" +53,"Private",346871,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Male",4787,0,46,"United-States",">50K" +59,"Local-gov",303455,"Masters",14,"Widowed","Prof-specialty","Unmarried","White","Female",4787,0,60,"United-States",">50K" +52,"State-gov",109600,"Masters",14,"Married-spouse-absent","Exec-managerial","Unmarried","White","Female",4787,0,44,"United-States",">50K" +45,"Private",160647,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",4687,0,35,"United-States",">50K" +42,"Private",210275,"Masters",14,"Divorced","Tech-support","Unmarried","Black","Female",4687,0,35,"United-States",">50K" +39,"Private",148903,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",4687,0,50,"United-States",">50K" +29,"Private",271328,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",4650,0,40,"United-States","<=50K" +31,"Private",231263,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",4650,0,45,"United-States","<=50K" +35,"Self-emp-not-inc",185848,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",4650,0,50,"United-States","<=50K" +36,"Private",208358,"9th",5,"Divorced","Handlers-cleaners","Not-in-family","White","Male",4650,0,56,"United-States","<=50K" +36,"Private",192704,"12th",8,"Never-married","Exec-managerial","Not-in-family","White","Male",4650,0,50,"United-States","<=50K" +42,"Private",259643,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",4650,0,40,"United-States","<=50K" +53,"State-gov",116367,"Some-college",10,"Divorced","Adm-clerical","Other-relative","White","Female",4650,0,40,"United-States","<=50K" +49,"Local-gov",192349,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",4650,0,40,"United-States","<=50K" +39,"Local-gov",116666,"HS-grad",9,"Never-married","Protective-serv","Own-child","Amer-Indian-Eskimo","Male",4650,0,48,"United-States","<=50K" +31,"Private",213002,"12th",8,"Never-married","Sales","Not-in-family","White","Male",4650,0,50,"United-States","<=50K" +30,"Self-emp-inc",124420,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",4650,0,40,"United-States","<=50K" +39,"Private",179481,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Male",4650,0,44,"United-States","<=50K" +25,"Private",231016,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",4650,0,37,"United-States","<=50K" +37,"Local-gov",117760,"Assoc-voc",11,"Never-married","Protective-serv","Not-in-family","White","Male",4650,0,40,"United-States","<=50K" +35,"Private",70447,"Some-college",10,"Never-married","Prof-specialty","Unmarried","Asian-Pac-Islander","Male",4650,0,20,"United-States","<=50K" +39,"Private",101146,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",4650,0,40,"United-States","<=50K" +40,"Private",242619,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",4650,0,40,"United-States","<=50K" +42,"Local-gov",125461,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",4650,0,35,"United-States","<=50K" +34,"?",286689,"Masters",14,"Never-married","?","Not-in-family","White","Male",4650,0,30,"United-States","<=50K" +41,"Federal-gov",197069,"Some-college",10,"Married-spouse-absent","Adm-clerical","Not-in-family","Black","Male",4650,0,40,"United-States","<=50K" +35,"Private",276153,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Asian-Pac-Islander","Female",4650,0,40,"United-States","<=50K" +32,"Private",216145,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",4650,0,45,"United-States","<=50K" +42,"Private",367049,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",4650,0,40,"United-States","<=50K" +47,"Private",167159,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",4650,0,40,"United-States","<=50K" +28,"Private",334368,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",4650,0,40,"United-States","<=50K" +23,"Private",151888,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",4650,0,50,"Ireland","<=50K" +55,"Private",145214,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",4650,0,20,"United-States","<=50K" +23,"Private",242912,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",4650,0,40,"United-States","<=50K" +45,"Private",111994,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",4650,0,40,"United-States","<=50K" +43,"Private",227065,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",4650,0,40,"United-States","<=50K" +38,"Private",43770,"Some-college",10,"Separated","Other-service","Not-in-family","White","Female",4650,0,72,"United-States","<=50K" +40,"Private",289748,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",4650,0,48,"United-States","<=50K" +50,"Local-gov",191025,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",4650,0,70,"United-States","<=50K" +33,"Private",319854,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Male",4650,0,35,"United-States","<=50K" +31,"Private",347166,"Some-college",10,"Divorced","Craft-repair","Own-child","White","Male",4650,0,40,"United-States","<=50K" +41,"Private",70645,"Masters",14,"Widowed","Prof-specialty","Not-in-family","White","Female",4650,0,55,"United-States","<=50K" +60,"Private",184183,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",4650,0,40,"United-States","<=50K" +62,"Private",138253,"Masters",14,"Never-married","Handlers-cleaners","Not-in-family","White","Male",4650,0,40,"United-States","<=50K" +50,"Private",138852,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",4650,0,22,"United-States","<=50K" +41,"Private",36699,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",4650,0,40,"United-States","<=50K" +32,"Federal-gov",386877,"Assoc-voc",11,"Never-married","Tech-support","Own-child","Black","Male",4650,0,40,"United-States","<=50K" +57,"Private",182677,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",4508,0,40,"South","<=50K" +32,"Private",112137,"Preschool",1,"Married-civ-spouse","Machine-op-inspct","Wife","Asian-Pac-Islander","Female",4508,0,40,"Cambodia","<=50K" +23,"Private",188409,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",4508,0,25,"United-States","<=50K" +39,"Private",291665,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",4508,0,24,"United-States","<=50K" +22,"Private",200109,"HS-grad",9,"Married-civ-spouse","Priv-house-serv","Wife","White","Female",4508,0,40,"United-States","<=50K" +56,"Private",105363,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4508,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",343061,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",4508,0,40,"Cuba","<=50K" +28,"Private",163265,"9th",5,"Married-civ-spouse","Sales","Husband","White","Male",4508,0,40,"United-States","<=50K" +21,"Self-emp-not-inc",103277,"12th",8,"Married-civ-spouse","Adm-clerical","Wife","White","Female",4508,0,30,"Portugal","<=50K" +34,"Self-emp-not-inc",254304,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",4508,0,90,"United-States","<=50K" +32,"Private",201988,"Prof-school",15,"Married-civ-spouse","Sales","Husband","White","Male",4508,0,40,"?","<=50K" +38,"Private",167440,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",4508,0,40,"United-States","<=50K" +27,"Private",406662,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",4416,0,40,"United-States","<=50K" +25,"Private",272428,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",4416,0,42,"United-States","<=50K" +25,"Private",164938,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",4416,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",114758,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",4416,0,45,"United-States","<=50K" +49,"Private",173115,"10th",6,"Separated","Exec-managerial","Not-in-family","Black","Male",4416,0,99,"United-States","<=50K" +33,"Private",153151,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",4416,0,40,"United-States","<=50K" +22,"Without-pay",302347,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",4416,0,40,"United-States","<=50K" +56,"Private",178033,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Male",4416,0,60,"United-States","<=50K" +34,"Private",154874,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",4416,0,30,"United-States","<=50K" +54,"?",155755,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",4416,0,25,"United-States","<=50K" +25,"Private",148460,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",4416,0,40,"Puerto-Rico","<=50K" +20,"Private",168187,"Some-college",10,"Never-married","Other-service","Other-relative","White","Female",4416,0,25,"United-States","<=50K" +38,"Self-emp-not-inc",120985,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,35,"United-States","<=50K" +55,"Private",238638,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",4386,0,40,"United-States",">50K" +40,"Private",144995,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",4386,0,40,"United-States","<=50K" +53,"Private",194259,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",4386,0,40,"United-States",">50K" +55,"Private",387569,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,40,"United-States",">50K" +50,"Private",75472,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,40,"?","<=50K" +45,"Self-emp-inc",36228,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",4386,0,35,"United-States",">50K" +38,"Private",31069,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,40,"United-States",">50K" +53,"Self-emp-not-inc",174102,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4386,0,50,"Greece",">50K" +46,"Private",503923,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",4386,0,40,"United-States",">50K" +42,"Private",255847,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",4386,0,48,"United-States",">50K" +51,"Private",335997,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4386,0,55,"United-States",">50K" +43,"Private",313022,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",4386,0,40,"United-States",">50K" +47,"Local-gov",265097,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",4386,0,40,"United-States",">50K" +51,"Federal-gov",306784,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,40,"United-States",">50K" +31,"Private",182237,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",4386,0,45,"United-States",">50K" +30,"Private",110643,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",4386,0,40,"United-States",">50K" +44,"Private",98779,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",4386,0,60,"United-States","<=50K" +29,"Private",144259,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",4386,0,80,"?",">50K" +48,"Private",248164,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",4386,0,50,"United-States",">50K" +51,"Private",123703,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",4386,0,40,"United-States",">50K" +35,"Private",36214,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4386,0,47,"United-States",">50K" +48,"Private",141944,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",4386,0,40,"United-States",">50K" +41,"Private",156566,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4386,0,50,"United-States",">50K" +54,"Self-emp-not-inc",242606,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",4386,0,45,"United-States",">50K" +31,"Private",110554,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",4386,0,40,"United-States",">50K" +44,"Private",120057,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4386,0,45,"United-States",">50K" +51,"Federal-gov",73670,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",4386,0,52,"United-States",">50K" +61,"?",160625,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",4386,0,15,"United-States",">50K" +63,"Private",180911,"11th",7,"Married-civ-spouse","Protective-serv","Husband","White","Male",4386,0,37,"United-States",">50K" +51,"Private",29580,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",4386,0,30,"United-States",">50K" +35,"Private",209214,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",4386,0,35,"United-States",">50K" +52,"Private",204447,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",4386,0,40,"United-States",">50K" +24,"Private",117959,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",4386,0,40,"United-States",">50K" +33,"Private",195576,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4386,0,60,"United-States","<=50K" +44,"Local-gov",241851,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",4386,0,40,"United-States",">50K" +57,"Self-emp-not-inc",291529,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4386,0,13,"United-States",">50K" +47,"Private",329144,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",4386,0,45,"United-States",">50K" +44,"Private",184105,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",4386,0,40,"United-States",">50K" +45,"Private",120724,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4386,0,40,"United-States","<=50K" +37,"Private",219546,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,44,"United-States",">50K" +31,"Private",240771,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,50,"United-States",">50K" +53,"State-gov",151580,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",4386,0,40,"United-States",">50K" +34,"Private",209691,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",4386,0,50,"United-States",">50K" +29,"Private",51944,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",4386,0,40,"United-States",">50K" +53,"Local-gov",216931,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",4386,0,40,"United-States",">50K" +44,"Local-gov",193425,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",4386,0,40,"United-States",">50K" +48,"Private",449354,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",4386,0,45,"United-States",">50K" +34,"State-gov",177331,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",4386,0,40,"United-States",">50K" +44,"Private",167005,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,55,"United-States","<=50K" +29,"Self-emp-not-inc",104423,"Some-college",10,"Married-civ-spouse","Exec-managerial","Other-relative","White","Male",4386,0,45,"United-States",">50K" +51,"Local-gov",349431,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,40,"United-States",">50K" +37,"Private",215503,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4386,0,45,"United-States",">50K" +34,"Private",169527,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",4386,0,20,"United-States","<=50K" +40,"Private",70539,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",4386,0,50,"United-States","<=50K" +46,"Private",269652,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,38,"United-States",">50K" +37,"Self-emp-not-inc",188563,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4386,0,50,"United-States",">50K" +36,"Self-emp-not-inc",138940,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4386,0,50,"United-States",">50K" +31,"Private",319146,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,40,"Mexico",">50K" +53,"Private",70387,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",4386,0,40,"India",">50K" +46,"Self-emp-not-inc",51271,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",4386,0,70,"United-States","<=50K" +32,"Private",123964,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",4386,0,50,"United-States","<=50K" +38,"Private",160808,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",4386,0,48,"United-States","<=50K" +43,"Local-gov",118853,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",4386,0,99,"United-States",">50K" +53,"Private",133219,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",4386,0,30,"United-States",">50K" +45,"Private",294671,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",4386,0,38,"United-States",">50K" +41,"Private",433989,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",4386,0,60,"United-States",">50K" +63,"Private",117473,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",4386,0,40,"United-States",">50K" +42,"Self-emp-not-inc",69333,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",4386,0,80,"United-States",">50K" +40,"Private",132222,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",4386,0,50,"United-States",">50K" +24,"Private",556660,"HS-grad",9,"Never-married","Exec-managerial","Other-relative","White","Male",4101,0,50,"United-States","<=50K" +21,"Private",255957,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",4101,0,40,"United-States","<=50K" +32,"Private",115631,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",4101,0,50,"United-States","<=50K" +56,"Private",191917,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",4101,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",31095,"Some-college",10,"Separated","Farming-fishing","Not-in-family","White","Male",4101,0,60,"United-States","<=50K" +43,"Private",59107,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",4101,0,40,"United-States","<=50K" +31,"Private",369825,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",4101,0,50,"United-States","<=50K" +56,"Private",168625,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",4101,0,40,"United-States","<=50K" +23,"Private",211049,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",4101,0,40,"United-States","<=50K" +21,"Private",20728,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",4101,0,40,"United-States","<=50K" +25,"Private",321205,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",4101,0,35,"United-States","<=50K" +31,"Private",188108,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",4101,0,40,"United-States","<=50K" +27,"State-gov",142621,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",4101,0,40,"United-States","<=50K" +37,"Private",143582,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","Other","Female",4101,0,35,"United-States","<=50K" +19,"Private",223648,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",4101,0,48,"United-States","<=50K" +23,"Private",32950,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",4101,0,40,"United-States","<=50K" +28,"Local-gov",135567,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Black","Female",4101,0,60,"United-States","<=50K" +54,"State-gov",137815,"12th",8,"Never-married","Other-service","Own-child","White","Male",4101,0,40,"United-States","<=50K" +36,"Private",108320,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",4101,0,40,"United-States","<=50K" +25,"Private",149943,"HS-grad",9,"Never-married","Other-service","Other-relative","Asian-Pac-Islander","Male",4101,0,60,"?","<=50K" +28,"Private",377869,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",4064,0,25,"United-States","<=50K" +59,"Private",146013,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,40,"United-States","<=50K" +58,"State-gov",110517,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",4064,0,40,"India","<=50K" +43,"Private",149670,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",4064,0,15,"United-States","<=50K" +39,"Private",187046,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,38,"United-States","<=50K" +26,"Private",164018,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,50,"United-States","<=50K" +63,"Private",143098,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,40,"United-States","<=50K" +32,"Local-gov",217296,"HS-grad",9,"Married-civ-spouse","Transport-moving","Wife","White","Female",4064,0,22,"United-States","<=50K" +47,"Private",170850,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",4064,0,60,"United-States","<=50K" +35,"Private",28572,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",4064,0,35,"United-States","<=50K" +38,"Federal-gov",122493,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",4064,0,40,"United-States","<=50K" +52,"Self-emp-inc",177727,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,45,"United-States","<=50K" +32,"Self-emp-not-inc",70985,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",4064,0,40,"United-States","<=50K" +35,"Private",126569,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,40,"United-States","<=50K" +54,"Private",234938,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,55,"United-States","<=50K" +49,"Private",40000,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,44,"United-States","<=50K" +40,"Private",316820,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,40,"United-States","<=50K" +40,"Private",145439,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","Other","Male",4064,0,40,"Mexico","<=50K" +43,"Private",484861,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",4064,0,38,"United-States","<=50K" +31,"Local-gov",176185,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",4064,0,40,"?","<=50K" +50,"Local-gov",50178,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",4064,0,55,"United-States","<=50K" +46,"Private",181810,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",4064,0,40,"United-States","<=50K" +27,"Federal-gov",196386,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",4064,0,40,"El-Salvador","<=50K" +34,"Private",34848,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",4064,0,40,"United-States","<=50K" +61,"Local-gov",180079,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4064,0,40,"United-States","<=50K" +55,"Private",226875,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,40,"United-States","<=50K" +33,"Federal-gov",293550,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","White","Female",4064,0,40,"United-States","<=50K" +31,"?",182191,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",4064,0,30,"Canada","<=50K" +32,"Private",317809,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4064,0,50,"United-States","<=50K" +49,"Private",297884,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",4064,0,50,"United-States","<=50K" +36,"Private",267556,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",4064,0,40,"United-States","<=50K" +42,"Private",195096,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,40,"United-States","<=50K" +30,"Private",281030,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",344480,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",4064,0,40,"United-States","<=50K" +26,"Private",39092,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",4064,0,50,"United-States","<=50K" +47,"Private",178341,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",4064,0,60,"United-States","<=50K" +47,"Private",200471,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",4064,0,40,"United-States","<=50K" +51,"Private",86332,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",4064,0,55,"United-States","<=50K" +28,"Private",294936,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",4064,0,45,"United-States","<=50K" +34,"Local-gov",155781,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",4064,0,50,"United-States","<=50K" +46,"Private",285750,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",4064,0,55,"United-States","<=50K" +45,"Private",288437,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Other","Male",4064,0,40,"United-States","<=50K" +47,"?",174525,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",3942,0,40,"?","<=50K" +41,"Private",187881,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",3942,0,40,"United-States","<=50K" +38,"Private",450924,"12th",8,"Married-civ-spouse","Other-service","Husband","White","Male",3942,0,40,"United-States","<=50K" +29,"Private",184596,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",3942,0,50,"United-States","<=50K" +50,"Private",166220,"Assoc-acdm",12,"Married-civ-spouse","Sales","Wife","White","Female",3942,0,40,"United-States","<=50K" +45,"Private",192835,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",3942,0,40,"United-States","<=50K" +41,"Local-gov",103759,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",3942,0,40,"United-States","<=50K" +23,"Private",209034,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",3942,0,40,"United-States","<=50K" +59,"Private",340591,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",3942,0,40,"United-States","<=50K" +38,"Private",331395,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",3942,0,84,"Portugal","<=50K" +26,"Private",208326,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3942,0,45,"United-States","<=50K" +35,"Private",145704,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",3942,0,35,"United-States","<=50K" +27,"Private",243569,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",3942,0,40,"United-States","<=50K" +61,"?",229744,"1st-4th",2,"Married-civ-spouse","?","Husband","White","Male",3942,0,20,"Mexico","<=50K" +36,"?",53606,"Assoc-voc",11,"Married-civ-spouse","?","Wife","White","Female",3908,0,8,"United-States","<=50K" +45,"Federal-gov",311671,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",3908,0,40,"United-States","<=50K" +32,"Private",187560,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3908,0,40,"United-States","<=50K" +36,"Private",160035,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3908,0,55,"United-States","<=50K" +43,"Private",177905,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",3908,0,40,"United-States","<=50K" +59,"Private",191965,"11th",7,"Married-civ-spouse","Other-service","Wife","White","Female",3908,0,28,"United-States","<=50K" +27,"Private",152683,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",3908,0,35,"United-States","<=50K" +24,"Private",196816,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3908,0,40,"United-States","<=50K" +34,"Private",36069,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3908,0,46,"United-States","<=50K" +31,"Private",213643,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",3908,0,40,"United-States","<=50K" +31,"Private",66278,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",3908,0,40,"United-States","<=50K" +32,"Private",207685,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Wife","Black","Female",3908,0,40,"United-States","<=50K" +42,"Private",424855,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3908,0,40,"United-States","<=50K" +38,"Private",36989,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",3908,0,70,"United-States","<=50K" +58,"Private",244605,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3908,0,40,"United-States","<=50K" +51,"Private",101722,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","Amer-Indian-Eskimo","Male",3908,0,47,"United-States","<=50K" +51,"State-gov",105943,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",3908,0,40,"United-States","<=50K" +44,"Private",107584,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",3908,0,50,"United-States","<=50K" +23,"Private",193586,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",3908,0,40,"United-States","<=50K" +27,"Private",188941,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",3908,0,40,"United-States","<=50K" +35,"Private",143152,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",3908,0,27,"United-States","<=50K" +33,"Private",55699,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",3908,0,40,"United-States","<=50K" +28,"Local-gov",327533,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",3908,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",320744,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",3908,0,45,"United-States","<=50K" +33,"Local-gov",152351,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",3908,0,40,"United-States","<=50K" +21,"Private",163870,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",3908,0,40,"United-States","<=50K" +34,"Private",231043,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",3908,0,45,"United-States","<=50K" +31,"Self-emp-inc",256362,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",3908,0,50,"United-States","<=50K" +51,"Private",312477,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",3908,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",89508,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3908,0,60,"United-States","<=50K" +36,"Self-emp-not-inc",34378,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",3908,0,75,"United-States","<=50K" +58,"Local-gov",212864,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",3908,0,40,"United-States","<=50K" +54,"State-gov",123592,"HS-grad",9,"Separated","Adm-clerical","Unmarried","Black","Female",3887,0,35,"United-States","<=50K" +37,"Private",277022,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","White","Female",3887,0,40,"Nicaragua","<=50K" +28,"Federal-gov",526528,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",3887,0,40,"United-States","<=50K" +32,"State-gov",200469,"Some-college",10,"Never-married","Protective-serv","Unmarried","Black","Female",3887,0,40,"United-States","<=50K" +32,"Private",356689,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Male",3887,0,40,"United-States","<=50K" +32,"Private",269182,"Some-college",10,"Separated","Tech-support","Unmarried","Black","Female",3887,0,40,"United-States","<=50K" +69,"Self-emp-inc",69209,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3818,0,30,"United-States","<=50K" +67,"?",192916,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",3818,0,11,"United-States","<=50K" +65,"Private",113323,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3818,0,40,"United-States","<=50K" +65,"?",178931,"HS-grad",9,"Married-civ-spouse","?","Husband","Amer-Indian-Eskimo","Male",3818,0,40,"United-States","<=50K" +68,"Private",144056,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",3818,0,40,"United-States","<=50K" +77,"Local-gov",177550,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",3818,0,14,"United-States","<=50K" +65,"Self-emp-not-inc",115498,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",3818,0,10,"United-States","<=50K" +37,"Private",758700,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",3781,0,50,"Mexico","<=50K" +20,"Private",34568,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3781,0,35,"United-States","<=50K" +32,"Private",400535,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3781,0,40,"United-States","<=50K" +60,"Private",88055,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3781,0,16,"United-States","<=50K" +50,"Self-emp-not-inc",176867,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3781,0,40,"United-States","<=50K" +58,"Private",298601,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",3781,0,40,"United-States","<=50K" +33,"Private",163110,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",3781,0,40,"United-States","<=50K" +20,"Private",194630,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",3781,0,50,"United-States","<=50K" +21,"?",262280,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",3781,0,40,"United-States","<=50K" +22,"?",154235,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",3781,0,35,"United-States","<=50K" +52,"Private",230657,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",3781,0,40,"Columbia","<=50K" +48,"Private",373366,"1st-4th",2,"Married-civ-spouse","Farming-fishing","Husband","White","Male",3781,0,50,"Mexico","<=50K" +35,"Private",538583,"11th",7,"Separated","Transport-moving","Not-in-family","Black","Male",3674,0,40,"United-States","<=50K" +33,"Private",40681,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",3674,0,16,"United-States","<=50K" +36,"Private",130926,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",3674,0,40,"United-States","<=50K" +50,"Federal-gov",166419,"11th",7,"Never-married","Sales","Not-in-family","Black","Female",3674,0,40,"United-States","<=50K" +23,"Private",193090,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",3674,0,40,"United-States","<=50K" +64,"?",239529,"11th",7,"Widowed","?","Not-in-family","White","Female",3674,0,35,"United-States","<=50K" +21,"Private",148211,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",3674,0,50,"United-States","<=50K" +25,"Private",40512,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",3674,0,30,"United-States","<=50K" +44,"Private",408717,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",3674,0,50,"United-States","<=50K" +41,"Self-emp-not-inc",89942,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",3674,0,45,"United-States","<=50K" +29,"Local-gov",419722,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",3674,0,40,"United-States","<=50K" +46,"Private",270693,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",3674,0,30,"United-States","<=50K" +32,"Private",426467,"1st-4th",2,"Never-married","Craft-repair","Not-in-family","White","Male",3674,0,40,"Guatemala","<=50K" +24,"Private",103064,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",3674,0,40,"United-States","<=50K" +61,"Private",128848,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3471,0,40,"United-States","<=50K" +74,"?",340939,"9th",5,"Married-civ-spouse","?","Husband","White","Male",3471,0,40,"United-States","<=50K" +63,"Private",273010,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",3471,0,40,"United-States","<=50K" +64,"Local-gov",237379,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",3471,0,40,"United-States","<=50K" +73,"Private",242769,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3471,0,40,"England","<=50K" +37,"Private",259846,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",3471,0,40,"United-States","<=50K" +72,"Private",116640,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3471,0,20,"United-States","<=50K" +66,"Federal-gov",47358,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",3471,0,40,"United-States","<=50K" +39,"?",157443,"Masters",14,"Married-civ-spouse","?","Wife","Asian-Pac-Islander","Female",3464,0,40,"?","<=50K" +39,"Private",129597,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",3464,0,40,"United-States","<=50K" +38,"Private",203836,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",3464,0,40,"Columbia","<=50K" +32,"Private",209103,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3464,0,40,"United-States","<=50K" +40,"?",428584,"HS-grad",9,"Married-civ-spouse","?","Wife","Black","Female",3464,0,20,"United-States","<=50K" +41,"State-gov",227734,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",3464,0,40,"United-States","<=50K" +36,"?",216256,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",3464,0,30,"United-States","<=50K" +26,"Private",302097,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3464,0,48,"United-States","<=50K" +29,"Self-emp-not-inc",70604,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",3464,0,40,"United-States","<=50K" +38,"State-gov",364958,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",3464,0,40,"United-States","<=50K" +27,"Private",267325,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",3464,0,40,"United-States","<=50K" +39,"State-gov",42186,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",3464,0,20,"United-States","<=50K" +54,"Private",28683,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",3464,0,40,"United-States","<=50K" +37,"Private",212512,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3464,0,50,"United-States","<=50K" +31,"Private",149507,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",3464,0,38,"United-States","<=50K" +38,"Self-emp-not-inc",184456,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",3464,0,80,"Italy","<=50K" +31,"Local-gov",209103,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",3464,0,45,"United-States","<=50K" +46,"Private",248059,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3464,0,40,"United-States","<=50K" +37,"Private",236990,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3464,0,40,"United-States","<=50K" +30,"Private",151001,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3464,0,40,"Mexico","<=50K" +32,"Private",184440,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3464,0,40,"United-States","<=50K" +36,"Private",115360,"10th",6,"Married-civ-spouse","Machine-op-inspct","Own-child","White","Female",3464,0,40,"United-States","<=50K" +55,"Private",141727,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",3464,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",280169,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",3456,0,8,"United-States","<=50K" +75,"Self-emp-not-inc",31428,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",3456,0,40,"United-States","<=50K" +71,"?",250263,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",3432,0,30,"United-States","<=50K" +70,"Private",278139,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",3432,0,40,"United-States","<=50K" +71,"?",108390,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",3432,0,20,"United-States","<=50K" +66,"Local-gov",179285,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3432,0,20,"United-States","<=50K" +25,"?",262245,"Assoc-voc",11,"Never-married","?","Own-child","White","Female",3418,0,40,"United-States","<=50K" +33,"Private",207267,"10th",6,"Separated","Other-service","Unmarried","White","Female",3418,0,35,"United-States","<=50K" +29,"Private",286452,"Assoc-acdm",12,"Divorced","Sales","Unmarried","White","Female",3418,0,40,"United-States","<=50K" +25,"Private",195914,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",3418,0,30,"United-States","<=50K" +29,"?",339100,"11th",7,"Divorced","?","Not-in-family","White","Female",3418,0,48,"United-States","<=50K" +27,"State-gov",249362,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",3411,0,40,"United-States","<=50K" +44,"Private",193459,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",3411,0,40,"United-States","<=50K" +62,"?",225652,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",3411,0,50,"United-States","<=50K" +39,"Private",297847,"9th",5,"Married-civ-spouse","Other-service","Wife","Black","Female",3411,0,34,"United-States","<=50K" +62,"?",94931,"Assoc-voc",11,"Married-civ-spouse","?","Husband","White","Male",3411,0,40,"United-States","<=50K" +51,"Private",147954,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",3411,0,38,"United-States","<=50K" +40,"Self-emp-not-inc",55363,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3411,0,40,"United-States","<=50K" +29,"Private",233421,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",3411,0,45,"United-States","<=50K" +47,"Local-gov",138342,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",3411,0,40,"El-Salvador","<=50K" +37,"Private",219546,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Other-relative","White","Male",3411,0,47,"United-States","<=50K" +30,"Private",72887,"HS-grad",9,"Married-civ-spouse","Craft-repair","Own-child","Asian-Pac-Islander","Male",3411,0,40,"United-States","<=50K" +50,"Private",158948,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",3411,0,40,"United-States","<=50K" +44,"State-gov",96249,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3411,0,40,"United-States","<=50K" +28,"Private",190836,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3411,0,40,"United-States","<=50K" +26,"Private",255193,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3411,0,40,"United-States","<=50K" +41,"Private",439919,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",3411,0,40,"Mexico","<=50K" +61,"Private",180382,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",3411,0,45,"United-States","<=50K" +46,"Private",171228,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3411,0,35,"Guatemala","<=50K" +56,"Self-emp-not-inc",201318,"9th",5,"Married-civ-spouse","Exec-managerial","Other-relative","White","Male",3411,0,50,"Columbia","<=50K" +64,"?",146272,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",3411,0,15,"United-States","<=50K" +38,"Self-emp-not-inc",163204,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3411,0,25,"United-States","<=50K" +55,"Private",132887,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",3411,0,40,"Jamaica","<=50K" +29,"Private",413297,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3411,0,70,"Mexico","<=50K" +33,"Private",60567,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3411,0,40,"United-States","<=50K" +51,"Private",122159,"Some-college",10,"Widowed","Prof-specialty","Not-in-family","White","Female",3325,0,40,"United-States","<=50K" +25,"Private",221757,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",3325,0,45,"United-States","<=50K" +49,"Private",50282,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",3325,0,45,"United-States","<=50K" +45,"Federal-gov",273194,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","Black","Male",3325,0,40,"United-States","<=50K" +45,"Private",330535,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +34,"Private",182177,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",3325,0,35,"United-States","<=50K" +24,"Private",182812,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",3325,0,52,"Dominican-Republic","<=50K" +43,"Private",218558,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +58,"Private",140363,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",3325,0,30,"United-States","<=50K" +26,"Federal-gov",95806,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +29,"Private",159768,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",3325,0,40,"Ecuador","<=50K" +47,"Self-emp-inc",175958,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",3325,0,60,"United-States","<=50K" +47,"Private",184005,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","Amer-Indian-Eskimo","Female",3325,0,45,"United-States","<=50K" +48,"Private",348144,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",3325,0,53,"United-States","<=50K" +26,"Private",120238,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +31,"State-gov",188900,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",3325,0,35,"United-States","<=50K" +22,"Private",310152,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +38,"Private",51100,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +21,"Private",189888,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",3325,0,60,"United-States","<=50K" +60,"Private",128367,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Male",3325,0,42,"United-States","<=50K" +51,"Local-gov",209320,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +31,"Private",193231,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",3325,0,60,"United-States","<=50K" +29,"Private",157612,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",3325,0,45,"United-States","<=50K" +49,"Private",323798,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",3325,0,50,"United-States","<=50K" +35,"Private",246449,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",3325,0,50,"United-States","<=50K" +31,"Private",286406,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +28,"Private",230856,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Black","Female",3325,0,50,"United-States","<=50K" +48,"Private",247685,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +40,"Private",222011,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",3325,0,40,"United-States","<=50K" +42,"Private",397346,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +33,"Private",460408,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",3325,0,50,"United-States","<=50K" +41,"Private",152742,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","White","Female",3325,0,40,"United-States","<=50K" +40,"Private",168071,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +27,"Private",314240,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +36,"Private",32709,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",3325,0,45,"United-States","<=50K" +25,"Private",247025,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",3325,0,48,"United-States","<=50K" +25,"Private",361493,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +25,"Private",167835,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",3325,0,40,"United-States","<=50K" +27,"Local-gov",66824,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Amer-Indian-Eskimo","Female",3325,0,43,"United-States","<=50K" +27,"Private",287476,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",3325,0,40,"United-States","<=50K" +26,"Private",108019,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",3325,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",108557,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",3325,0,60,"United-States","<=50K" +46,"Self-emp-inc",256909,"HS-grad",9,"Married-spouse-absent","Farming-fishing","Not-in-family","White","Male",3325,0,45,"United-States","<=50K" +44,"Self-emp-not-inc",185057,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",3325,0,40,"United-States","<=50K" +30,"Private",195576,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",3325,0,50,"United-States","<=50K" +23,"Private",91733,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Female",3325,0,40,"United-States","<=50K" +46,"Private",65353,"Some-college",10,"Divorced","Transport-moving","Own-child","White","Male",3325,0,55,"United-States","<=50K" +29,"Private",114158,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",3325,0,10,"United-States","<=50K" +42,"Local-gov",246862,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",3325,0,40,"United-States","<=50K" +41,"Private",320744,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",3325,0,50,"United-States","<=50K" +52,"Private",114228,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",3325,0,40,"United-States","<=50K" +46,"State-gov",327786,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","White","Female",3325,0,42,"United-States","<=50K" +59,"Private",152968,"Some-college",10,"Separated","Adm-clerical","Other-relative","White","Male",3325,0,40,"United-States","<=50K" +67,"Self-emp-not-inc",116057,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",3273,0,16,"United-States","<=50K" +66,"Federal-gov",38621,"Assoc-voc",11,"Widowed","Other-service","Unmarried","Black","Female",3273,0,40,"United-States","<=50K" +66,"Local-gov",376506,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Female",3273,0,40,"United-States","<=50K" +73,"Federal-gov",127858,"Some-college",10,"Widowed","Tech-support","Not-in-family","White","Female",3273,0,40,"United-States","<=50K" +68,"Private",191581,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",3273,0,40,"United-States","<=50K" +69,"Self-emp-not-inc",92472,"10th",6,"Married-spouse-absent","Farming-fishing","Not-in-family","White","Male",3273,0,45,"United-States","<=50K" +54,"Private",183611,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",3137,0,50,"United-States","<=50K" +31,"Private",247328,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3137,0,40,"Mexico","<=50K" +45,"Self-emp-not-inc",239093,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Amer-Indian-Eskimo","Male",3137,0,40,"United-States","<=50K" +38,"Private",170020,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3137,0,45,"United-States","<=50K" +37,"Private",195148,"HS-grad",9,"Married-civ-spouse","Craft-repair","Own-child","White","Male",3137,0,40,"United-States","<=50K" +41,"Private",282948,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","Black","Male",3137,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",73199,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",3137,0,77,"Vietnam","<=50K" +64,"Local-gov",202984,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3137,0,40,"United-States","<=50K" +47,"Local-gov",80282,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3137,0,40,"United-States","<=50K" +29,"Private",183627,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3137,0,48,"Ireland","<=50K" +57,"Self-emp-not-inc",57071,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",3137,0,40,"United-States","<=50K" +25,"Private",335005,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",3137,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",118259,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3137,0,60,"United-States","<=50K" +28,"Private",66777,"Assoc-voc",11,"Married-civ-spouse","Other-service","Other-relative","White","Female",3137,0,40,"United-States","<=50K" +45,"Private",273194,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",3137,0,35,"United-States","<=50K" +37,"Private",78928,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",3137,0,40,"United-States","<=50K" +44,"Private",889965,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",3137,0,30,"United-States","<=50K" +39,"Private",258276,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",3137,0,40,"?","<=50K" +53,"Private",150980,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3137,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",194636,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3137,0,50,"United-States","<=50K" +50,"Private",266945,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",3137,0,40,"El-Salvador","<=50K" +50,"Private",160572,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3137,0,47,"United-States","<=50K" +51,"Private",282549,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",3137,0,40,"United-States","<=50K" +60,"Private",121319,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3137,0,40,"Poland","<=50K" +35,"Private",180686,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3137,0,40,"United-States","<=50K" +40,"Local-gov",153489,"HS-grad",9,"Married-civ-spouse","Other-service","Other-relative","White","Male",3137,0,40,"United-States","<=50K" +42,"Private",125280,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3137,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",183735,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3137,0,30,"United-States","<=50K" +60,"Self-emp-not-inc",95445,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",3137,0,46,"United-States","<=50K" +31,"Self-emp-not-inc",265807,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3137,0,50,"United-States","<=50K" +52,"Local-gov",30118,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",3137,0,42,"United-States","<=50K" +36,"Self-emp-not-inc",179896,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",3137,0,40,"United-States","<=50K" +36,"Private",245090,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",3137,0,50,"El-Salvador","<=50K" +38,"Self-emp-not-inc",245372,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3137,0,50,"United-States","<=50K" +30,"Self-emp-not-inc",113838,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",3137,0,60,"Germany","<=50K" +31,"Private",109055,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",3137,0,45,"United-States","<=50K" +46,"Self-emp-not-inc",101722,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3137,0,40,"United-States","<=50K" +33,"Private",169879,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3103,0,47,"United-States",">50K" +37,"Private",186934,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3103,0,44,"United-States",">50K" +50,"Private",767403,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3103,0,40,"United-States",">50K" +41,"Private",118212,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,40,"United-States",">50K" +26,"Private",167350,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",3103,0,40,"United-States",">50K" +51,"Private",120173,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,50,"United-States",">50K" +33,"Private",155343,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,40,"United-States",">50K" +36,"Private",24106,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,40,"United-States",">50K" +39,"Private",127772,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,44,"United-States",">50K" +51,"Private",237735,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",3103,0,40,"United-States",">50K" +36,"Private",131239,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3103,0,45,"United-States",">50K" +48,"Private",235646,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,40,"United-States",">50K" +32,"Private",34104,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,55,"United-States",">50K" +50,"Private",71417,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,40,"United-States",">50K" +50,"Private",69345,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",3103,0,55,"United-States",">50K" +41,"Self-emp-not-inc",120539,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3103,0,40,"United-States",">50K" +52,"Private",99307,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,48,"United-States",">50K" +44,"Private",152629,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",3103,0,40,"United-States",">50K" +56,"Private",176118,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,40,"United-States",">50K" +37,"Self-emp-inc",39089,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,50,"United-States",">50K" +35,"Self-emp-not-inc",181705,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,40,"United-States",">50K" +34,"?",353881,"Assoc-voc",11,"Married-civ-spouse","?","Husband","White","Male",3103,0,60,"United-States",">50K" +62,"Private",121319,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3103,0,40,"United-States",">50K" +43,"Private",115323,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,40,"United-States",">50K" +28,"Private",215955,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,40,"United-States",">50K" +43,"Private",99212,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,48,"United-States",">50K" +57,"Private",298507,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3103,0,40,"United-States",">50K" +47,"Private",340982,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",3103,0,40,"Philippines",">50K" +50,"Private",158294,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",3103,0,40,"United-States",">50K" +33,"Self-emp-not-inc",58702,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",3103,0,50,"United-States",">50K" +54,"Private",139703,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,40,"Germany",">50K" +47,"Private",33710,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,60,"United-States",">50K" +33,"Private",150570,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3103,0,43,"United-States",">50K" +52,"Private",229983,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",3103,0,30,"United-States",">50K" +39,"Private",306646,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,50,"United-States",">50K" +55,"Private",105582,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",3103,0,40,"United-States",">50K" +57,"Private",211804,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3103,0,50,"United-States",">50K" +40,"Private",220977,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",3103,0,40,"India",">50K" +60,"State-gov",194252,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",3103,0,40,"United-States",">50K" +26,"Local-gov",242464,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",3103,0,40,"United-States",">50K" +36,"Private",181382,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3103,0,40,"United-States",">50K" +32,"Private",205152,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,40,"United-States",">50K" +39,"Self-emp-inc",336226,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,60,"United-States",">50K" +51,"Self-emp-not-inc",276456,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,30,"United-States",">50K" +27,"Private",221366,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3103,0,50,"United-States",">50K" +41,"State-gov",293485,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",3103,0,40,"United-States",">50K" +61,"Private",160942,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,50,"United-States","<=50K" +38,"Private",383239,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,40,"United-States",">50K" +40,"Self-emp-not-inc",167081,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,50,"United-States","<=50K" +43,"Private",358199,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,40,"United-States",">50K" +46,"Private",33842,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",3103,0,40,"United-States",">50K" +54,"Private",169719,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,40,"United-States",">50K" +36,"Private",58343,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",3103,0,42,"United-States",">50K" +49,"Private",54772,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,45,"United-States",">50K" +52,"Private",210736,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,55,"United-States",">50K" +55,"Private",101468,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,40,"United-States",">50K" +38,"Self-emp-not-inc",146042,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",3103,0,60,"United-States",">50K" +39,"Private",280570,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,50,"United-States",">50K" +59,"Private",258579,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",3103,0,35,"United-States",">50K" +34,"Private",175856,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,55,"United-States",">50K" +42,"Private",78765,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,45,"United-States",">50K" +46,"Private",423222,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,60,"United-States",">50K" +53,"Self-emp-not-inc",159876,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",3103,0,72,"United-States","<=50K" +51,"Self-emp-not-inc",156802,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",3103,0,60,"United-States",">50K" +34,"Private",198265,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",3103,0,40,"United-States",">50K" +35,"Self-emp-not-inc",37778,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",3103,0,55,"United-States","<=50K" +51,"Private",145409,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,48,"United-States",">50K" +50,"Self-emp-not-inc",156951,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3103,0,40,"United-States",">50K" +55,"Self-emp-not-inc",322691,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,55,"United-States",">50K" +37,"Private",105803,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,45,"United-States",">50K" +48,"Private",188432,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3103,0,46,"United-States",">50K" +25,"Self-emp-not-inc",259299,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,50,"United-States",">50K" +39,"Private",49020,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,48,"United-States",">50K" +45,"Private",168598,"12th",8,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",3103,0,40,"United-States",">50K" +45,"Self-emp-not-inc",118081,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",3103,0,42,"United-States","<=50K" +46,"Private",186172,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3103,0,40,"United-States",">50K" +28,"?",303674,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",3103,0,20,"United-States","<=50K" +18,"Private",184016,"HS-grad",9,"Married-civ-spouse","Priv-house-serv","Not-in-family","White","Female",3103,0,40,"United-States","<=50K" +46,"Private",31432,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",3103,0,52,"United-States",">50K" +34,"Private",99872,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",3103,0,40,"India",">50K" +30,"Private",114912,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,60,"United-States",">50K" +25,"Private",353795,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",3103,0,40,"United-States",">50K" +56,"Private",89922,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",3103,0,45,"United-States",">50K" +44,"Private",124747,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",3103,0,40,"United-States",">50K" +29,"Private",278637,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",3103,0,45,"United-States",">50K" +61,"?",71467,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",3103,0,40,"United-States",">50K" +46,"Self-emp-inc",120902,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",3103,0,37,"United-States",">50K" +30,"Private",101345,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",3103,0,55,"United-States",">50K" +46,"Federal-gov",33794,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",3103,0,40,"United-States",">50K" +44,"Private",277488,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",3103,0,40,"United-States",">50K" +60,"Self-emp-not-inc",187794,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",3103,0,60,"United-States",">50K" +45,"Private",179659,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,40,"United-States",">50K" +53,"Private",53197,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",3103,0,40,"United-States",">50K" +55,"Local-gov",143949,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",3103,0,45,"United-States",">50K" +41,"Private",167106,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",3103,0,35,"Philippines",">50K" +30,"Private",345522,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",3103,0,70,"United-States",">50K" +37,"Private",377798,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",3103,0,40,"United-States",">50K" +69,"Private",108196,"9th",5,"Never-married","Craft-repair","Other-relative","White","Male",2993,0,40,"United-States","<=50K" +70,"?",158642,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",2993,0,20,"United-States","<=50K" +40,"Local-gov",50442,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Amer-Indian-Eskimo","Female",2977,0,35,"United-States","<=50K" +40,"Private",197923,"Bachelors",13,"Never-married","Adm-clerical","Unmarried","Black","Female",2977,0,40,"United-States","<=50K" +35,"State-gov",172475,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Female",2977,0,45,"United-States","<=50K" +34,"Private",269723,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",2977,0,50,"United-States","<=50K" +36,"Private",275653,"7th-8th",4,"Married-spouse-absent","Machine-op-inspct","Unmarried","White","Female",2977,0,40,"Puerto-Rico","<=50K" +39,"Private",160728,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",2977,0,40,"United-States","<=50K" +32,"Private",116055,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",2977,0,35,"United-States","<=50K" +42,"State-gov",109462,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","Black","Female",2977,0,40,"United-States","<=50K" +78,"Private",182977,"HS-grad",9,"Widowed","Other-service","Not-in-family","Black","Female",2964,0,40,"United-States","<=50K" +71,"Private",157909,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",2964,0,60,"United-States","<=50K" +69,"Private",370888,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Female",2964,0,6,"Germany","<=50K" +69,"Private",159522,"7th-8th",4,"Divorced","Machine-op-inspct","Unmarried","Black","Female",2964,0,40,"United-States","<=50K" +79,"Private",172220,"7th-8th",4,"Widowed","Priv-house-serv","Not-in-family","White","Female",2964,0,30,"United-States","<=50K" +66,"?",186032,"Assoc-voc",11,"Widowed","?","Not-in-family","White","Female",2964,0,30,"United-States","<=50K" +70,"?",149040,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",2964,0,12,"United-States","<=50K" +90,"Self-emp-not-inc",82628,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",2964,0,12,"United-States","<=50K" +69,"?",107575,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",2964,0,35,"United-States","<=50K" +51,"Private",120914,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",2961,0,40,"United-States","<=50K" +62,"?",302142,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",2961,0,30,"United-States","<=50K" +20,"Private",279538,"11th",7,"Married-civ-spouse","Handlers-cleaners","Other-relative","White","Male",2961,0,35,"United-States","<=50K" +66,"Private",116468,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",2936,0,20,"United-States","<=50K" +81,"Self-emp-inc",247232,"10th",6,"Married-civ-spouse","Exec-managerial","Wife","White","Female",2936,0,28,"United-States","<=50K" +58,"Private",407138,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2936,0,50,"Mexico","<=50K" +59,"Private",108496,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",2907,0,40,"United-States","<=50K" +26,"Private",48718,"10th",6,"Never-married","Adm-clerical","Not-in-family","White","Female",2907,0,40,"United-States","<=50K" +23,"Private",55674,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","White","Female",2907,0,40,"United-States","<=50K" +36,"Private",544686,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",2907,0,40,"Nicaragua","<=50K" +26,"Private",116044,"11th",7,"Separated","Craft-repair","Other-relative","White","Male",2907,0,50,"United-States","<=50K" +56,"Private",266091,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",2907,0,52,"Cuba","<=50K" +31,"Private",511289,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",2907,0,99,"United-States","<=50K" +22,"Private",385077,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",2907,0,40,"United-States","<=50K" +23,"?",138768,"Bachelors",13,"Never-married","?","Own-child","White","Male",2907,0,40,"United-States","<=50K" +25,"Private",104993,"9th",5,"Never-married","Handlers-cleaners","Own-child","Black","Male",2907,0,40,"United-States","<=50K" +18,"Private",225859,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",2907,0,30,"United-States","<=50K" +59,"Private",284834,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",2885,0,30,"United-States","<=50K" +41,"Private",187821,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2885,0,40,"United-States","<=50K" +35,"Private",174856,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",2885,0,40,"United-States","<=50K" +56,"Private",286487,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",2885,0,45,"United-States","<=50K" +47,"Self-emp-inc",483596,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",2885,0,32,"United-States","<=50K" +35,"Private",306678,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2885,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",285020,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",2885,0,40,"United-States","<=50K" +56,"State-gov",54260,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",2885,0,40,"China","<=50K" +55,"?",216941,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",2885,0,40,"United-States","<=50K" +27,"Private",165365,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",2885,0,40,"Laos","<=50K" +22,"Private",31387,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Own-child","Amer-Indian-Eskimo","Female",2885,0,25,"United-States","<=50K" +48,"Private",118889,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",2885,0,15,"United-States","<=50K" +27,"Private",57052,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",2885,0,40,"United-States","<=50K" +34,"?",205256,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",2885,0,80,"United-States","<=50K" +47,"Private",133969,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",2885,0,65,"Japan","<=50K" +26,"Private",345405,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",2885,0,40,"United-States","<=50K" +61,"Local-gov",35001,"7th-8th",4,"Married-civ-spouse","Adm-clerical","Husband","White","Male",2885,0,40,"United-States","<=50K" +42,"Self-emp-inc",23813,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",2885,0,30,"United-States","<=50K" +25,"Private",120238,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",2885,0,43,"United-States","<=50K" +28,"Private",148429,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2885,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",101709,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",2885,0,40,"United-States","<=50K" +42,"Private",319016,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",2885,0,45,"United-States","<=50K" +50,"Private",108933,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",2885,0,40,"United-States","<=50K" +24,"Private",437666,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",2885,0,50,"United-States","<=50K" +27,"Private",358636,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",2829,0,70,"United-States","<=50K" +38,"Private",234962,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",2829,0,30,"Mexico","<=50K" +35,"Private",356838,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",2829,0,55,"Poland","<=50K" +26,"Private",182178,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",2829,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",31848,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",2829,0,90,"United-States","<=50K" +39,"Private",84954,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",2829,0,65,"United-States","<=50K" +36,"Private",103323,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2829,0,40,"United-States","<=50K" +40,"Private",144594,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",2829,0,40,"United-States","<=50K" +32,"Private",183811,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",2829,0,40,"United-States","<=50K" +41,"Private",150533,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",2829,0,40,"United-States","<=50K" +25,"Private",104097,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",2829,0,60,"United-States","<=50K" +29,"Private",170301,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",2829,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",77146,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",2829,0,45,"United-States","<=50K" +62,"Private",238913,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",2829,0,24,"United-States","<=50K" +39,"Private",231141,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2829,0,40,"United-States","<=50K" +30,"Private",130021,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",2829,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",108435,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",2829,0,30,"United-States","<=50K" +43,"Private",154210,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",2829,0,60,"China","<=50K" +47,"Self-emp-not-inc",237731,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",2829,0,65,"United-States","<=50K" +31,"Private",156763,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",2829,0,40,"United-States","<=50K" +34,"Private",340917,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",2829,0,50,"?","<=50K" +27,"Private",215955,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",2829,0,40,"United-States","<=50K" +40,"Private",27821,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",2829,0,40,"United-States","<=50K" +45,"Private",213140,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",2829,0,40,"United-States","<=50K" +28,"Private",416577,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",2829,0,40,"United-States","<=50K" +61,"Self-emp-inc",171831,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",2829,0,45,"United-States","<=50K" +41,"Private",104892,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",2829,0,40,"United-States","<=50K" +29,"Private",157308,"11th",7,"Married-civ-spouse","Handlers-cleaners","Wife","Asian-Pac-Islander","Female",2829,0,14,"Philippines","<=50K" +62,"Local-gov",203525,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",2829,0,40,"United-States","<=50K" +53,"Private",257940,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2829,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",31478,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",2829,0,60,"United-States","<=50K" +75,"?",248833,"HS-grad",9,"Married-AF-spouse","?","Wife","White","Female",2653,0,14,"United-States","<=50K" +70,"Private",216390,"9th",5,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",2653,0,40,"United-States","<=50K" +70,"Self-emp-not-inc",139889,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",2653,0,70,"United-States","<=50K" +75,"Private",104896,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",2653,0,20,"United-States","<=50K" +90,"Local-gov",214594,"7th-8th",4,"Married-civ-spouse","Protective-serv","Husband","White","Male",2653,0,40,"United-States","<=50K" +24,"Private",296045,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",2635,0,38,"United-States","<=50K" +29,"Local-gov",30069,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",2635,0,40,"United-States","<=50K" +39,"Private",326342,"11th",7,"Married-civ-spouse","Other-service","Husband","Black","Male",2635,0,37,"United-States","<=50K" +33,"Private",133503,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",2635,0,16,"United-States","<=50K" +37,"Self-emp-not-inc",192251,"10th",6,"Married-civ-spouse","Other-service","Wife","White","Female",2635,0,40,"United-States","<=50K" +54,"?",31588,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",2635,0,40,"United-States","<=50K" +64,"Self-emp-inc",213574,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",2635,0,10,"United-States","<=50K" +39,"Private",117166,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2635,0,40,"United-States","<=50K" +64,"Private",116084,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",2635,0,40,"United-States","<=50K" +64,"Self-emp-not-inc",159938,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",2635,0,24,"Italy","<=50K" +35,"Self-emp-not-inc",241469,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",2635,0,30,"United-States","<=50K" +22,"Private",240817,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",2597,0,40,"United-States","<=50K" +25,"Private",186925,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",2597,0,48,"United-States","<=50K" +26,"Private",262617,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",2597,0,40,"United-States","<=50K" +21,"Private",203924,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",2597,0,45,"United-States","<=50K" +19,"Private",38294,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",2597,0,40,"United-States","<=50K" +25,"Private",179953,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",2597,0,31,"United-States","<=50K" +60,"Private",163729,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",2597,0,40,"United-States","<=50K" +26,"Private",456618,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",2597,0,40,"United-States","<=50K" +25,"Private",164229,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",2597,0,40,"United-States","<=50K" +24,"Private",103277,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",2597,0,40,"United-States","<=50K" +32,"Private",168138,"Assoc-acdm",12,"Divorced","Sales","Not-in-family","White","Male",2597,0,48,"United-States","<=50K" +53,"Private",113176,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",2597,0,40,"United-States","<=50K" +26,"Private",151551,"Some-college",10,"Separated","Sales","Own-child","Amer-Indian-Eskimo","Male",2597,0,48,"United-States","<=50K" +25,"State-gov",99076,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",2597,0,50,"United-States","<=50K" +32,"Private",79870,"Some-college",10,"Married-civ-spouse","Exec-managerial","Own-child","White","Female",2597,0,40,"Japan","<=50K" +23,"Private",160951,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",2597,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",153356,"HS-grad",9,"Divorced","Sales","Not-in-family","Black","Male",2597,0,55,"United-States","<=50K" +49,"Private",83622,"Assoc-acdm",12,"Separated","Adm-clerical","Not-in-family","White","Female",2597,0,40,"United-States","<=50K" +23,"Private",239663,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",2597,0,50,"United-States","<=50K" +25,"Private",222539,"10th",6,"Never-married","Transport-moving","Not-in-family","White","Male",2597,0,50,"United-States","<=50K" +40,"Private",82465,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2580,0,40,"United-States","<=50K" +37,"Private",34378,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",2580,0,60,"United-States","<=50K" +28,"Private",212091,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2580,0,40,"United-States","<=50K" +22,"Self-emp-inc",269583,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",2580,0,40,"United-States","<=50K" +63,"Private",133144,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",2580,0,20,"United-States","<=50K" +24,"Private",141113,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",2580,0,40,"United-States","<=50K" +30,"Private",326199,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",2580,0,40,"United-States","<=50K" +27,"Private",198188,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",2580,0,45,"United-States","<=50K" +55,"Private",154580,"10th",6,"Married-civ-spouse","Other-service","Husband","Black","Male",2580,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",144071,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",2580,0,15,"El-Salvador","<=50K" +40,"Private",367533,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2580,0,40,"United-States","<=50K" +64,"Private",75577,"7th-8th",4,"Married-civ-spouse","Adm-clerical","Husband","White","Male",2580,0,50,"United-States","<=50K" +69,"Private",165017,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","White","Male",2538,0,40,"United-States","<=50K" +23,"Private",211046,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",2463,0,40,"United-States","<=50K" +26,"State-gov",203279,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",2463,0,50,"India","<=50K" +48,"Private",161187,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",2463,0,40,"United-States","<=50K" +34,"Private",394447,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",2463,0,50,"France","<=50K" +36,"Private",100681,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",2463,0,40,"United-States","<=50K" +34,"Private",112820,"HS-grad",9,"Separated","Handlers-cleaners","Not-in-family","White","Male",2463,0,40,"United-States","<=50K" +31,"Private",194293,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",2463,0,38,"United-States","<=50K" +24,"Private",229393,"11th",7,"Never-married","Farming-fishing","Unmarried","White","Male",2463,0,40,"United-States","<=50K" +28,"Private",54042,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Female",2463,0,35,"United-States","<=50K" +26,"Private",333677,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",2463,0,35,"United-States","<=50K" +30,"Private",139012,"Assoc-voc",11,"Never-married","Adm-clerical","Other-relative","Asian-Pac-Islander","Male",2463,0,40,"Vietnam","<=50K" +61,"Private",149981,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",2414,0,5,"United-States","<=50K" +67,"Self-emp-not-inc",127543,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",2414,0,80,"United-States","<=50K" +67,"?",188903,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",2414,0,40,"United-States","<=50K" +68,"Self-emp-not-inc",195881,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",2414,0,40,"United-States","<=50K" +65,"Without-pay",172949,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",2414,0,20,"United-States","<=50K" +65,"?",404601,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",2414,0,30,"United-States","<=50K" +59,"Private",328525,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",2414,0,15,"United-States","<=50K" +72,"Private",156310,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",2414,0,12,"United-States","<=50K" +30,"Private",59496,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",2407,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",30653,"Masters",14,"Married-civ-spouse","Farming-fishing","Husband","White","Male",2407,0,98,"United-States","<=50K" +35,"Private",234901,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",2407,0,40,"United-States","<=50K" +39,"Private",328466,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",2407,0,70,"Mexico","<=50K" +31,"Private",211334,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",2407,0,65,"United-States","<=50K" +26,"Private",143068,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",2407,0,50,"United-States","<=50K" +25,"Private",297154,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",2407,0,40,"United-States","<=50K" +28,"Private",38309,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",2407,0,40,"United-States","<=50K" +42,"Private",212894,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",2407,0,40,"United-States","<=50K" +45,"Private",358886,"12th",8,"Married-civ-spouse","Adm-clerical","Husband","White","Male",2407,0,50,"United-States","<=50K" +42,"Private",322385,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2407,0,40,"United-States","<=50K" +53,"Private",178356,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",2407,0,99,"United-States","<=50K" +24,"Private",41838,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",2407,0,40,"United-States","<=50K" +32,"Private",178615,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",2407,0,40,"United-States","<=50K" +22,"Private",190968,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",2407,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",224886,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",2407,0,40,"United-States","<=50K" +55,"Private",202220,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",2407,0,35,"United-States","<=50K" +49,"Private",251180,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",2407,0,50,"United-States","<=50K" +59,"?",160662,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",2407,0,60,"United-States","<=50K" +69,"Private",130060,"HS-grad",9,"Separated","Transport-moving","Unmarried","Black","Female",2387,0,40,"United-States","<=50K" +25,"Private",173212,"Assoc-acdm",12,"Never-married","Farming-fishing","Not-in-family","White","Male",2354,0,45,"United-States","<=50K" +44,"Private",83508,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Female",2354,0,99,"United-States","<=50K" +24,"Private",180060,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",2354,0,40,"United-States","<=50K" +42,"Private",30824,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",2354,0,16,"United-States","<=50K" +44,"Federal-gov",240628,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Female",2354,0,40,"United-States","<=50K" +38,"Private",203761,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Female",2354,0,40,"United-States","<=50K" +37,"Private",196529,"Some-college",10,"Widowed","Other-service","Not-in-family","White","Female",2354,0,40,"?","<=50K" +28,"Private",112403,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",2354,0,40,"United-States","<=50K" +35,"Private",183898,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",2354,0,40,"United-States","<=50K" +41,"Private",322980,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","Black","Male",2354,0,40,"United-States","<=50K" +26,"Private",195734,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",2354,0,40,"United-States","<=50K" +68,"Federal-gov",232151,"Some-college",10,"Divorced","Adm-clerical","Other-relative","Black","Female",2346,0,40,"United-States","<=50K" +75,"Self-emp-not-inc",242108,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",2346,0,15,"United-States","<=50K" +72,"Private",97304,"HS-grad",9,"Married-spouse-absent","Machine-op-inspct","Unmarried","White","Male",2346,0,40,"?","<=50K" +69,"Private",130413,"Bachelors",13,"Widowed","Exec-managerial","Not-in-family","White","Female",2346,0,15,"United-States","<=50K" +65,"Private",105116,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",2346,0,40,"United-States","<=50K" +70,"Private",237065,"5th-6th",3,"Widowed","Other-service","Other-relative","White","Female",2346,0,40,"?","<=50K" +71,"Private",269708,"Bachelors",13,"Divorced","Tech-support","Own-child","White","Female",2329,0,16,"United-States","<=50K" +67,"?",183374,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",2329,0,15,"United-States","<=50K" +70,"Self-emp-not-inc",280639,"HS-grad",9,"Widowed","Other-service","Other-relative","White","Female",2329,0,20,"United-States","<=50K" +65,"?",315728,"HS-grad",9,"Widowed","?","Unmarried","White","Female",2329,0,75,"United-States","<=50K" +72,"Private",107814,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",2329,0,60,"United-States","<=50K" +78,"Private",135566,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",2329,0,12,"United-States","<=50K" +65,"Private",192133,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",2290,0,40,"Greece","<=50K" +63,"Self-emp-not-inc",179400,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",2290,0,20,"United-States","<=50K" +66,"Self-emp-not-inc",174995,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",2290,0,30,"Hungary","<=50K" +65,"Self-emp-not-inc",78875,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",2290,0,40,"United-States","<=50K" +72,"Local-gov",259762,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",2290,0,10,"United-States","<=50K" +73,"Local-gov",232871,"7th-8th",4,"Married-civ-spouse","Protective-serv","Husband","White","Male",2228,0,10,"United-States","<=50K" +60,"Private",39952,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2228,0,37,"United-States","<=50K" +78,"?",27979,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",2228,0,32,"United-States","<=50K" +70,"?",207627,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",2228,0,24,"United-States","<=50K" +55,"Self-emp-not-inc",105582,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",2228,0,50,"United-States","<=50K" +28,"Private",89718,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",2202,0,48,"United-States","<=50K" +31,"Private",19302,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",2202,0,38,"United-States","<=50K" +29,"Self-emp-not-inc",189346,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",2202,0,50,"United-States","<=50K" +53,"Private",233780,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","Black","Female",2202,0,40,"United-States","<=50K" +58,"Self-emp-inc",21626,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Male",2202,0,56,"United-States","<=50K" +33,"Private",221966,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",2202,0,50,"United-States","<=50K" +44,"Self-emp-inc",56236,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Male",2202,0,45,"United-States","<=50K" +55,"Private",195329,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",2202,0,35,"Italy","<=50K" +23,"Private",565313,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",2202,0,80,"United-States","<=50K" +29,"Private",163003,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",2202,0,40,"Taiwan","<=50K" +39,"Local-gov",163278,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",2202,0,44,"United-States","<=50K" +28,"Local-gov",50512,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",2202,0,50,"United-States","<=50K" +50,"Local-gov",157043,"Masters",14,"Divorced","Prof-specialty","Not-in-family","Black","Female",2202,0,30,"?","<=50K" +38,"Private",108140,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",2202,0,45,"United-States","<=50K" +24,"Private",72119,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",2202,0,30,"United-States","<=50K" +22,"Private",205939,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",2202,0,4,"United-States","<=50K" +17,"Private",175024,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",2176,0,18,"United-States","<=50K" +49,"?",261059,"10th",6,"Separated","?","Own-child","White","Male",2176,0,40,"United-States","<=50K" +20,"Private",56322,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",2176,0,25,"United-States","<=50K" +18,"Private",376647,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",2176,0,25,"United-States","<=50K" +21,"Private",201603,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",2176,0,40,"United-States","<=50K" +20,"Private",169600,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",2176,0,12,"United-States","<=50K" +21,"Private",83033,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",2176,0,20,"United-States","<=50K" +20,"Private",286391,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",2176,0,20,"United-States","<=50K" +28,"Self-emp-not-inc",315417,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",2176,0,40,"United-States","<=50K" +19,"Private",42069,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",2176,0,45,"United-States","<=50K" +36,"Private",177907,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",2176,0,20,"?","<=50K" +63,"Private",169983,"11th",7,"Widowed","Sales","Not-in-family","White","Female",2176,0,30,"United-States","<=50K" +33,"Private",190511,"7th-8th",4,"Divorced","Handlers-cleaners","Not-in-family","White","Male",2176,0,35,"United-States","<=50K" +25,"Private",176047,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",2176,0,40,"United-States","<=50K" +21,"?",175166,"Some-college",10,"Never-married","?","Own-child","White","Female",2176,0,40,"United-States","<=50K" +18,"Private",60981,"Some-college",10,"Never-married","Sales","Own-child","White","Female",2176,0,35,"United-States","<=50K" +48,"Private",189462,"Some-college",10,"Divorced","Handlers-cleaners","Own-child","White","Male",2176,0,40,"United-States","<=50K" +27,"Private",177955,"5th-6th",3,"Never-married","Priv-house-serv","Other-relative","White","Female",2176,0,40,"El-Salvador","<=50K" +39,"Private",339442,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","Black","Male",2176,0,40,"United-States","<=50K" +20,"Private",26842,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",2176,0,40,"United-States","<=50K" +18,"Private",206008,"Some-college",10,"Never-married","Sales","Unmarried","White","Male",2176,0,40,"United-States","<=50K" +18,"Private",141626,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",2176,0,20,"United-States","<=50K" +21,"Private",213015,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","Black","Male",2176,0,40,"United-States","<=50K" +39,"State-gov",77516,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",2174,0,40,"United-States","<=50K" +40,"Self-emp-not-inc",204116,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Female",2174,0,40,"United-States","<=50K" +25,"Private",200408,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",2174,0,40,"United-States","<=50K" +29,"Private",177119,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","White","Female",2174,0,45,"United-States","<=50K" +41,"Private",107306,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",2174,0,40,"United-States","<=50K" +23,"Private",107578,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",2174,0,40,"United-States","<=50K" +28,"Private",56179,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",2174,0,55,"United-States","<=50K" +36,"Private",176101,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",2174,0,60,"United-States","<=50K" +39,"Private",190466,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",2174,0,40,"United-States","<=50K" +33,"Private",164707,"Assoc-acdm",12,"Never-married","Exec-managerial","Unmarried","White","Female",2174,0,55,"?","<=50K" +28,"Private",32291,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",2174,0,40,"United-States","<=50K" +39,"Private",115418,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",2174,0,45,"United-States","<=50K" +26,"Local-gov",425092,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",2174,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",151476,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",2174,0,40,"United-States","<=50K" +32,"Federal-gov",191385,"Assoc-acdm",12,"Divorced","Protective-serv","Not-in-family","White","Male",2174,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",219611,"Bachelors",13,"Never-married","Sales","Not-in-family","Black","Female",2174,0,50,"United-States","<=50K" +34,"Private",133503,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",2174,0,40,"United-States","<=50K" +29,"Private",196116,"Prof-school",15,"Divorced","Prof-specialty","Own-child","White","Female",2174,0,72,"United-States","<=50K" +40,"Private",149102,"HS-grad",9,"Married-spouse-absent","Handlers-cleaners","Not-in-family","White","Male",2174,0,60,"Poland","<=50K" +58,"Private",106546,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",2174,0,40,"United-States","<=50K" +57,"State-gov",25045,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Male",2174,0,37,"United-States","<=50K" +24,"Private",163665,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",2174,0,40,"United-States","<=50K" +32,"Private",107793,"HS-grad",9,"Divorced","Other-service","Own-child","White","Male",2174,0,40,"United-States","<=50K" +41,"Private",204682,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",2174,0,40,"Japan","<=50K" +27,"Private",191628,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","Black","Male",2174,0,40,"United-States","<=50K" +37,"Private",177858,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",2174,0,40,"United-States","<=50K" +48,"Private",245948,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",2174,0,40,"United-States","<=50K" +57,"Private",206343,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","White","Male",2174,0,40,"Cuba","<=50K" +41,"Private",115411,"Some-college",10,"Divorced","Sales","Own-child","White","Male",2174,0,45,"United-States","<=50K" +26,"Private",258768,"Some-college",10,"Never-married","Transport-moving","Not-in-family","Black","Male",2174,0,75,"United-States","<=50K" +63,"Private",125954,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",2174,0,40,"United-States","<=50K" +45,"Private",138626,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Male",2174,0,50,"United-States","<=50K" +21,"Private",100462,"Assoc-voc",11,"Never-married","Exec-managerial","Own-child","White","Female",2174,0,60,"United-States","<=50K" +31,"Private",187560,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",2174,0,40,"United-States","<=50K" +28,"Private",46987,"Assoc-voc",11,"Never-married","Tech-support","Own-child","White","Female",2174,0,36,"United-States","<=50K" +62,"Private",194167,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",2174,0,40,"United-States","<=50K" +41,"Private",45156,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",2174,0,41,"United-States","<=50K" +29,"Federal-gov",37933,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",2174,0,40,"United-States","<=50K" +24,"Private",254293,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",2174,0,45,"United-States","<=50K" +29,"Private",189565,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",2174,0,50,"United-States","<=50K" +43,"Federal-gov",134026,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Male",2174,0,40,"United-States","<=50K" +47,"Private",223342,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",2174,0,40,"England","<=50K" +25,"Private",139012,"Bachelors",13,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",2174,0,40,"Vietnam","<=50K" +32,"Self-emp-not-inc",261056,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Female",2174,0,60,"?","<=50K" +43,"Private",187702,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",2174,0,45,"United-States","<=50K" +25,"Private",198587,"Some-college",10,"Never-married","Tech-support","Not-in-family","Black","Female",2174,0,50,"United-States","<=50K" +27,"State-gov",192257,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",2174,0,40,"United-States","<=50K" +27,"Local-gov",162404,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","Black","Male",2174,0,40,"United-States","<=50K" +51,"Private",246519,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",2105,0,45,"United-States","<=50K" +31,"Private",209448,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",2105,0,40,"Mexico","<=50K" +63,"Private",135339,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",2105,0,40,"Vietnam","<=50K" +23,"Private",222925,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Own-child","White","Female",2105,0,40,"United-States","<=50K" +24,"Private",254767,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",2105,0,50,"United-States","<=50K" +21,"?",357029,"Some-college",10,"Married-civ-spouse","?","Wife","Black","Female",2105,0,20,"United-States","<=50K" +52,"Private",152373,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",2105,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",154641,"Assoc-acdm",12,"Married-civ-spouse","Farming-fishing","Husband","White","Male",2105,0,50,"United-States","<=50K" +33,"Local-gov",365908,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",2105,0,40,"United-States","<=50K" +81,"Private",114670,"9th",5,"Widowed","Priv-house-serv","Not-in-family","Black","Female",2062,0,5,"United-States","<=50K" +67,"Private",172756,"1st-4th",2,"Widowed","Machine-op-inspct","Not-in-family","White","Female",2062,0,34,"Ecuador","<=50K" +66,"Private",127921,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",2050,0,55,"United-States","<=50K" +67,"?",407618,"9th",5,"Divorced","?","Not-in-family","White","Female",2050,0,40,"United-States","<=50K" +69,"Private",541737,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",2050,0,24,"United-States","<=50K" +66,"?",306178,"10th",6,"Divorced","?","Not-in-family","White","Male",2050,0,40,"United-States","<=50K" +71,"Local-gov",303860,"Masters",14,"Widowed","Exec-managerial","Not-in-family","White","Male",2050,0,20,"United-States","<=50K" +46,"Self-emp-inc",110702,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",2036,0,60,"United-States","<=50K" +34,"Private",245211,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",2036,0,30,"United-States","<=50K" +38,"State-gov",103925,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",2036,0,20,"United-States","<=50K" +19,"Private",376683,"Some-college",10,"Never-married","Other-service","Unmarried","Black","Female",2036,0,30,"United-States","<=50K" +67,"Local-gov",342175,"Masters",14,"Divorced","Adm-clerical","Not-in-family","White","Female",2009,0,40,"United-States","<=50K" +65,"Local-gov",153890,"12th",8,"Widowed","Exec-managerial","Not-in-family","White","Male",2009,0,44,"United-States","<=50K" +70,"?",163057,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",2009,0,40,"United-States","<=50K" +69,"Private",106595,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",1848,0,40,"United-States","<=50K" +69,"Private",177374,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",1848,0,12,"United-States","<=50K" +65,"Private",172510,"Some-college",10,"Widowed","Prof-specialty","Not-in-family","White","Female",1848,0,20,"Hungary","<=50K" +65,"Private",80174,"HS-grad",9,"Divorced","Exec-managerial","Other-relative","White","Female",1848,0,50,"United-States","<=50K" +69,"Self-emp-not-inc",29980,"7th-8th",4,"Never-married","Farming-fishing","Other-relative","White","Male",1848,0,10,"United-States","<=50K" +69,"?",320280,"Some-college",10,"Never-married","?","Not-in-family","White","Male",1848,0,1,"United-States","<=50K" +41,"Private",162189,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",1831,0,40,"Peru","<=50K" +33,"State-gov",73296,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",1831,0,40,"United-States","<=50K" +44,"Private",126199,"Some-college",10,"Divorced","Transport-moving","Unmarried","White","Male",1831,0,50,"United-States","<=50K" +36,"Private",353524,"HS-grad",9,"Divorced","Exec-managerial","Own-child","White","Female",1831,0,40,"United-States","<=50K" +29,"Private",326330,"Some-college",10,"Divorced","Exec-managerial","Own-child","White","Female",1831,0,40,"United-States","<=50K" +40,"Private",341204,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",1831,0,30,"United-States","<=50K" +47,"State-gov",108890,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",1831,0,38,"United-States","<=50K" +65,"?",299494,"11th",7,"Married-civ-spouse","?","Husband","White","Male",1797,0,40,"United-States","<=50K" +69,"Private",141181,"5th-6th",3,"Married-civ-spouse","Adm-clerical","Husband","White","Male",1797,0,40,"United-States","<=50K" +67,"Private",101132,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",1797,0,40,"United-States","<=50K" +65,"Self-emp-not-inc",131417,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",1797,0,21,"United-States","<=50K" +74,"?",33114,"10th",6,"Married-civ-spouse","?","Husband","Amer-Indian-Eskimo","Male",1797,0,30,"United-States","<=50K" +78,"Private",184759,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",1797,0,15,"United-States","<=50K" +67,"Self-emp-not-inc",252842,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",1797,0,20,"United-States","<=50K" +34,"Private",104509,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",1639,0,20,"United-States","<=50K" +45,"Local-gov",339681,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",1506,0,45,"United-States","<=50K" +46,"State-gov",106705,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",1506,0,50,"United-States","<=50K" +36,"Private",135293,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",1506,0,45,"?","<=50K" +44,"Private",239723,"Some-college",10,"Married-spouse-absent","Craft-repair","Unmarried","White","Female",1506,0,45,"United-States","<=50K" +39,"Private",99357,"Masters",14,"Divorced","Prof-specialty","Own-child","White","Female",1506,0,40,"United-States","<=50K" +41,"Private",283116,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",1506,0,50,"United-States","<=50K" +40,"Self-emp-inc",50644,"Assoc-acdm",12,"Divorced","Sales","Unmarried","White","Female",1506,0,40,"United-States","<=50K" +37,"Private",257042,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",1506,0,40,"United-States","<=50K" +39,"Private",58972,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","White","Male",1506,0,40,"United-States","<=50K" +49,"Private",48120,"HS-grad",9,"Never-married","Transport-moving","Unmarried","Black","Female",1506,0,40,"United-States","<=50K" +40,"State-gov",150874,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",1506,0,40,"United-States","<=50K" +43,"State-gov",241506,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",1506,0,36,"United-States","<=50K" +49,"Private",50748,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Female",1506,0,35,"United-States","<=50K" +42,"Private",384508,"11th",7,"Divorced","Sales","Unmarried","White","Male",1506,0,50,"Mexico","<=50K" +41,"Federal-gov",160467,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",1506,0,40,"United-States","<=50K" +61,"Local-gov",101265,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",1471,0,35,"United-States","<=50K" +34,"Federal-gov",67083,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","Asian-Pac-Islander","Male",1471,0,40,"Cambodia","<=50K" +32,"Private",197457,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",1471,0,38,"United-States","<=50K" +33,"Private",288273,"12th",8,"Separated","Adm-clerical","Unmarried","White","Female",1471,0,40,"United-States","<=50K" +48,"Federal-gov",497486,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",1471,0,40,"United-States","<=50K" +53,"Private",95540,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",1471,0,40,"United-States","<=50K" +40,"Private",260425,"Assoc-acdm",12,"Separated","Tech-support","Unmarried","White","Female",1471,0,32,"United-States","<=50K" +72,"Private",157593,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",1455,0,6,"United-States","<=50K" +69,"Private",88566,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",1424,0,35,"United-States","<=50K" +76,"Private",93125,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",1424,0,24,"United-States","<=50K" +69,"Local-gov",61958,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",1424,0,6,"United-States","<=50K" +66,"Self-emp-not-inc",167687,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",1409,0,50,"United-States","<=50K" +66,"Self-emp-inc",150726,"9th",5,"Married-civ-spouse","Exec-managerial","Husband","White","Male",1409,0,1,"?","<=50K" +66,"Self-emp-not-inc",293114,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",1409,0,40,"United-States","<=50K" +75,"?",164849,"9th",5,"Married-civ-spouse","?","Husband","Black","Male",1409,0,5,"United-States","<=50K" +68,"?",117542,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",1409,0,15,"United-States","<=50K" +79,"?",142171,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",1409,0,35,"United-States","<=50K" +80,"Self-emp-not-inc",225892,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",1409,0,40,"United-States","<=50K" +76,"?",79445,"10th",6,"Married-civ-spouse","?","Husband","White","Male",1173,0,40,"United-States","<=50K" +73,"Private",105886,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",1173,0,75,"United-States","<=50K" +57,"?",202903,"7th-8th",4,"Married-civ-spouse","?","Wife","White","Female",1173,0,45,"Puerto-Rico","<=50K" +42,"Self-emp-inc",184018,"HS-grad",9,"Divorced","Sales","Unmarried","White","Male",1151,0,50,"United-States","<=50K" +35,"Private",342824,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Female",1151,0,40,"United-States","<=50K" +38,"Private",275338,"Bachelors",13,"Divorced","Sales","Unmarried","White","Female",1151,0,40,"United-States","<=50K" +37,"Local-gov",80680,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",1151,0,35,"United-States","<=50K" +30,"Private",149368,"HS-grad",9,"Divorced","Sales","Unmarried","White","Male",1151,0,30,"United-States","<=50K" +24,"Local-gov",187397,"Some-college",10,"Never-married","Protective-serv","Unmarried","Other","Male",1151,0,40,"United-States","<=50K" +44,"Private",155472,"Assoc-acdm",12,"Never-married","Prof-specialty","Unmarried","Black","Female",1151,0,50,"United-States","<=50K" +34,"Private",130369,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Female",1151,0,48,"Germany","<=50K" +70,"?",167358,"9th",5,"Widowed","?","Unmarried","White","Female",1111,0,15,"United-States","<=50K" +66,"?",160995,"10th",6,"Divorced","?","Not-in-family","White","Female",1086,0,20,"United-States","<=50K" +78,"?",135839,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",1086,0,20,"United-States","<=50K" +67,"?",102693,"HS-grad",9,"Widowed","?","Not-in-family","White","Male",1086,0,35,"United-States","<=50K" +65,"Self-emp-not-inc",99359,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",1086,0,60,"United-States","<=50K" +17,"Private",191260,"9th",5,"Never-married","Other-service","Own-child","White","Male",1055,0,24,"United-States","<=50K" +26,"Local-gov",208122,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",1055,0,40,"United-States","<=50K" +21,"?",149704,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",1055,0,40,"United-States","<=50K" +17,"?",333100,"10th",6,"Never-married","?","Own-child","White","Male",1055,0,30,"United-States","<=50K" +20,"?",206671,"Some-college",10,"Never-married","?","Own-child","White","Male",1055,0,50,"United-States","<=50K" +17,"Private",103851,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",1055,0,20,"United-States","<=50K" +64,"Self-emp-not-inc",177825,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",1055,0,40,"United-States","<=50K" +19,"?",37332,"HS-grad",9,"Never-married","?","Own-child","White","Female",1055,0,12,"United-States","<=50K" +17,"Private",130125,"10th",6,"Never-married","Other-service","Own-child","Amer-Indian-Eskimo","Female",1055,0,20,"United-States","<=50K" +33,"Private",170651,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",1055,0,40,"United-States","<=50K" +33,"Local-gov",161942,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",1055,0,40,"United-States","<=50K" +18,"Private",125441,"11th",7,"Never-married","Other-service","Own-child","White","Male",1055,0,20,"United-States","<=50K" +19,"Private",123416,"12th",8,"Separated","Prof-specialty","Own-child","White","Female",1055,0,40,"United-States","<=50K" +18,"Private",186909,"HS-grad",9,"Never-married","Sales","Other-relative","White","Female",1055,0,30,"United-States","<=50K" +21,"Private",223352,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",1055,0,30,"United-States","<=50K" +26,"Private",183171,"11th",7,"Never-married","Other-service","Own-child","Black","Male",1055,0,32,"United-States","<=50K" +43,"Private",88913,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Asian-Pac-Islander","Female",1055,0,40,"United-States","<=50K" +18,"Private",173255,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",1055,0,25,"United-States","<=50K" +21,"Private",253612,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",1055,0,32,"United-States","<=50K" +62,"Private",147627,"9th",5,"Never-married","Priv-house-serv","Not-in-family","Black","Female",1055,0,22,"United-States","<=50K" +19,"Private",243373,"12th",8,"Never-married","Sales","Other-relative","White","Male",1055,0,40,"United-States","<=50K" +20,"Private",148409,"Some-college",10,"Never-married","Sales","Other-relative","White","Male",1055,0,20,"United-States","<=50K" +17,"Private",56536,"11th",7,"Never-married","Sales","Own-child","White","Female",1055,0,18,"India","<=50K" +22,"Private",205940,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",1055,0,30,"United-States","<=50K" +23,"Private",142766,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",1055,0,20,"United-States","<=50K" +90,"?",256514,"Bachelors",13,"Widowed","?","Other-relative","White","Female",991,0,10,"United-States","<=50K" +72,"?",289930,"Bachelors",13,"Separated","?","Not-in-family","White","Female",991,0,7,"United-States","<=50K" +67,"Private",335979,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",991,0,18,"United-States","<=50K" +69,"Private",203313,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",991,0,18,"United-States","<=50K" +65,"Private",180807,"HS-grad",9,"Separated","Protective-serv","Not-in-family","White","Male",991,0,20,"United-States","<=50K" +54,"Private",175912,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","White","Male",914,0,40,"United-States","<=50K" +33,"Private",131776,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",914,0,40,"Germany","<=50K" +55,"Local-gov",177163,"Masters",14,"Widowed","Prof-specialty","Unmarried","White","Female",914,0,50,"United-States","<=50K" +41,"Private",116103,"HS-grad",9,"Widowed","Exec-managerial","Other-relative","White","Male",914,0,40,"United-States","<=50K" +25,"Private",114345,"9th",5,"Never-married","Craft-repair","Unmarried","White","Male",914,0,40,"United-States","<=50K" +48,"Private",210424,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",914,0,40,"United-States","<=50K" +40,"Private",88368,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",914,0,40,"United-States","<=50K" +43,"Local-gov",188280,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",914,0,40,"United-States","<=50K" +34,"Local-gov",284843,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","Black","Male",594,0,60,"United-States","<=50K" +52,"?",271749,"12th",8,"Never-married","?","Other-relative","Black","Male",594,0,40,"United-States","<=50K" +56,"Private",156052,"HS-grad",9,"Widowed","Other-service","Unmarried","Black","Female",594,0,20,"United-States","<=50K" +18,"?",169882,"Some-college",10,"Never-married","?","Own-child","White","Female",594,0,15,"United-States","<=50K" +18,"Private",675421,"9th",5,"Never-married","Handlers-cleaners","Own-child","White","Male",594,0,40,"United-States","<=50K" +57,"Private",296152,"Some-college",10,"Divorced","Exec-managerial","Other-relative","White","Female",594,0,10,"United-States","<=50K" +20,"Private",196745,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",594,0,16,"United-States","<=50K" +21,"Private",321666,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",594,0,40,"United-States","<=50K" +18,"Private",32244,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",594,0,30,"United-States","<=50K" +17,"Private",191260,"11th",7,"Never-married","Other-service","Own-child","White","Male",594,0,10,"United-States","<=50K" +19,"?",217769,"Some-college",10,"Never-married","?","Own-child","White","Female",594,0,10,"United-States","<=50K" +43,"Private",397963,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",594,0,16,"United-States","<=50K" +20,"Private",266525,"Some-college",10,"Never-married","Prof-specialty","Other-relative","Black","Female",594,0,20,"United-States","<=50K" +26,"Private",144483,"Assoc-voc",11,"Divorced","Sales","Own-child","White","Female",594,0,35,"United-States","<=50K" +43,"Local-gov",337469,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",594,0,20,"Mexico","<=50K" +49,"Local-gov",46537,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",594,0,10,"United-States","<=50K" +18,"?",256179,"Some-college",10,"Never-married","?","Own-child","White","Male",594,0,10,"United-States","<=50K" +28,"Private",183597,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",594,0,50,"Germany","<=50K" +38,"Private",82552,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",594,0,50,"United-States","<=50K" +19,"Private",208656,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",594,0,20,"United-States","<=50K" +44,"Private",67065,"Assoc-voc",11,"Never-married","Priv-house-serv","Not-in-family","White","Male",594,0,25,"United-States","<=50K" +18,"Private",198616,"12th",8,"Never-married","Craft-repair","Own-child","White","Male",594,0,20,"United-States","<=50K" +18,"Self-emp-not-inc",230373,"11th",7,"Never-married","Other-service","Own-child","White","Female",594,0,4,"United-States","<=50K" +24,"Private",270872,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",594,0,40,"?","<=50K" +17,"Private",232713,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",594,0,30,"United-States","<=50K" +20,"?",66695,"Some-college",10,"Never-married","?","Own-child","Other","Female",594,0,35,"United-States","<=50K" +19,"Private",286435,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",594,0,40,"United-States","<=50K" +20,"Private",316043,"11th",7,"Never-married","Other-service","Own-child","Black","Male",594,0,20,"United-States","<=50K" +19,"State-gov",67217,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",594,0,24,"United-States","<=50K" +22,"Local-gov",39236,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",594,0,25,"United-States","<=50K" +18,"Private",199039,"12th",8,"Never-married","Sales","Own-child","White","Male",594,0,14,"United-States","<=50K" +21,"Local-gov",309348,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",594,0,4,"United-States","<=50K" +24,"Private",128061,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",594,0,15,"United-States","<=50K" +17,"Private",106733,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",594,0,40,"United-States","<=50K" +77,"Self-emp-not-inc",145329,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",401,0,20,"United-States","<=50K" +90,"?",39824,"HS-grad",9,"Widowed","?","Not-in-family","White","Male",401,0,4,"United-States","<=50K" +38,"State-gov",354591,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",114,0,38,"United-States","<=50K" +20,"Private",59948,"9th",5,"Never-married","Adm-clerical","Unmarried","Black","Female",114,0,20,"United-States","<=50K" +39,"Private",151023,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",114,0,45,"United-States","<=50K" +33,"Private",175412,"9th",5,"Divorced","Craft-repair","Unmarried","White","Male",114,0,55,"United-States","<=50K" +38,"Private",254439,"10th",6,"Widowed","Transport-moving","Unmarried","Black","Male",114,0,40,"United-States","<=50K" +25,"Private",104193,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",114,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",83311,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,13,"United-States","<=50K" +38,"Private",215646,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",234721,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +28,"Private",338409,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"Cuba","<=50K" +37,"Private",284582,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +49,"Private",160187,"9th",5,"Married-spouse-absent","Other-service","Not-in-family","Black","Female",0,0,16,"Jamaica","<=50K" +52,"Self-emp-not-inc",209642,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +37,"Private",280464,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,80,"United-States",">50K" +30,"State-gov",141297,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"India",">50K" +23,"Private",122272,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +32,"Private",205019,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +40,"Private",121772,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"?",">50K" +34,"Private",245487,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,45,"Mexico","<=50K" +25,"Self-emp-not-inc",176756,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,35,"United-States","<=50K" +32,"Private",186824,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +38,"Private",28887,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +43,"Self-emp-not-inc",292175,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States",">50K" +40,"Private",193524,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +54,"Private",302146,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +35,"Federal-gov",76845,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","Black","Male",0,0,40,"United-States","<=50K" +59,"Private",109015,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +56,"Local-gov",216851,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",168294,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"?",180211,"Some-college",10,"Married-civ-spouse","?","Husband","Asian-Pac-Islander","Male",0,0,60,"South",">50K" +39,"Private",367260,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +49,"Private",193366,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Local-gov",190709,"Assoc-acdm",12,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +20,"Private",266015,"Some-college",10,"Never-married","Sales","Own-child","Black","Male",0,0,44,"United-States","<=50K" +30,"Federal-gov",59951,"Some-college",10,"Married-civ-spouse","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"State-gov",311512,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,15,"United-States","<=50K" +48,"Private",242406,"11th",7,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"Puerto-Rico","<=50K" +21,"Private",197200,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",544091,"HS-grad",9,"Married-AF-spouse","Adm-clerical","Wife","White","Female",0,0,25,"United-States","<=50K" +31,"Private",84154,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,38,"?",">50K" +48,"Self-emp-not-inc",265477,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",507875,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,43,"United-States","<=50K" +53,"Self-emp-not-inc",88506,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",172987,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States","<=50K" +49,"Private",94638,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",289980,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +57,"Federal-gov",337895,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States",">50K" +53,"Private",144361,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,38,"United-States","<=50K" +44,"Private",128354,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"State-gov",101603,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",271466,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,43,"United-States","<=50K" +25,"Private",32275,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","Other","Female",0,0,40,"United-States","<=50K" +18,"Private",226956,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"?","<=50K" +50,"Federal-gov",251585,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States",">50K" +47,"Self-emp-inc",109832,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +43,"Private",237993,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",216666,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +35,"Private",56352,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +41,"Private",147372,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,48,"United-States","<=50K" +32,"?",293936,"7th-8th",4,"Married-spouse-absent","?","Not-in-family","White","Male",0,0,40,"?","<=50K" +48,"Private",149640,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",116632,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +29,"Private",105598,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Male",0,0,58,"United-States","<=50K" +36,"Private",155537,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",183175,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Private",169846,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +49,"Self-emp-inc",191681,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +25,"?",200681,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",101509,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,32,"United-States","<=50K" +31,"Private",309974,"Bachelors",13,"Separated","Sales","Own-child","Black","Female",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",162298,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States",">50K" +23,"Private",211678,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +79,"Private",124744,"Some-college",10,"Married-civ-spouse","Prof-specialty","Other-relative","White","Male",0,0,20,"United-States","<=50K" +27,"Private",213921,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"Mexico","<=50K" +40,"Private",32214,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +67,"?",212759,"10th",6,"Married-civ-spouse","?","Husband","White","Male",0,0,2,"United-States","<=50K" +18,"Private",309634,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,22,"United-States","<=50K" +31,"Local-gov",125927,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",446839,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +52,"Private",276515,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Cuba","<=50K" +46,"Private",51618,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +59,"Private",159937,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +53,"Private",346253,"HS-grad",9,"Divorced","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +49,"Local-gov",268234,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",202051,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",54334,"9th",5,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Federal-gov",410867,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States",">50K" +57,"Private",249977,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",286730,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",212563,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +34,"Local-gov",226296,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Local-gov",115585,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +37,"Private",202683,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States",">50K" +48,"Private",171095,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"England","<=50K" +32,"Federal-gov",249409,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +76,"Private",124191,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Self-emp-not-inc",149116,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +20,"Private",188300,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",103432,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",194901,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Local-gov",189265,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",124692,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",432376,"Bachelors",13,"Never-married","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +38,"Private",65324,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",102864,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +53,"Private",95647,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +56,"Self-emp-inc",303090,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +49,"Local-gov",197371,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +55,"Private",247552,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,56,"United-States","<=50K" +22,"Private",102632,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,41,"United-States","<=50K" +21,"Private",199915,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",118853,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +30,"Private",77143,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Black","Male",0,0,40,"Germany","<=50K" +29,"State-gov",267989,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +19,"Private",301606,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,35,"United-States","<=50K" +47,"Private",287828,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +31,"Private",114937,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +35,"?",129305,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",365739,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",69621,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +37,"Private",254202,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Private",146195,"Assoc-acdm",12,"Divorced","Tech-support","Not-in-family","Black","Female",0,0,36,"United-States","<=50K" +38,"Federal-gov",125933,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Iran",">50K" +43,"Self-emp-not-inc",56920,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +27,"Private",163127,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States","<=50K" +20,"Private",34310,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +49,"Private",81973,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +61,"Self-emp-inc",66614,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",232782,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",316868,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"Mexico","<=50K" +70,"Private",105376,"Some-college",10,"Never-married","Tech-support","Other-relative","White","Male",0,0,40,"United-States","<=50K" +31,"Private",185814,"HS-grad",9,"Never-married","Transport-moving","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +22,"Private",175374,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,24,"United-States","<=50K" +36,"Private",108293,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,24,"United-States","<=50K" +43,"?",174662,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Local-gov",186009,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"Mexico","<=50K" +34,"Private",198183,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",163003,"Bachelors",13,"Never-married","Exec-managerial","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +21,"Private",296158,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +52,"?",252903,"HS-grad",9,"Divorced","?","Not-in-family","White","Male",0,0,45,"United-States",">50K" +48,"Private",187715,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,46,"United-States","<=50K" +23,"Private",214542,"Bachelors",13,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",191535,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +42,"Private",228456,"Bachelors",13,"Separated","Other-service","Other-relative","Black","Male",0,0,50,"United-States","<=50K" +68,"?",38317,"1st-4th",2,"Divorced","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +25,"Private",252752,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Self-emp-inc",78374,"Masters",14,"Divorced","Exec-managerial","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +28,"Private",88419,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"England","<=50K" +45,"Self-emp-not-inc",201080,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",207157,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +39,"Federal-gov",235485,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +46,"State-gov",102628,"Masters",14,"Widowed","Protective-serv","Unmarried","White","Male",0,0,40,"United-States","<=50K" +18,"Private",25828,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,16,"United-States","<=50K" +66,"Local-gov",54826,"Assoc-voc",11,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +28,"State-gov",175325,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",428030,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +28,"State-gov",149624,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",253814,"HS-grad",9,"Married-spouse-absent","Sales","Unmarried","White","Female",0,0,25,"United-States","<=50K" +21,"Private",312956,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +34,"Private",483777,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +18,"Private",183930,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,12,"United-States","<=50K" +33,"Private",37274,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,65,"United-States","<=50K" +44,"Local-gov",181344,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,38,"United-States",">50K" +43,"Private",114580,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",633742,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,45,"United-States","<=50K" +40,"Private",286370,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico",">50K" +37,"Federal-gov",29054,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,42,"United-States",">50K" +34,"Private",304030,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",143129,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"?",135105,"Bachelors",13,"Divorced","?","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +31,"Private",99928,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States","<=50K" +58,"State-gov",109567,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,1,"United-States",">50K" +38,"Private",155222,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,28,"United-States","<=50K" +24,"Private",159567,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",523910,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +47,"Private",120939,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"Federal-gov",130760,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,24,"United-States","<=50K" +23,"Private",197387,"5th-6th",3,"Married-civ-spouse","Transport-moving","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +36,"Private",99374,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Self-emp-not-inc",32921,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"?",170653,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"Italy","<=50K" +51,"Private",259323,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +37,"State-gov",48211,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +18,"Private",140164,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",36270,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +17,"Private",65368,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,12,"United-States","<=50K" +44,"Local-gov",160943,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +37,"Private",208358,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",153790,"Some-college",10,"Never-married","Sales","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +60,"Private",85815,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-inc",125417,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",635913,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,60,"United-States",">50K" +50,"Private",313321,"Assoc-acdm",12,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",182609,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"Poland","<=50K" +45,"Private",109434,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +25,"Private",255004,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",197860,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"?",187656,"1st-4th",2,"Divorced","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",176681,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,20,"United-States","<=50K" +53,"Local-gov",140359,"Preschool",1,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +18,"Private",243313,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +60,"?",24215,"10th",6,"Divorced","?","Not-in-family","Amer-Indian-Eskimo","Female",0,0,10,"United-States","<=50K" +75,"Private",314209,"Assoc-voc",11,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,20,"Columbia","<=50K" +65,"Private",176796,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",130408,"HS-grad",9,"Divorced","Sales","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +25,"Private",159732,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +33,"Private",110978,"Some-college",10,"Divorced","Craft-repair","Other-relative","Other","Female",0,0,40,"United-States","<=50K" +28,"Private",76714,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,55,"United-States",">50K" +59,"State-gov",268700,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"State-gov",170525,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +41,"Private",180138,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"Iran",">50K" +38,"Local-gov",115076,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +23,"Private",115458,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",347890,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Self-emp-not-inc",196001,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,20,"United-States","<=50K" +24,"State-gov",273905,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"?",119156,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +56,"Private",203580,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"?","<=50K" +58,"Private",236596,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +32,"Private",183916,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,34,"United-States","<=50K" +45,"Private",153141,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"?","<=50K" +41,"Private",112763,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +42,"Private",390781,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +59,"Local-gov",171328,"10th",6,"Widowed","Other-service","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +19,"Local-gov",27382,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +58,"Private",259014,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +42,"Self-emp-not-inc",303044,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Asian-Pac-Islander","Male",0,0,40,"Cambodia",">50K" +20,"Private",117789,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +32,"Private",172579,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +45,"Private",187666,"Assoc-voc",11,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +50,"Private",204518,"7th-8th",4,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",150042,"Bachelors",13,"Divorced","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Private",98092,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +17,"Private",245918,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,12,"United-States","<=50K" +26,"Private",378322,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-inc",257295,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,75,"Thailand",">50K" +19,"?",218956,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,24,"Canada","<=50K" +64,"Private",21174,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",185480,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +33,"Private",222205,"HS-grad",9,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,40,"United-States",">50K" +61,"Private",69867,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Local-gov",209109,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Male",0,0,35,"United-States","<=50K" +30,"Private",70377,"HS-grad",9,"Divorced","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Private",477983,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",190174,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",193787,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",34918,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,15,"Germany","<=50K" +34,"Private",175413,"Assoc-acdm",12,"Divorced","Sales","Unmarried","Black","Female",0,0,45,"United-States","<=50K" +60,"Private",173960,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +21,"Private",205759,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",220531,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +50,"Private",176609,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +25,"Private",371987,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Private",193884,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Ecuador","<=50K" +36,"Private",200352,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"Private",127595,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Local-gov",220419,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +21,"Private",231931,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,45,"United-States","<=50K" +27,"Private",248402,"Bachelors",13,"Never-married","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +65,"Private",111095,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,16,"United-States","<=50K" +37,"Self-emp-inc",57424,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +24,"Private",278130,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",169469,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +21,"Private",153718,"Some-college",10,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,25,"United-States","<=50K" +31,"Private",217460,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Private",303296,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",0,0,40,"Laos","<=50K" +43,"Private",173321,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",193945,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +46,"Private",83082,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,33,"United-States","<=50K" +35,"Private",193815,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Self-emp-inc",34987,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,54,"United-States",">50K" +26,"Private",59306,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"?",860348,"Some-college",10,"Never-married","?","Own-child","Black","Female",0,0,25,"United-States","<=50K" +36,"Self-emp-not-inc",205607,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States",">50K" +22,"Private",199698,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +24,"Private",191954,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +77,"Self-emp-not-inc",138714,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",399087,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Other-relative","White","Female",0,0,40,"Mexico","<=50K" +29,"Private",423158,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +62,"Private",159841,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +39,"Self-emp-not-inc",174308,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",186110,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +29,"Private",200381,"11th",7,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +76,"Self-emp-not-inc",174309,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,10,"United-States","<=50K" +63,"Self-emp-not-inc",78383,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +23,"?",211601,"Assoc-voc",11,"Never-married","?","Own-child","Black","Female",0,0,15,"United-States","<=50K" +58,"Self-emp-not-inc",321171,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",206565,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,45,"United-States","<=50K" +26,"Private",224563,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",178686,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"Local-gov",98545,"10th",6,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",242606,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",270942,"5th-6th",3,"Never-married","Other-service","Other-relative","White","Male",0,0,48,"Mexico","<=50K" +30,"Private",94235,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +49,"Private",71195,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +19,"Private",104112,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Male",0,0,30,"Haiti","<=50K" +45,"Private",261192,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",94936,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",85043,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +22,"State-gov",293364,"Some-college",10,"Never-married","Protective-serv","Own-child","Black","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",241895,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +67,"?",36135,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +30,"?",151989,"Assoc-voc",11,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +56,"Private",101128,"Assoc-acdm",12,"Married-spouse-absent","Other-service","Not-in-family","White","Male",0,0,25,"Iran","<=50K" +31,"Private",156464,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,25,"United-States","<=50K" +33,"Private",117963,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",192262,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",111363,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Local-gov",329752,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States","<=50K" +59,"?",372020,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Federal-gov",95432,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +65,"Private",161400,"11th",7,"Widowed","Other-service","Unmarried","Other","Male",0,0,40,"United-States","<=50K" +40,"Private",96129,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",111949,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States","<=50K" +26,"Self-emp-not-inc",117125,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Portugal","<=50K" +36,"Private",348022,"10th",6,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,24,"United-States","<=50K" +62,"Private",270092,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",180609,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",410439,"HS-grad",9,"Married-spouse-absent","Sales","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +28,"Private",92262,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",183081,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",362589,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +57,"Private",212448,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States",">50K" +39,"Private",481060,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Federal-gov",185885,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,15,"United-States","<=50K" +17,"Private",89821,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,10,"United-States","<=50K" +40,"State-gov",184018,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,38,"United-States",">50K" +45,"Private",256649,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +44,"Private",160323,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +20,"Local-gov",350845,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +33,"Private",267404,"HS-grad",9,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,40,"United-States","<=50K" +23,"Private",35633,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-not-inc",80914,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +38,"Private",172927,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +54,"Private",174319,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",344991,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",108699,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Local-gov",117312,"Some-college",10,"Married-civ-spouse","Transport-moving","Wife","White","Female",0,0,40,"United-States","<=50K" +23,"Private",396099,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +29,"Private",134152,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",25429,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,16,"United-States","<=50K" +19,"Private",232392,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +35,"Private",220098,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States",">50K" +27,"Private",301302,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +46,"Self-emp-not-inc",277946,"Assoc-acdm",12,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",196164,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +44,"Private",115562,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",96975,"Some-college",10,"Divorced","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"?",137300,"HS-grad",9,"Never-married","?","Other-relative","White","Female",0,0,35,"United-States","<=50K" +25,"Private",86872,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +52,"Self-emp-inc",132178,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +20,"Private",416103,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",108574,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"State-gov",288353,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",227689,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","White","Female",0,0,64,"United-States","<=50K" +28,"Private",110145,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-not-inc",317253,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,25,"United-States","<=50K" +32,"Private",364657,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Local-gov",42346,"Some-college",10,"Divorced","Other-service","Not-in-family","Black","Female",0,0,24,"United-States","<=50K" +24,"Private",241951,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",118500,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"State-gov",1033222,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",92440,"12th",8,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States",">50K" +52,"Private",190762,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +30,"Private",426017,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,19,"United-States","<=50K" +34,"Local-gov",243867,"11th",7,"Separated","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +34,"State-gov",240283,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",61777,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +32,"State-gov",92003,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +29,"Private",188401,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",228528,"10th",6,"Never-married","Craft-repair","Unmarried","White","Female",0,0,35,"United-States","<=50K" +25,"Private",133373,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +23,"Private",204653,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,72,"Dominican-Republic","<=50K" +63,"Self-emp-inc",222289,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Local-gov",287480,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +80,"?",107762,"HS-grad",9,"Widowed","?","Not-in-family","White","Male",0,0,24,"United-States","<=50K" +17,"?",202521,"11th",7,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",29662,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,25,"United-States",">50K" +33,"Private",208405,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Local-gov",117018,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",81281,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",340148,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +29,"Private",363425,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",45857,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +24,"Federal-gov",191073,"HS-grad",9,"Never-married","Armed-Forces","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Private",116632,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",405855,"9th",5,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +20,"Private",298227,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +44,"Private",290521,"HS-grad",9,"Widowed","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +51,"Private",56915,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +20,"Private",146538,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"?",258872,"11th",7,"Never-married","?","Own-child","White","Female",0,0,5,"United-States","<=50K" +19,"Private",206399,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-inc",197332,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +60,"Private",245062,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",197583,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"?",">50K" +44,"Self-emp-not-inc",234885,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +40,"Private",72887,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +30,"Private",180374,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +38,"Private",351299,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,50,"United-States","<=50K" +23,"Private",54012,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +32,"?",115745,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",116632,"Assoc-acdm",12,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"Local-gov",288825,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",132601,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +50,"Private",193374,"1st-4th",2,"Married-spouse-absent","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +24,"Private",170070,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +37,"Private",126708,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,60,"United-States","<=50K" +52,"Private",35598,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +38,"Private",33983,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",118551,"Bachelors",13,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,16,"United-States",">50K" +60,"Private",201965,"Some-college",10,"Never-married","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States",">50K" +22,"?",139883,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",285020,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",303990,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +67,"Private",49401,"Assoc-voc",11,"Divorced","Other-service","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +46,"Private",279196,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",211870,"9th",5,"Never-married","Other-service","Not-in-family","White","Male",0,0,6,"United-States","<=50K" +22,"Private",281432,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +27,"Private",161155,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",197904,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +33,"Private",111746,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"Portugal","<=50K" +43,"Self-emp-not-inc",170721,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +28,"State-gov",70100,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +41,"Private",193626,"HS-grad",9,"Married-spouse-absent","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",189775,"Some-college",10,"Married-spouse-absent","Adm-clerical","Own-child","Black","Female",0,0,20,"United-States","<=50K" +63,"?",401531,"1st-4th",2,"Married-civ-spouse","?","Husband","White","Male",0,0,35,"United-States","<=50K" +59,"Local-gov",286967,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +45,"Local-gov",164427,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",347934,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +46,"Federal-gov",371373,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",32220,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +34,"Private",187251,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,25,"United-States","<=50K" +33,"Private",178107,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +41,"Private",343121,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,36,"United-States","<=50K" +20,"Private",262749,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",403107,"5th-6th",3,"Never-married","Other-service","Own-child","White","Male",0,0,40,"El-Salvador","<=50K" +26,"Private",64293,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +72,"?",303588,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +23,"Local-gov",324960,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"Poland","<=50K" +62,"Local-gov",114060,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",48925,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",180980,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,42,"France","<=50K" +25,"Private",181054,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",388093,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +19,"Private",249609,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,8,"United-States","<=50K" +43,"Private",112131,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Local-gov",543162,"HS-grad",9,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +39,"Private",91996,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +53,"?",251804,"5th-6th",3,"Widowed","?","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +32,"Private",37070,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +34,"Private",337587,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",189346,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +57,"?",222216,"Assoc-voc",11,"Widowed","?","Unmarried","White","Female",0,0,38,"United-States","<=50K" +25,"Private",267044,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Amer-Indian-Eskimo","Female",0,0,20,"United-States","<=50K" +20,"?",214635,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,24,"United-States","<=50K" +21,"?",204226,"Some-college",10,"Never-married","?","Unmarried","White","Female",0,0,35,"United-States","<=50K" +34,"Private",108116,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Local-gov",248344,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +37,"Local-gov",186035,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +44,"Private",177905,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,58,"United-States",">50K" +28,"Private",85812,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +42,"Private",221172,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +74,"Private",99183,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,9,"United-States","<=50K" +38,"Self-emp-not-inc",190387,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Self-emp-not-inc",202692,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",109339,"11th",7,"Divorced","Machine-op-inspct","Unmarried","Other","Female",0,0,46,"Puerto-Rico","<=50K" +26,"Private",108658,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",197202,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +41,"Private",101739,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +39,"Local-gov",207853,"12th",8,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Private",190942,"1st-4th",2,"Widowed","Priv-house-serv","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +29,"Private",102345,"Assoc-voc",11,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Self-emp-inc",41493,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +34,"?",190027,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",210525,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",133937,"Doctorate",16,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",237903,"Some-college",10,"Never-married","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",163862,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",201872,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",84179,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +58,"Private",51662,"10th",6,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,8,"United-States","<=50K" +35,"Local-gov",233327,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",259510,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,36,"United-States","<=50K" +28,"Private",184831,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-not-inc",245724,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +36,"Self-emp-not-inc",27053,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +72,"Private",205343,"11th",7,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",229328,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Black","Female",0,0,40,"United-States","<=50K" +33,"Federal-gov",319560,"Assoc-voc",11,"Divorced","Craft-repair","Unmarried","Black","Female",0,0,40,"United-States",">50K" +69,"Private",136218,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",54576,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",323069,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,20,"?","<=50K" +34,"Private",148291,"HS-grad",9,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,32,"United-States","<=50K" +30,"Private",152453,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +28,"Private",114053,"Bachelors",13,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +54,"Private",212960,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States",">50K" +47,"Private",264052,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",82804,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",334273,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +20,"Private",27337,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Amer-Indian-Eskimo","Male",0,0,48,"United-States","<=50K" +45,"Private",433665,"7th-8th",4,"Separated","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +29,"Self-emp-not-inc",110663,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +47,"Private",87490,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,42,"United-States","<=50K" +24,"Private",354351,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",95469,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",242718,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,12,"United-States","<=50K" +27,"Private",158156,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +29,"Private",350162,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Male",0,0,40,"United-States",">50K" +18,"?",165532,"12th",8,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +36,"Self-emp-not-inc",28738,"Assoc-acdm",12,"Divorced","Sales","Unmarried","White","Female",0,0,35,"United-States","<=50K" +58,"Local-gov",283635,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Self-emp-not-inc",86646,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +65,"?",195733,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States",">50K" +57,"Private",69884,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Private",199713,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",181659,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",340939,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",197747,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,24,"United-States","<=50K" +29,"Private",34292,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +18,"Private",156764,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +57,"Self-emp-inc",103948,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +42,"?",137390,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"?",105138,"HS-grad",9,"Married-civ-spouse","?","Wife","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +60,"Private",39352,"7th-8th",4,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,48,"United-States",">50K" +23,"Private",117789,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Private",267147,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"?",99399,"Some-college",10,"Never-married","?","Unmarried","Amer-Indian-Eskimo","Female",0,0,25,"United-States","<=50K" +49,"Private",136455,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +32,"Private",239824,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",217039,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,28,"United-States","<=50K" +60,"Private",51290,"7th-8th",4,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Local-gov",175674,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",194404,"Assoc-acdm",12,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",45612,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +51,"Private",410114,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",182521,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",339772,"HS-grad",9,"Separated","Exec-managerial","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +17,"Private",169658,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,21,"United-States","<=50K" +24,"Private",247564,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",249909,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",109881,"Bachelors",13,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +39,"Private",207824,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,60,"United-States","<=50K" +30,"Private",369027,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,45,"United-States","<=50K" +50,"Self-emp-not-inc",114117,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,32,"United-States","<=50K" +52,"Self-emp-inc",51048,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +23,"Private",190483,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +45,"Private",462440,"11th",7,"Widowed","Other-service","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +65,"Private",109351,"9th",5,"Widowed","Priv-house-serv","Unmarried","Black","Female",0,0,24,"United-States","<=50K" +29,"Private",34383,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +47,"Private",241832,"9th",5,"Married-spouse-absent","Handlers-cleaners","Unmarried","White","Male",0,0,40,"El-Salvador","<=50K" +30,"Private",124187,"HS-grad",9,"Never-married","Farming-fishing","Own-child","Black","Male",0,0,60,"United-States","<=50K" +34,"Private",153614,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +38,"Self-emp-not-inc",267556,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,64,"United-States","<=50K" +33,"Private",205469,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",268090,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,26,"United-States",">50K" +47,"Self-emp-not-inc",165039,"Some-college",10,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +49,"Local-gov",120451,"10th",6,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +30,"Private",103649,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States",">50K" +58,"Self-emp-not-inc",35723,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"Private",262601,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,14,"United-States","<=50K" +21,"Private",226181,"Bachelors",13,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-inc",248145,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"Cuba","<=50K" +52,"Self-emp-not-inc",289436,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +26,"Private",75654,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +60,"Private",199378,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",160968,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",55849,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +50,"Self-emp-inc",195322,"Doctorate",16,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +31,"Local-gov",402089,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +71,"Private",78277,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,15,"United-States","<=50K" +58,"?",158611,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"State-gov",169496,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",130959,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +35,"Private",292472,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Taiwan",">50K" +38,"State-gov",143774,"Some-college",10,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +27,"Private",288341,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,32,"United-States","<=50K" +29,"State-gov",71592,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +34,"Private",106742,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +44,"Private",219288,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +43,"Private",174524,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Self-emp-not-inc",335183,"12th",8,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States",">50K" +35,"Private",261293,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +27,"Private",111900,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",194360,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +20,"Private",81145,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +42,"Private",247019,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +48,"Federal-gov",110457,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"?",80077,"11th",7,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +17,"Self-emp-not-inc",368700,"11th",7,"Never-married","Farming-fishing","Own-child","White","Male",0,0,10,"United-States","<=50K" +33,"Private",182556,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Self-emp-inc",219420,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",102726,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +32,"Private",226267,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Mexico","<=50K" +31,"Private",125457,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +58,"Self-emp-not-inc",204021,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +29,"Local-gov",92262,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",0,0,48,"United-States","<=50K" +37,"Private",161141,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Portugal",">50K" +34,"Self-emp-not-inc",190290,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Local-gov",430828,"Some-college",10,"Separated","Exec-managerial","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +18,"State-gov",59342,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,5,"United-States","<=50K" +34,"Private",136721,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +66,"?",149422,"7th-8th",4,"Never-married","?","Not-in-family","White","Male",0,0,4,"United-States","<=50K" +45,"Local-gov",86644,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,55,"United-States","<=50K" +41,"Private",195124,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,35,"Dominican-Republic","<=50K" +26,"Private",167350,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,30,"United-States","<=50K" +54,"Local-gov",113000,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",140027,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,45,"United-States","<=50K" +42,"Private",262425,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"Private",316702,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +23,"State-gov",335453,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +25,"?",202480,"Assoc-acdm",12,"Never-married","?","Other-relative","White","Male",0,0,45,"United-States","<=50K" +35,"Private",203628,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States",">50K" +30,"Private",189620,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"Poland","<=50K" +19,"Private",475028,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +36,"Local-gov",110866,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +21,"Private",163870,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +31,"Self-emp-not-inc",80145,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",63042,"Bachelors",13,"Divorced","Exec-managerial","Own-child","White","Female",0,0,50,"United-States",">50K" +40,"Private",229148,"12th",8,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"Jamaica","<=50K" +45,"Private",242552,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +60,"Private",177665,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +18,"Private",208103,"11th",7,"Never-married","Other-service","Other-relative","White","Male",0,0,25,"United-States","<=50K" +28,"Private",296450,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",70282,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",271767,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,40,"?","<=50K" +36,"Local-gov",382635,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"Honduras","<=50K" +31,"Private",295697,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",194141,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"State-gov",378418,"HS-grad",9,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",214399,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +34,"Private",217460,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Private",182556,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",50459,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States",">50K" +43,"Private",177937,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"?",">50K" +44,"Private",111502,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +20,"Private",299047,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +31,"Private",223212,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +23,"Private",352139,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +55,"Private",173093,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +25,"Private",332702,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +45,"?",51164,"Some-college",10,"Married-civ-spouse","?","Wife","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",131414,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Female",0,0,36,"United-States","<=50K" +43,"State-gov",260960,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +42,"Private",279914,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",192453,"Some-college",10,"Never-married","Other-service","Other-relative","White","Female",0,0,25,"United-States","<=50K" +55,"Self-emp-not-inc",200939,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,72,"United-States","<=50K" +26,"Private",112847,"Assoc-voc",11,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"Private",316929,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +42,"Local-gov",126319,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +32,"Private",267736,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",267034,"11th",7,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"Haiti","<=50K" +46,"State-gov",193047,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,37,"United-States","<=50K" +22,"Private",223515,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Male",0,0,20,"United-States","<=50K" +58,"Self-emp-not-inc",87510,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",145111,"HS-grad",9,"Never-married","Transport-moving","Unmarried","White","Male",0,0,50,"United-States","<=50K" +39,"Private",48093,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",31757,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,38,"United-States","<=50K" +54,"Private",285854,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Local-gov",120064,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +46,"Federal-gov",167381,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +37,"Private",103408,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",101460,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,18,"United-States","<=50K" +59,"Local-gov",420537,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,38,"United-States",">50K" +34,"Local-gov",119411,"HS-grad",9,"Divorced","Protective-serv","Unmarried","White","Male",0,0,40,"Portugal","<=50K" +53,"Self-emp-inc",128272,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +51,"Private",386773,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,55,"United-States",">50K" +32,"Private",283268,"10th",6,"Separated","Other-service","Unmarried","White","Female",0,0,42,"United-States","<=50K" +31,"State-gov",301526,"Some-college",10,"Married-spouse-absent","Other-service","Other-relative","White","Male",0,0,40,"United-States","<=50K" +22,"Private",151790,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,30,"Germany","<=50K" +47,"Self-emp-not-inc",106252,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +32,"Private",188557,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",171114,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +37,"Private",327323,"5th-6th",3,"Separated","Farming-fishing","Not-in-family","White","Male",0,0,32,"Guatemala","<=50K" +31,"Private",244147,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,55,"United-States","<=50K" +37,"Private",280282,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,24,"United-States",">50K" +55,"Private",116442,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +23,"Local-gov",282579,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +36,"Private",51838,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",73585,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?","<=50K" +43,"Private",226902,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +54,"Private",279129,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",146908,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?","<=50K" +40,"Private",130760,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Self-emp-not-inc",49572,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +40,"Private",237601,"Bachelors",13,"Never-married","Sales","Not-in-family","Other","Female",0,0,55,"United-States",">50K" +42,"Private",169628,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,38,"United-States","<=50K" +18,"Private",231193,"12th",8,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,30,"United-States","<=50K" +59,"?",192130,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,16,"United-States","<=50K" +48,"Private",102102,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Self-emp-inc",32185,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"?",196061,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,33,"United-States","<=50K" +60,"Private",31577,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +22,"Private",162343,"Some-college",10,"Never-married","Other-service","Other-relative","Black","Male",0,0,20,"United-States","<=50K" +61,"Private",128831,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",316688,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +46,"Private",90758,"Masters",14,"Never-married","Tech-support","Not-in-family","White","Male",0,0,35,"United-States",">50K" +43,"Private",154538,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +68,"Self-emp-not-inc",315859,"11th",7,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,20,"United-States","<=50K" +31,"Private",51471,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +17,"Private",193830,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +50,"?",23780,"Masters",14,"Married-spouse-absent","?","Other-relative","White","Male",0,0,40,"United-States","<=50K" +64,"Private",270333,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",138768,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,30,"United-States","<=50K" +30,"Private",191571,"HS-grad",9,"Separated","Other-service","Own-child","White","Female",0,0,36,"United-States","<=50K" +22,"?",219941,"Some-college",10,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +43,"Private",94113,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +22,"Private",137510,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"Private",32607,"10th",6,"Never-married","Farming-fishing","Own-child","White","Male",0,0,20,"United-States","<=50K" +47,"Self-emp-not-inc",93208,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,75,"Italy","<=50K" +41,"Private",254440,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +56,"Private",186556,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +64,"Private",169871,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +47,"Private",191277,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +48,"Private",167159,"Assoc-voc",11,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +31,"Private",171871,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,46,"United-States","<=50K" +29,"Private",154411,"Assoc-voc",11,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",129227,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +62,"Private",174355,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",680390,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","White","Female",0,0,24,"United-States","<=50K" +43,"Private",233130,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +24,"Self-emp-inc",165474,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"?",257780,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,15,"United-States","<=50K" +26,"Private",280093,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +73,"Self-emp-not-inc",177387,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +72,"?",28929,"11th",7,"Widowed","?","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +55,"Private",105304,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",499233,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",180572,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States",">50K" +24,"Private",321435,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +63,"Private",86108,"HS-grad",9,"Widowed","Farming-fishing","Not-in-family","White","Male",0,0,6,"United-States","<=50K" +17,"Private",198124,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +35,"Private",135162,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +51,"Private",146813,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +62,"Local-gov",291175,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +43,"Private",102895,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Local-gov",33274,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +37,"Private",86551,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +39,"Private",138192,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",118966,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,18,"United-States","<=50K" +61,"Private",99784,"Masters",14,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +26,"Private",90980,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +46,"Self-emp-not-inc",177407,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",96467,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"State-gov",327886,"Doctorate",16,"Divorced","Prof-specialty","Own-child","White","Male",0,0,50,"United-States",">50K" +34,"Private",111567,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",166545,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +59,"Private",142182,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",188798,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +49,"Private",38563,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,56,"United-States",">50K" +18,"Private",216284,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +43,"Private",191547,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +48,"Private",285335,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Self-emp-inc",142712,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +33,"Private",80945,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",309055,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +21,"Private",62339,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Private",368700,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,28,"United-States","<=50K" +39,"Private",176186,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Self-emp-not-inc",266855,"Bachelors",13,"Separated","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Private",48087,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",121313,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,50,"United-States","<=50K" +55,"Private",282753,"5th-6th",3,"Divorced","Other-service","Unmarried","Black","Male",0,0,25,"United-States","<=50K" +41,"Private",194636,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Private",153044,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","Black","Female",0,0,7,"United-States","<=50K" +38,"Private",411797,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Private",117683,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",376540,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +49,"Private",72393,"9th",5,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",270335,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Other-relative","White","Male",0,0,40,"Philippines",">50K" +27,"Private",96226,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States","<=50K" +38,"Private",95336,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Private",258498,"Some-college",10,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,60,"United-States","<=50K" +63,"?",149698,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,15,"United-States","<=50K" +23,"Private",205865,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,28,"United-States","<=50K" +33,"Self-emp-inc",155781,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"?","<=50K" +54,"Self-emp-not-inc",406468,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States","<=50K" +48,"?",144397,"Some-college",10,"Divorced","?","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +35,"Self-emp-not-inc",372525,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",164170,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",0,0,40,"India","<=50K" +42,"Self-emp-not-inc",177307,"Prof-school",15,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,65,"United-States",">50K" +40,"Private",170108,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",341995,"Some-college",10,"Divorced","Sales","Own-child","White","Male",0,0,55,"United-States","<=50K" +22,"Private",226508,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,50,"United-States","<=50K" +30,"Private",87418,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Private",109165,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Local-gov",28856,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,55,"United-States","<=50K" +51,"Self-emp-not-inc",175897,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +22,"Private",99697,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"?",90270,"Assoc-acdm",12,"Married-civ-spouse","?","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +35,"Private",152375,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +46,"Private",171550,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +37,"Private",211154,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +24,"Private",202570,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Male",0,0,15,"United-States","<=50K" +37,"Self-emp-not-inc",168496,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,10,"United-States","<=50K" +53,"Private",68898,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",93235,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +38,"Private",278924,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +53,"Self-emp-not-inc",311020,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Private",175878,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",543028,"HS-grad",9,"Never-married","Sales","Own-child","Black","Male",0,0,40,"United-States","<=50K" +43,"Private",158926,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",0,0,50,"South","<=50K" +67,"Self-emp-inc",76860,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +81,"Self-emp-not-inc",136063,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States","<=50K" +21,"Private",186648,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +23,"Private",257509,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +25,"Private",98155,"Some-college",10,"Never-married","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +42,"Private",274198,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,38,"Mexico","<=50K" +38,"Private",97083,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +64,"?",29825,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,5,"United-States","<=50K" +32,"Private",262153,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",214738,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",138022,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +22,"Private",91842,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +33,"Private",373662,"1st-4th",2,"Married-spouse-absent","Priv-house-serv","Not-in-family","White","Female",0,0,40,"Guatemala","<=50K" +42,"Private",162003,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +19,"?",52114,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,10,"United-States","<=50K" +51,"Local-gov",241843,"Preschool",1,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",375871,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"Mexico","<=50K" +37,"Private",176900,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,99,"United-States",">50K" +47,"Private",21906,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +33,"Private",143653,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +31,"Private",111567,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States",">50K" +31,"Private",78602,"Assoc-acdm",12,"Divorced","Other-service","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +35,"Private",465507,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-inc",196373,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",293227,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +20,"Private",241752,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Local-gov",166398,"Some-college",10,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +40,"Private",184682,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",250802,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,35,"United-States","<=50K" +44,"Self-emp-not-inc",325159,"Some-college",10,"Divorced","Farming-fishing","Unmarried","White","Male",0,0,40,"United-States","<=50K" +44,"State-gov",174675,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +43,"Private",227065,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,43,"United-States",">50K" +51,"Private",269080,"7th-8th",4,"Widowed","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",177722,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +51,"Private",133461,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",239683,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"?","<=50K" +44,"Self-emp-inc",398473,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States",">50K" +33,"Local-gov",298785,"10th",6,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",123424,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",176286,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",150062,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +32,"Private",169240,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +32,"Private",288273,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"Mexico","<=50K" +36,"Private",526968,"10th",6,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",57066,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",323573,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +35,"Self-emp-inc",368825,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +55,"Self-emp-not-inc",189721,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +48,"Private",164966,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"India",">50K" +36,"?",94954,"Assoc-voc",11,"Widowed","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +34,"Private",202046,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States",">50K" +28,"Private",161538,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +37,"Private",200153,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",32185,"HS-grad",9,"Never-married","Transport-moving","Unmarried","White","Male",0,0,70,"United-States","<=50K" +25,"Private",178326,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"State-gov",188693,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +34,"Private",159929,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"Private",123207,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +22,"Private",284317,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"?",184699,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",154474,"HS-grad",9,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,42,"United-States","<=50K" +45,"Local-gov",318280,"HS-grad",9,"Widowed","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States",">50K" +63,"Private",254907,"Assoc-voc",11,"Divorced","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +41,"Private",349221,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Female",0,0,35,"United-States","<=50K" +47,"Private",335973,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",126701,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +41,"Private",194636,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",124793,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +47,"Private",192835,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +35,"Private",290226,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +56,"Private",112840,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +45,"Private",89325,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +48,"Federal-gov",33109,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,58,"United-States",">50K" +20,"Private",148294,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"State-gov",343642,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +23,"Local-gov",115244,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,60,"United-States","<=50K" +31,"Private",162572,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +58,"Private",356067,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +66,"Private",271567,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-inc",180804,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",109186,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"Germany","<=50K" +51,"Private",220537,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",124827,"Assoc-voc",11,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",118494,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,44,"United-States",">50K" +38,"Private",173208,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,25,"United-States","<=50K" +48,"Private",107373,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",26973,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +51,"Private",191965,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +22,"Private",122346,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"?",117201,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +41,"Private",198316,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"Japan","<=50K" +48,"Local-gov",123075,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +42,"Private",209370,"HS-grad",9,"Separated","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +34,"Private",33117,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",129042,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +56,"Private",169133,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"Yugoslavia","<=50K" +30,"Private",201624,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,45,"?","<=50K" +45,"Private",368561,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +48,"Private",207848,"10th",6,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",138370,"Masters",14,"Married-spouse-absent","Sales","Not-in-family","Asian-Pac-Islander","Male",0,0,50,"India","<=50K" +31,"Private",93106,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",389713,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",206365,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +76,"?",431192,"7th-8th",4,"Widowed","?","Not-in-family","White","Male",0,0,2,"United-States","<=50K" +37,"Private",123785,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,75,"United-States","<=50K" +34,"Private",289984,"HS-grad",9,"Divorced","Priv-house-serv","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +34,"?",164309,"11th",7,"Married-civ-spouse","?","Wife","White","Female",0,0,8,"United-States","<=50K" +90,"Private",137018,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",137994,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",341204,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",34446,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +28,"Private",187160,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,55,"United-States","<=50K" +64,"?",196288,"Assoc-acdm",12,"Never-married","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +23,"Private",217961,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",74631,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +61,"Private",125155,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",263925,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Canada",">50K" +52,"Self-emp-not-inc",44728,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +38,"Private",193026,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"Iran","<=50K" +32,"Private",87643,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",106742,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,75,"United-States","<=50K" +41,"Private",302122,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",185385,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,47,"United-States",">50K" +43,"Self-emp-not-inc",277647,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States","<=50K" +54,"Private",377701,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,32,"Mexico","<=50K" +34,"Private",157886,"Assoc-acdm",12,"Separated","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",175958,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,80,"United-States",">50K" +38,"Private",223004,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",29984,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",181651,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",117312,"Assoc-acdm",12,"Divorced","Tech-support","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +22,"Local-gov",34029,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +37,"Private",215310,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",220384,"11th",7,"Never-married","Adm-clerical","Own-child","White","Male",0,0,15,"United-States","<=50K" +19,"Self-emp-not-inc",36012,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +22,"Private",191342,"Bachelors",13,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,50,"Taiwan","<=50K" +49,"Private",31339,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",227910,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +43,"Private",173728,"Bachelors",13,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Local-gov",167816,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +58,"Self-emp-not-inc",81642,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +41,"Local-gov",195258,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",232475,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",241259,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",118161,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",201954,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +38,"Private",412296,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,28,"United-States","<=50K" +41,"Federal-gov",133060,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Self-emp-not-inc",120539,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +31,"Private",196025,"Doctorate",16,"Married-spouse-absent","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,60,"China","<=50K" +34,"Private",107793,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",163870,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Self-emp-not-inc",361280,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Male",0,0,20,"India","<=50K" +62,"Private",92178,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",80710,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Private",182254,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +68,"?",140282,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +45,"Self-emp-inc",149865,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States",">50K" +41,"Private",118619,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,50,"United-States","<=50K" +34,"Self-emp-not-inc",196791,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,25,"United-States",">50K" +34,"Local-gov",167999,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,33,"United-States","<=50K" +31,"Private",51259,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,47,"United-States","<=50K" +29,"Private",131088,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +41,"Private",293791,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +35,"Self-emp-inc",289430,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"Mexico",">50K" +33,"Private",35378,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,45,"United-States",">50K" +37,"State-gov",60227,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +69,"Private",168139,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +34,"Private",290763,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",51100,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",227644,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +58,"Local-gov",205267,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +53,"Private",288020,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Japan","<=50K" +29,"Private",140863,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"State-gov",50178,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States","<=50K" +36,"Private",112497,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",95244,"Some-college",10,"Divorced","Other-service","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +20,"Private",117606,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",89508,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +63,"Federal-gov",124244,"HS-grad",9,"Widowed","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",154374,"Some-college",10,"Divorced","Other-service","Unmarried","White","Male",0,0,45,"United-States","<=50K" +28,"Private",294936,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Private",347132,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +34,"?",181934,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",316672,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +37,"Private",189382,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,38,"United-States","<=50K" +42,"?",184018,"Some-college",10,"Divorced","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +31,"Private",184307,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"Jamaica",">50K" +46,"Self-emp-not-inc",246212,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +35,"Federal-gov",250504,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,60,"United-States",">50K" +27,"Private",138705,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,53,"United-States","<=50K" +41,"Private",328447,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"Mexico","<=50K" +19,"Private",194608,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +20,"Private",230891,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +59,"Federal-gov",212448,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",0,0,40,"Germany","<=50K" +40,"Private",214010,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +56,"Self-emp-not-inc",200235,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +30,"Self-emp-inc",205733,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +46,"Private",185041,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +61,"Self-emp-inc",84409,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +25,"Private",241626,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +40,"Private",520586,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,39,"United-States","<=50K" +24,"?",35633,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,40,"?","<=50K" +51,"Private",302847,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,54,"United-States","<=50K" +43,"State-gov",165309,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",117529,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,54,"Mexico","<=50K" +46,"Private",106092,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +28,"State-gov",445824,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +26,"Private",227332,"Bachelors",13,"Never-married","Transport-moving","Unmarried","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +20,"Private",275691,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,28,"United-States","<=50K" +51,"Private",284329,"HS-grad",9,"Widowed","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +33,"Private",114691,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +54,"Private",96062,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",178506,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +22,"?",131573,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,8,"United-States","<=50K" +88,"Self-emp-not-inc",206291,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",182302,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Private",241346,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +50,"Private",157043,"11th",7,"Divorced","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",404616,"Masters",14,"Married-civ-spouse","Farming-fishing","Not-in-family","White","Male",0,0,99,"United-States",">50K" +20,"Private",411862,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +47,"Private",183013,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"?",169982,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",188544,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +50,"State-gov",356619,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States",">50K" +47,"Private",45857,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Local-gov",289886,"11th",7,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,45,"United-States","<=50K" +50,"?",146015,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",216237,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States",">50K" +36,"Private",416745,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",202952,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",167725,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"?",165637,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Federal-gov",43280,"Some-college",10,"Never-married","Exec-managerial","Own-child","Black","Female",0,0,40,"United-States","<=50K" +65,"Private",118779,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +24,"State-gov",191269,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,65,"United-States","<=50K" +27,"Local-gov",247507,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,35,"United-States","<=50K" +51,"Private",239155,"Assoc-voc",11,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",182862,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",33886,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"Private",444304,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",187161,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +49,"Local-gov",116892,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +51,"Local-gov",176813,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +59,"Private",151616,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +18,"Private",240747,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"Dominican-Republic","<=50K" +45,"Federal-gov",320818,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,80,"United-States",">50K" +30,"Local-gov",235271,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",166497,"Bachelors",13,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +44,"Private",344060,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States",">50K" +33,"Private",221196,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-inc",113544,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +61,"Local-gov",321117,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",79619,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,42,"United-States",">50K" +22,"?",42004,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +36,"Private",135289,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"Private",203070,"Some-college",10,"Separated","Adm-clerical","Own-child","White","Male",0,0,62,"United-States","<=50K" +31,"Private",32406,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Female",0,0,20,"United-States","<=50K" +20,"Private",205839,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +63,"?",150389,"Bachelors",13,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States",">50K" +33,"?",163003,"HS-grad",9,"Divorced","?","Not-in-family","Asian-Pac-Islander","Female",0,0,41,"China","<=50K" +38,"Private",200818,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Self-emp-not-inc",247379,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",349151,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",22154,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",176317,"HS-grad",9,"Widowed","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",22245,"Masters",14,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,72,"?",">50K" +29,"Private",236436,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",354078,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +42,"Self-emp-not-inc",166813,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +50,"Private",358740,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"England","<=50K" +75,"Self-emp-not-inc",208426,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +52,"Federal-gov",31838,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",175034,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",413297,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"Private",106347,"11th",7,"Separated","Other-service","Not-in-family","Black","Female",0,0,42,"United-States","<=50K" +23,"Private",174754,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +34,"Private",441454,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +41,"Self-emp-not-inc",209344,"HS-grad",9,"Married-civ-spouse","Sales","Other-relative","White","Female",0,0,40,"Cuba","<=50K" +31,"Private",185732,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +42,"Private",65372,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",33975,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +55,"Private",326297,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +36,"State-gov",194630,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +65,"Self-emp-not-inc",167414,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,59,"United-States",">50K" +38,"Local-gov",165799,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,12,"United-States","<=50K" +62,"Private",192866,"Some-college",10,"Widowed","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +49,"Private",148995,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",190040,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +32,"Private",209432,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",397466,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +30,"Private",283767,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"?","<=50K" +52,"Federal-gov",202452,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +29,"Private",128604,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +38,"Private",65466,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +57,"Private",141326,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Federal-gov",369468,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +37,"State-gov",136137,"Some-college",10,"Separated","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",236770,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",89534,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States",">50K" +69,"?",195779,"Assoc-voc",11,"Widowed","?","Not-in-family","White","Female",0,0,1,"United-States","<=50K" +73,"Private",29778,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +22,"Self-emp-inc",153516,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +31,"Private",163594,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +50,"Self-emp-not-inc",343748,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +37,"Private",387430,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,37,"United-States","<=50K" +44,"Local-gov",409505,"Bachelors",13,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",200734,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,45,"United-States","<=50K" +27,"Private",115831,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",150296,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","White","Female",0,0,80,"United-States","<=50K" +25,"Private",323545,"HS-grad",9,"Never-married","Tech-support","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",232577,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +51,"Local-gov",152754,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",386136,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +42,"Private",342865,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Federal-gov",158926,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Philippines",">50K" +65,"?",36039,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",164019,"Some-college",10,"Never-married","Farming-fishing","Own-child","Black","Male",0,0,10,"United-States","<=50K" +46,"Private",188861,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",182062,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",37238,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +50,"Private",421132,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"?",178660,"12th",8,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Self-emp-not-inc",795830,"1st-4th",2,"Widowed","Other-service","Unmarried","White","Female",0,0,30,"El-Salvador","<=50K" +39,"Private",278403,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States","<=50K" +46,"Private",279661,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,35,"United-States","<=50K" +36,"Private",113397,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",236696,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,57,"United-States","<=50K" +41,"Private",265266,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Local-gov",34935,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",58222,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Federal-gov",301010,"Some-college",10,"Never-married","Armed-Forces","Not-in-family","Black","Male",0,0,60,"United-States","<=50K" +29,"Private",419721,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"Japan","<=50K" +58,"Self-emp-inc",186791,"Some-college",10,"Married-civ-spouse","Transport-moving","Wife","White","Female",0,0,40,"United-States",">50K" +36,"Self-emp-not-inc",180686,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",209103,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States","<=50K" +37,"Private",32668,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,43,"United-States",">50K" +29,"Private",256956,"Assoc-voc",11,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",202203,"5th-6th",3,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"Mexico","<=50K" +43,"Private",85995,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +49,"Private",125421,"HS-grad",9,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,40,"United-States",">50K" +45,"Federal-gov",283037,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",192932,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"?",244689,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +51,"Private",179646,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",509350,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"Canada",">50K" +24,"Private",96279,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"?",327120,"Assoc-acdm",12,"Never-married","?","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +41,"State-gov",144928,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",55237,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +20,"Private",114874,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +27,"Private",190525,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +55,"Private",121912,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,24,"United-States",">50K" +39,"Private",83893,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +17,"?",138507,"10th",6,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +47,"Private",256522,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"?","<=50K" +52,"Private",168381,"HS-grad",9,"Widowed","Other-service","Unmarried","Asian-Pac-Islander","Female",0,0,40,"India",">50K" +24,"Private",293579,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +29,"Private",285290,"11th",7,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",188488,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +20,"Private",324469,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",275244,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +57,"Private",265099,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +51,"Private",146767,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",174938,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",240124,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"State-gov",34180,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"State-gov",225904,"Prof-school",15,"Never-married","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +57,"Private",89392,"Masters",14,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",46857,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"State-gov",105363,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",195105,"HS-grad",9,"Never-married","Sales","Not-in-family","Other","Male",0,0,40,"United-States","<=50K" +35,"Private",184117,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +61,"Self-emp-inc",134768,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"Germany",">50K" +17,"?",145886,"11th",7,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +36,"Private",153078,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,60,"?",">50K" +34,"Private",467108,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +42,"Private",173938,"HS-grad",9,"Separated","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Private",191161,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",132606,"5th-6th",3,"Divorced","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +40,"Private",155190,"10th",6,"Never-married","Craft-repair","Other-relative","Black","Male",0,0,55,"United-States","<=50K" +31,"Private",42900,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +36,"Private",191161,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +23,"Private",181820,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",105974,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,41,"United-States","<=50K" +52,"Private",146378,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",103440,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +51,"Private",203435,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"Italy","<=50K" +31,"Federal-gov",168312,"Assoc-voc",11,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Self-emp-inc",257764,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",171301,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Black","Female",0,0,40,"United-States","<=50K" +53,"Federal-gov",225339,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",444554,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",403788,"Assoc-acdm",12,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +61,"?",190997,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,6,"United-States","<=50K" +43,"Private",221550,"Masters",14,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"Poland","<=50K" +46,"Self-emp-inc",98929,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States","<=50K" +43,"Local-gov",169203,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +41,"Private",102332,"HS-grad",9,"Divorced","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",230684,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +54,"Private",449257,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",97429,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"Canada","<=50K" +25,"Private",208999,"Some-college",10,"Separated","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",37072,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +25,"Local-gov",163101,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +19,"Private",119075,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +37,"Self-emp-not-inc",137314,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +45,"Private",127303,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,45,"United-States","<=50K" +37,"Private",349116,"HS-grad",9,"Never-married","Sales","Not-in-family","Black","Male",0,0,44,"United-States","<=50K" +19,"?",194095,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"Private",46496,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,5,"United-States","<=50K" +27,"Private",29904,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Federal-gov",234151,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",238287,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +42,"Private",230624,"10th",6,"Never-married","Transport-moving","Unmarried","White","Male",0,0,40,"United-States",">50K" +54,"Self-emp-not-inc",114758,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +50,"Private",137815,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +40,"Private",260696,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Private",325007,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,25,"United-States","<=50K" +50,"Private",113176,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",66815,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +42,"?",51795,"HS-grad",9,"Divorced","?","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +24,"Private",241523,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,45,"United-States",">50K" +30,"Private",30226,"11th",7,"Divorced","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",352628,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,50,"United-States",">50K" +37,"Private",143912,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +33,"Private",130021,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",329778,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-inc",196945,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,78,"Thailand","<=50K" +39,"Private",24342,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",34368,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +52,"Self-emp-not-inc",173839,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"State-gov",73211,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,20,"United-States","<=50K" +32,"Private",86723,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +31,"Private",179186,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,90,"United-States",">50K" +31,"Private",127610,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +47,"Private",115070,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"?",172582,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,50,"United-States","<=50K" +40,"Private",256202,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +40,"Private",202872,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Female",0,0,45,"United-States","<=50K" +41,"Private",184102,"11th",7,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Federal-gov",130703,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +46,"Private",134727,"11th",7,"Divorced","Machine-op-inspct","Unmarried","Amer-Indian-Eskimo","Male",0,0,43,"Germany","<=50K" +19,"Private",213644,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",147322,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"Peru","<=50K" +59,"Private",296253,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",180871,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +35,"State-gov",211115,"Some-college",10,"Never-married","Protective-serv","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-inc",183870,"10th",6,"Married-civ-spouse","Transport-moving","Wife","White","Female",0,0,40,"United-States","<=50K" +28,"Private",441620,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,43,"Mexico","<=50K" +36,"Federal-gov",218542,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +41,"Self-emp-not-inc",141327,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,35,"United-States","<=50K" +47,"Private",67716,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +61,"?",347089,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,16,"United-States","<=50K" +36,"Private",336595,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Private",27997,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",30447,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +44,"Self-emp-not-inc",120837,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,66,"United-States","<=50K" +51,"Private",185283,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +44,"Self-emp-inc",229466,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",298225,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +60,"Private",185749,"11th",7,"Widowed","Transport-moving","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-inc",125892,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +46,"Private",563883,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,60,"United-States",">50K" +56,"Private",311249,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +22,"Private",310152,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +76,"?",211453,"HS-grad",9,"Widowed","?","Not-in-family","Black","Female",0,0,2,"United-States","<=50K" +41,"Self-emp-inc",94113,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +46,"Private",161508,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",177675,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +39,"Private",51100,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",100584,"10th",6,"Divorced","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +70,"Federal-gov",163003,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +49,"Private",101320,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,75,"United-States","<=50K" +24,"Private",42706,"Assoc-voc",11,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +61,"Private",120939,"Prof-school",15,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,5,"United-States",">50K" +25,"Private",98283,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +28,"Local-gov",216481,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +69,"State-gov",208869,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,11,"United-States","<=50K" +22,"Private",207940,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,36,"United-States","<=50K" +47,"Private",34248,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,38,"United-States","<=50K" +38,"Private",83727,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,48,"United-States","<=50K" +26,"Private",183077,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +17,"Private",197850,"11th",7,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,24,"United-States","<=50K" +33,"Self-emp-not-inc",235271,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +43,"Self-emp-not-inc",35236,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"Private",255822,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",256263,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +43,"Local-gov",293535,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States",">50K" +25,"Private",174592,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +57,"Federal-gov",278763,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",175232,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,60,"United-States",">50K" +32,"Private",402812,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +26,"Private",101150,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,41,"United-States","<=50K" +45,"Private",103538,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",23940,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-inc",210295,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +32,"Private",80058,"11th",7,"Divorced","Sales","Not-in-family","White","Male",0,0,43,"United-States",">50K" +36,"Self-emp-not-inc",105021,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +19,"Private",225775,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-inc",395831,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,80,"United-States",">50K" +20,"Private",32732,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +60,"?",290593,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",123253,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States","<=50K" +58,"State-gov",48433,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",245317,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"Private",431745,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,14,"United-States","<=50K" +42,"State-gov",436006,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",224943,"Some-college",10,"Married-spouse-absent","Prof-specialty","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-inc",217054,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +66,"Self-emp-not-inc",298834,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +59,"Self-emp-inc",125000,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"England",">50K" +44,"Private",123983,"Bachelors",13,"Divorced","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +46,"Private",155489,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,58,"United-States",">50K" +17,"Local-gov",32124,"9th",5,"Never-married","Other-service","Own-child","Black","Male",0,0,9,"United-States","<=50K" +47,"Local-gov",246891,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"State-gov",141483,"9th",5,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",31985,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",170800,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",231286,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,15,"United-States","<=50K" +33,"Private",159322,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Male",0,0,40,"United-States","<=50K" +48,"Private",176026,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",26898,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,12,"United-States","<=50K" +47,"Private",232628,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +40,"Private",85995,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",125421,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States",">50K" +49,"Private",245305,"10th",6,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,42,"United-States",">50K" +50,"Private",73493,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",197058,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",122116,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",75742,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",214731,"10th",6,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +35,"Private",265954,"HS-grad",9,"Separated","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +26,"State-gov",197156,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +39,"Local-gov",203070,"HS-grad",9,"Separated","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"Local-gov",165695,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +69,"?",473040,"5th-6th",3,"Divorced","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",168107,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",163494,"10th",6,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +38,"Private",180342,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",148069,"10th",6,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",200973,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +17,"Private",130806,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,24,"United-States","<=50K" +56,"Private",117148,"7th-8th",4,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",213977,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",139338,"12th",8,"Divorced","Transport-moving","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",315877,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +41,"Self-emp-not-inc",195124,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"?","<=50K" +25,"Private",352057,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +21,"Private",236684,"Some-college",10,"Never-married","Other-service","Other-relative","Black","Female",0,0,8,"United-States","<=50K" +18,"Private",208447,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,6,"United-States","<=50K" +45,"Private",149640,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",154342,"7th-8th",4,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Federal-gov",141459,"HS-grad",9,"Separated","Other-service","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +47,"Private",111797,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Female",0,0,35,"Outlying-US(Guam-USVI-etc)","<=50K" +29,"Private",111900,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",78707,"11th",7,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",160574,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"?",174714,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,16,"United-States","<=50K" +19,"?",62534,"Bachelors",13,"Never-married","?","Own-child","Black","Female",0,0,40,"Jamaica","<=50K" +24,"Private",198148,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +19,"Private",124265,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Private",208137,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",257250,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +24,"State-gov",147253,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Local-gov",244268,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +72,"?",213255,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +26,"Private",266912,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",169104,"Bachelors",13,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +29,"Private",200511,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +48,"Self-emp-not-inc",65535,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",103395,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +51,"Private",71046,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,45,"Scotland","<=50K" +28,"Self-emp-not-inc",125442,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",169188,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,20,"United-States","<=50K" +23,"Private",121471,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +65,"Private",207281,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,16,"United-States","<=50K" +26,"Local-gov",46097,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",322143,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,10,"United-States","<=50K" +33,"Private",149184,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States",">50K" +33,"Local-gov",119829,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,60,"United-States","<=50K" +37,"Private",910398,"Bachelors",13,"Never-married","Sales","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",176570,"11th",7,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,60,"United-States","<=50K" +24,"Private",216129,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Private",27207,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +57,"State-gov",68830,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +22,"State-gov",178818,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +57,"Private",236944,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States",">50K" +46,"State-gov",273771,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +67,"Private",318533,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States","<=50K" +35,"?",451940,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +47,"Private",102318,"HS-grad",9,"Separated","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",379350,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",21095,"Some-college",10,"Divorced","Other-service","Unmarried","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +58,"Self-emp-not-inc",211547,"12th",8,"Divorced","Sales","Not-in-family","White","Female",0,0,52,"United-States","<=50K" +36,"Private",85272,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,30,"United-States",">50K" +45,"Private",46406,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,36,"England",">50K" +54,"Private",53833,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",161007,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +60,"Private",53707,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",310907,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,35,"United-States","<=50K" +32,"Private",375833,"11th",7,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",107513,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",58683,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States",">50K" +37,"Private",70240,"HS-grad",9,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +44,"Private",147206,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",175548,"HS-grad",9,"Never-married","Other-service","Not-in-family","Other","Female",0,0,35,"United-States","<=50K" +61,"Self-emp-not-inc",163174,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +51,"Private",126010,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"?",200904,"Assoc-acdm",12,"Married-civ-spouse","?","Wife","Black","Female",0,0,21,"Haiti","<=50K" +67,"Local-gov",258973,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +40,"State-gov",345969,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",127796,"5th-6th",3,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,35,"Mexico","<=50K" +37,"Private",405723,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +57,"Private",175942,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",284196,"10th",6,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-inc",175761,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +52,"Private",158993,"HS-grad",9,"Divorced","Other-service","Other-relative","Black","Female",0,0,38,"United-States","<=50K" +42,"Private",285066,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +55,"Self-emp-not-inc",52888,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,10,"United-States","<=50K" +71,"Self-emp-inc",133821,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States",">50K" +33,"Private",240763,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",39054,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",119272,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +59,"Private",143372,"10th",6,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",323421,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +36,"Self-emp-not-inc",136028,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +26,"Self-emp-not-inc",163189,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",202729,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",421871,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +26,"?",211798,"HS-grad",9,"Separated","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Private",198901,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +18,"Private",214617,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,16,"United-States","<=50K" +55,"Self-emp-not-inc",179715,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,18,"United-States","<=50K" +44,"Private",110355,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",184378,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +62,"Private",273454,"7th-8th",4,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"Cuba","<=50K" +44,"Private",443040,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +39,"?",71701,"HS-grad",9,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +50,"Self-emp-inc",160151,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +35,"Private",107991,"11th",7,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +52,"Private",94391,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",99835,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +43,"Private",83756,"Some-college",10,"Never-married","Exec-managerial","Unmarried","White","Male",0,0,50,"United-States","<=50K" +20,"Private",180052,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +47,"Private",170846,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"Italy",">50K" +43,"Private",37937,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,50,"United-States","<=50K" +64,"?",168340,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"?",">50K" +24,"Private",38455,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Federal-gov",128059,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",420895,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",166744,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,12,"United-States","<=50K" +26,"Private",238768,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States","<=50K" +50,"Private",140592,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +20,"Self-emp-not-inc",211466,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,80,"United-States","<=50K" +43,"Private",39581,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,45,"United-States","<=50K" +53,"Private",117496,"9th",5,"Divorced","Other-service","Not-in-family","White","Female",0,0,36,"Canada","<=50K" +44,"Private",145160,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",28520,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",375077,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,50,"United-States","<=50K" +44,"Private",151504,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +49,"Private",32212,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,43,"United-States","<=50K" +35,"Private",123606,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",202565,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +54,"Private",177927,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +37,"Private",256723,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +18,"Private",46247,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +24,"Private",266926,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",112031,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +22,"?",376277,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +35,"Private",168817,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Private",187487,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +32,"?",158784,"7th-8th",4,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",67222,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Male",0,0,45,"China","<=50K" +73,"Private",267408,"HS-grad",9,"Widowed","Sales","Other-relative","White","Female",0,0,15,"United-States","<=50K" +47,"Federal-gov",168191,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?","<=50K" +49,"Private",105444,"12th",8,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,39,"United-States","<=50K" +38,"Private",156728,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",148600,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",19914,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +42,"Private",190767,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",233955,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,45,"China",">50K" +35,"Private",30381,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +38,"Private",187069,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"Private",367314,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Local-gov",101119,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,70,"United-States","<=50K" +38,"Private",86551,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,48,"United-States",">50K" +40,"Local-gov",218995,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States",">50K" +21,"Private",57711,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +44,"Private",303521,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"Private",199067,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",247445,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +49,"Private",186078,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +31,"Private",77634,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,42,"United-States","<=50K" +46,"Private",56482,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",314177,"HS-grad",9,"Never-married","Sales","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",239755,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +27,"Private",377680,"Assoc-voc",11,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +26,"Private",294493,"Bachelors",13,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +45,"Private",182655,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Male",0,0,45,"?",">50K" +57,"Local-gov",52267,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,72,"United-States","<=50K" +30,"Private",117963,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",98881,"11th",7,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,32,"United-States","<=50K" +50,"Private",196963,"7th-8th",4,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +38,"Private",166988,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",193459,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +42,"Private",182342,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +32,"Private",496743,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",154781,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",219371,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +45,"Private",99179,"11th",7,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",224910,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",304651,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +37,"Private",349689,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"Private",106850,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",196328,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,45,"United-States",">50K" +25,"Private",169323,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",162924,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","Asian-Pac-Islander","Male",0,0,60,"Japan","<=50K" +40,"Self-emp-not-inc",34037,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +51,"?",167651,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",197384,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,10,"United-States","<=50K" +42,"Private",251795,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +65,"?",266081,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",165309,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",215873,"10th",6,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,45,"United-States","<=50K" +24,"Private",228424,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",195576,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",52199,"HS-grad",9,"Married-spouse-absent","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"?",158762,"10th",6,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +49,"Private",169818,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,40,"United-States",">50K" +31,"Private",288419,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",207546,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"?",228373,"10th",6,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +37,"Private",272950,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",183523,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",238415,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +35,"Local-gov",103260,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,35,"United-States",">50K" +40,"Private",135056,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +66,"Private",142723,"5th-6th",3,"Married-spouse-absent","Handlers-cleaners","Unmarried","White","Female",0,0,40,"Puerto-Rico","<=50K" +30,"Federal-gov",188569,"9th",5,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",57322,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",178309,"9th",5,"Never-married","Other-service","Unmarried","White","Female",0,0,50,"United-States","<=50K" +45,"Private",166107,"Masters",14,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +31,"Private",53042,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"Trinadad&Tobago","<=50K" +32,"Private",35595,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",429507,"Assoc-acdm",12,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +50,"Federal-gov",159670,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +63,"Private",151210,"7th-8th",4,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",186792,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",204640,"Some-college",10,"Widowed","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +52,"Private",87205,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +38,"Self-emp-inc",112847,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +50,"State-gov",211319,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +59,"Private",183606,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",205390,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,49,"United-States","<=50K" +52,"Self-emp-inc",101017,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,38,"United-States","<=50K" +57,"Private",114495,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +51,"Private",163921,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,56,"United-States",">50K" +22,"Private",311764,"11th",7,"Widowed","Sales","Own-child","Black","Female",0,0,35,"United-States","<=50K" +49,"Private",188330,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",267174,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +48,"Private",199739,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"Private",185407,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?","<=50K" +43,"State-gov",206139,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",282063,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +31,"Private",332379,"7th-8th",4,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",418324,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,36,"United-States","<=50K" +19,"?",263338,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,45,"United-States","<=50K" +51,"Private",158948,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,84,"United-States",">50K" +51,"Private",221532,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States",">50K" +37,"Local-gov",118909,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +19,"Private",286469,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +45,"Private",191914,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Female",0,0,55,"United-States","<=50K" +21,"State-gov",142766,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,10,"United-States","<=50K" +52,"Private",198744,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Local-gov",272780,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,24,"United-States","<=50K" +42,"State-gov",219553,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +56,"Private",261232,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",64292,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +58,"Private",312131,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +70,"Private",30713,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +30,"Private",246439,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +45,"Private",338105,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +23,"Private",228243,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +38,"Private",31603,"Bachelors",13,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,40,"United-States","<=50K" +24,"Private",165054,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",121618,"7th-8th",4,"Never-married","Transport-moving","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +21,"?",163665,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"Private",538319,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"Puerto-Rico","<=50K" +34,"Private",238246,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",131811,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"?",231777,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States","<=50K" +23,"Private",156807,"9th",5,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,36,"United-States","<=50K" +28,"Private",236861,"Bachelors",13,"Divorced","Craft-repair","Unmarried","White","Male",0,0,50,"United-States","<=50K" +29,"Self-emp-not-inc",229842,"HS-grad",9,"Never-married","Transport-moving","Unmarried","Black","Male",0,0,45,"United-States","<=50K" +25,"Local-gov",190057,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"State-gov",55076,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +18,"Private",152545,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,8,"United-States","<=50K" +26,"Private",153434,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,24,"United-States","<=50K" +47,"Local-gov",171095,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States",">50K" +23,"Private",239322,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",138999,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",176520,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",72338,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","Asian-Pac-Islander","Male",0,0,54,"United-States",">50K" +60,"?",386261,"Bachelors",13,"Married-spouse-absent","?","Unmarried","Black","Female",0,0,15,"United-States","<=50K" +23,"Private",235722,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +36,"Federal-gov",128884,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +46,"Private",187226,"9th",5,"Divorced","Other-service","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +32,"Self-emp-not-inc",298332,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +40,"Private",173607,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",226756,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,40,"United-States","<=50K" +31,"Private",157887,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +32,"State-gov",171111,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +21,"Private",126314,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,10,"United-States","<=50K" +63,"Private",174018,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States",">50K" +44,"Private",144778,"Some-college",10,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States",">50K" +42,"Self-emp-not-inc",201522,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +23,"?",22966,"Bachelors",13,"Never-married","?","Own-child","White","Male",0,0,35,"United-States","<=50K" +30,"Private",399088,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +24,"Private",282202,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Male",0,0,40,"El-Salvador","<=50K" +42,"Private",102606,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Self-emp-not-inc",246862,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"Italy",">50K" +27,"Federal-gov",508336,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,48,"United-States","<=50K" +27,"Local-gov",263431,"Some-college",10,"Never-married","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +22,"Private",235733,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +68,"Private",107910,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",184425,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,99,"United-States",">50K" +22,"Self-emp-not-inc",143062,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"Greece","<=50K" +25,"Private",199545,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,15,"United-States","<=50K" +68,"Self-emp-not-inc",197015,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +62,"Private",149617,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +26,"Private",33610,"HS-grad",9,"Divorced","Other-service","Other-relative","White","Male",0,0,40,"United-States","<=50K" +34,"Private",192002,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +68,"Private",67791,"Some-college",10,"Widowed","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",445382,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States",">50K" +45,"Private",112283,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +26,"Private",157249,"11th",7,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",109872,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +23,"Private",119838,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,50,"United-States","<=50K" +65,"Without-pay",27012,"7th-8th",4,"Widowed","Farming-fishing","Unmarried","White","Female",0,0,50,"United-States","<=50K" +31,"Private",91666,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +26,"Private",270276,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",179271,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Private",161819,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Self-emp-not-inc",219897,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +26,"Private",91683,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +36,"Private",188834,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +38,"Private",187046,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +39,"Private",191807,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,48,"United-States","<=50K" +52,"Self-emp-inc",179951,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",324420,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"Mexico","<=50K" +41,"Self-emp-not-inc",66632,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",162034,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States","<=50K" +28,"Local-gov",218990,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,46,"United-States","<=50K" +25,"Local-gov",125863,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,35,"United-States","<=50K" +35,"Private",225330,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",120426,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",119741,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +44,"Private",32000,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,18,"United-States",">50K" +21,"?",124242,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Private",278581,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +30,"Private",230224,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States",">50K" +20,"Private",164922,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +57,"Private",195176,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +43,"Private",166740,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +50,"?",156008,"11th",7,"Married-civ-spouse","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",162551,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Other-relative","Asian-Pac-Islander","Female",0,0,48,"China","<=50K" +25,"Private",211231,"HS-grad",9,"Married-civ-spouse","Tech-support","Other-relative","White","Female",0,0,48,"United-States",">50K" +25,"Private",169990,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +90,"Private",221832,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +38,"Local-gov",255454,"Bachelors",13,"Separated","Prof-specialty","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",28160,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +50,"State-gov",159219,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Canada",">50K" +26,"Local-gov",103148,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",165186,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +56,"Private",31782,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Local-gov",249101,"HS-grad",9,"Divorced","Protective-serv","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +18,"Local-gov",153405,"11th",7,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,25,"United-States","<=50K" +57,"Private",176079,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"State-gov",218542,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +29,"State-gov",303446,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,25,"Nicaragua","<=50K" +40,"Private",102606,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Self-emp-not-inc",483201,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +77,"Local-gov",144608,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,6,"United-States","<=50K" +30,"Private",226013,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",165475,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +66,"Private",263637,"10th",6,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",201495,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,35,"United-States","<=50K" +68,"Private",213720,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Private",170483,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +26,"Private",214303,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +32,"Private",190511,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",242150,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,38,"United-States","<=50K" +51,"Local-gov",159755,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",268022,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",188711,"Bachelors",13,"Never-married","Transport-moving","Unmarried","White","Male",0,0,20,"United-States","<=50K" +29,"Private",452205,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,36,"United-States","<=50K" +21,"Private",260847,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +28,"Private",291374,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +55,"Private",189933,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",133969,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,50,"South",">50K" +35,"Private",330664,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"?",672412,"11th",7,"Separated","?","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",111415,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,55,"Germany","<=50K" +33,"Private",217235,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"United-States","<=50K" +23,"Private",120172,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",343403,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",104790,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States",">50K" +39,"Local-gov",473547,"10th",6,"Divorced","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +53,"Local-gov",260106,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +49,"Federal-gov",168232,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",348491,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",421065,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +54,"Self-emp-inc",138852,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +28,"?",169631,"Assoc-acdm",12,"Married-AF-spouse","?","Wife","White","Female",0,0,3,"United-States","<=50K" +34,"Private",379412,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",181992,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +19,"Private",365640,"HS-grad",9,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,45,"?","<=50K" +26,"Private",236564,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",363418,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,70,"United-States",">50K" +50,"Private",112351,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,38,"United-States","<=50K" +30,"Private",204704,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States",">50K" +44,"Private",54611,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +49,"Private",128132,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +75,"Self-emp-not-inc",30599,"Masters",14,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +37,"Private",379522,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +51,"State-gov",196504,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,38,"United-States","<=50K" +35,"Private",82552,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,35,"United-States","<=50K" +28,"Private",104024,"Some-college",10,"Never-married","Sales","Other-relative","White","Female",0,0,40,"United-States","<=50K" +72,"Private",74141,"9th",5,"Married-civ-spouse","Exec-managerial","Wife","Asian-Pac-Islander","Female",0,0,48,"United-States",">50K" +39,"Private",192337,"Bachelors",13,"Separated","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +27,"Private",262478,"HS-grad",9,"Never-married","Farming-fishing","Own-child","Black","Male",0,0,30,"United-States","<=50K" +57,"Private",185072,"Some-college",10,"Never-married","Adm-clerical","Other-relative","Black","Female",0,0,40,"Jamaica","<=50K" +28,"Private",246595,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,70,"United-States","<=50K" +23,"Private",54472,"Some-college",10,"Married-spouse-absent","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +23,"Private",161708,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +31,"Private",264936,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Local-gov",113545,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",170430,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,80,"?","<=50K" +39,"Private",505119,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Cuba",">50K" +23,"Private",193089,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Local-gov",33432,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +36,"Private",103110,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"England","<=50K" +32,"Private",160362,"Some-college",10,"Divorced","Other-service","Other-relative","White","Male",0,0,40,"Nicaragua","<=50K" +35,"Private",204621,"Assoc-acdm",12,"Divorced","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",35309,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"?",154373,"Bachelors",13,"Never-married","?","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +47,"Private",194772,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",154410,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Federal-gov",220563,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"State-gov",253354,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",229732,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",185465,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",335764,"11th",7,"Married-civ-spouse","Sales","Own-child","Black","Male",0,0,35,"United-States","<=50K" +23,"Private",460046,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Female",0,0,42,"United-States","<=50K" +19,"?",33487,"Some-college",10,"Never-married","?","Other-relative","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +50,"Private",176924,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,38,"United-States","<=50K" +49,"State-gov",213307,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",83893,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",194102,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +61,"Private",238611,"7th-8th",4,"Widowed","Other-service","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +41,"Private",113597,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,16,"United-States","<=50K" +27,"Self-emp-not-inc",208406,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +53,"Private",274528,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +17,"Self-emp-not-inc",60116,"10th",6,"Never-married","Adm-clerical","Own-child","White","Male",0,0,10,"United-States","<=50K" +23,"?",196816,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +53,"Private",166368,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",99386,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",188569,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +53,"Private",302868,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +18,"Private",283342,"11th",7,"Never-married","Other-service","Other-relative","Black","Male",0,0,20,"United-States","<=50K" +24,"Private",233777,"Some-college",10,"Never-married","Sales","Unmarried","White","Male",0,0,50,"Mexico","<=50K" +20,"Private",170038,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Local-gov",261319,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",126838,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",354104,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +20,"Private",176321,"12th",8,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"Mexico","<=50K" +47,"Private",85129,"HS-grad",9,"Divorced","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +20,"?",376474,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,32,"United-States","<=50K" +22,"Private",62507,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +60,"Private",156889,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",549430,"HS-grad",9,"Never-married","Priv-house-serv","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +46,"Private",29696,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +66,"Private",98837,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",86150,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",0,0,30,"United-States",">50K" +34,"Private",204991,"Some-college",10,"Divorced","Exec-managerial","Own-child","White","Male",0,0,44,"United-States","<=50K" +45,"Private",371886,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,46,"United-States","<=50K" +35,"Private",103605,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"?",54851,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Local-gov",133050,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +36,"Local-gov",126569,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Federal-gov",144259,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,40,"United-States","<=50K" +51,"Private",161482,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,38,"United-States","<=50K" +25,"Self-emp-not-inc",305449,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",125010,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,45,"United-States","<=50K" +47,"Private",304133,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +59,"Local-gov",120617,"HS-grad",9,"Separated","Protective-serv","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +34,"Private",157747,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",297396,"Some-college",10,"Separated","Exec-managerial","Unmarried","White","Female",0,0,60,"United-States","<=50K" +42,"Private",121287,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +28,"?",308493,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,17,"Honduras","<=50K" +37,"Private",49115,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +51,"Self-emp-inc",208302,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,38,"United-States",">50K" +25,"Private",304032,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,36,"United-States","<=50K" +31,"Federal-gov",207301,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +37,"Private",123211,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,44,"United-States",">50K" +42,"Private",33521,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +29,"?",410351,"Bachelors",13,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",410034,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +51,"Private",175339,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,47,"United-States",">50K" +22,"?",27937,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,36,"United-States","<=50K" +26,"Private",125680,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,16,"Japan","<=50K" +56,"Local-gov",160829,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,46,"United-States","<=50K" +52,"Private",266529,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +61,"Self-emp-not-inc",115023,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,4,"?","<=50K" +47,"State-gov",224149,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +52,"Private",150930,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",343699,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",163392,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +17,"?",103810,"12th",8,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",211265,"Some-college",10,"Married-spouse-absent","Craft-repair","Other-relative","Black","Female",0,0,35,"Dominican-Republic","<=50K" +58,"Local-gov",160586,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",203277,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States",">50K" +46,"Private",309895,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +57,"Private",103809,"HS-grad",9,"Never-married","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",90291,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"State-gov",181761,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,10,"United-States","<=50K" +45,"Local-gov",135776,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +61,"?",188172,"Doctorate",16,"Widowed","?","Not-in-family","White","Female",0,0,5,"United-States","<=50K" +39,"Private",179579,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",193626,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,53,"United-States","<=50K" +20,"Private",108887,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"Private",199070,"HS-grad",9,"Never-married","Protective-serv","Own-child","Black","Male",0,0,16,"United-States","<=50K" +25,"Private",441591,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",185254,"5th-6th",3,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,40,"El-Salvador","<=50K" +24,"Private",109307,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,45,"United-States","<=50K" +20,"?",81853,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Female",0,0,15,"United-States","<=50K" +35,"Private",23621,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +44,"Local-gov",145178,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,38,"Jamaica",">50K" +47,"State-gov",30575,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"State-gov",130620,"11th",7,"Separated","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,40,"India","<=50K" +41,"Local-gov",22155,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,60,"United-States","<=50K" +31,"Private",106437,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",79787,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +44,"Private",81853,"HS-grad",9,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +61,"Private",120933,"Some-college",10,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Federal-gov",153143,"Some-college",10,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,40,"Puerto-Rico","<=50K" +46,"Private",27669,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +46,"Private",105444,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +54,"Local-gov",169785,"Masters",14,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,38,"United-States","<=50K" +49,"Private",122493,"HS-grad",9,"Widowed","Tech-support","Unmarried","White","Male",0,0,40,"United-States","<=50K" +56,"Local-gov",242670,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"Private",54933,"Masters",14,"Divorced","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",209317,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +25,"Self-emp-not-inc",282631,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",98044,"11th",7,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +58,"Private",187487,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"State-gov",60186,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",75648,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +28,"Private",201175,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",19302,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +21,"?",300812,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +75,"Private",101887,"10th",6,"Widowed","Priv-house-serv","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +66,"?",117778,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",60726,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-inc",201763,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +47,"Self-emp-not-inc",121124,"5th-6th",3,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"Italy",">50K" +21,"Private",60639,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +17,"Private",195262,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,17,"United-States","<=50K" +61,"?",113544,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,55,"United-States","<=50K" +47,"?",331650,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,8,"United-States",">50K" +22,"Private",100587,"Some-college",10,"Never-married","Other-service","Own-child","Black","Female",0,0,15,"United-States","<=50K" +47,"Private",298130,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",242391,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Self-emp-not-inc",197867,"Assoc-voc",11,"Divorced","Sales","Unmarried","White","Male",0,0,50,"United-States","<=50K" +59,"Private",151977,"10th",6,"Separated","Priv-house-serv","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +38,"Private",277347,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Private",125249,"HS-grad",9,"Separated","Protective-serv","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Private",222142,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",270194,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",169995,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +27,"Private",359155,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +60,"Private",123992,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +64,"Local-gov",266080,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +37,"Private",201531,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Self-emp-not-inc",179704,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +36,"Private",393673,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +34,"Private",244147,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +41,"Self-emp-not-inc",438696,"Masters",14,"Divorced","Sales","Unmarried","White","Male",0,0,5,"United-States",">50K" +35,"Self-emp-not-inc",207568,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,75,"United-States","<=50K" +63,"Self-emp-inc",54052,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,68,"United-States",">50K" +46,"Private",187581,"HS-grad",9,"Divorced","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",77102,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",353010,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +29,"Private",54131,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +74,"Federal-gov",39890,"Some-college",10,"Widowed","Transport-moving","Not-in-family","White","Female",0,0,18,"United-States","<=50K" +50,"Private",156877,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States",">50K" +22,"Private",355686,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Private",300168,"12th",8,"Separated","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +30,"Private",488720,"9th",5,"Married-civ-spouse","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +32,"Private",157287,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",184659,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",214169,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",192149,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Private",137253,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +44,"Private",373050,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Federal-gov",183151,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,60,"United-States","<=50K" +55,"Private",227158,"Bachelors",13,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Local-gov",34021,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,50,"United-States","<=50K" +31,"Private",165148,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Female",0,0,12,"United-States","<=50K" +47,"Private",211668,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Black","Female",0,0,40,"United-States",">50K" +45,"Private",358886,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",47707,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",306982,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,60,"South","<=50K" +49,"Local-gov",52590,"HS-grad",9,"Widowed","Protective-serv","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +39,"?",179352,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +27,"Private",158156,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +42,"Private",70055,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"?",131852,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States",">50K" +33,"Private",127215,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States",">50K" +23,"Private",175183,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",142287,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",221324,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +53,"Private",227602,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,37,"Mexico","<=50K" +22,"Private",228452,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +57,"State-gov",39380,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +20,"?",96862,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,8,"United-States","<=50K" +23,"Private",336360,"7th-8th",4,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +31,"Private",257644,"11th",7,"Never-married","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +23,"State-gov",235853,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,22,"United-States","<=50K" +30,"Private",270577,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Local-gov",222900,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States",">50K" +42,"Private",99254,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States",">50K" +51,"Private",224763,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Cuba","<=50K" +36,"Private",127306,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Private",339506,"HS-grad",9,"Never-married","Sales","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",178322,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"Germany",">50K" +33,"Private",189843,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",160815,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"Private",207665,"HS-grad",9,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +37,"State-gov",160402,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +35,"Private",170263,"Some-college",10,"Never-married","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",184659,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,52,"United-States","<=50K" +54,"Private",101017,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",204322,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",241350,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +63,"Federal-gov",217994,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +51,"Private",128143,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Self-emp-not-inc",164065,"Masters",14,"Divorced","Sales","Not-in-family","White","Male",0,0,18,"United-States","<=50K" +64,"Local-gov",78866,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",236769,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Federal-gov",239539,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +39,"Private",34028,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,48,"United-States","<=50K" +45,"State-gov",207847,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",175935,"Doctorate",16,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,55,"United-States",">50K" +22,"Federal-gov",218445,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +63,"Self-emp-inc",215833,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",156976,"Assoc-voc",11,"Separated","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",220647,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +20,"Private",218343,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +25,"Private",73289,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",408623,"Bachelors",13,"Married-civ-spouse","Craft-repair","Other-relative","White","Male",0,0,50,"United-States","<=50K" +46,"Private",169180,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",54929,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +24,"Private",306779,"Assoc-voc",11,"Never-married","Exec-managerial","Own-child","White","Male",0,0,35,"United-States","<=50K" +43,"Private",159549,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",482082,"12th",8,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,21,"Mexico","<=50K" +32,"Local-gov",286101,"HS-grad",9,"Never-married","Transport-moving","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +44,"Private",167955,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Poland","<=50K" +40,"Self-emp-not-inc",209040,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",105017,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +23,"Private",27776,"Assoc-voc",11,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",118853,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",119565,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",275361,"Assoc-acdm",12,"Widowed","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +42,"Private",225193,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",329783,"10th",6,"Never-married","Sales","Other-relative","White","Female",0,0,10,"United-States","<=50K" +29,"Local-gov",107411,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +21,"State-gov",258490,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +18,"?",120243,"11th",7,"Never-married","?","Own-child","White","Male",0,0,27,"United-States","<=50K" +31,"Private",219509,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico",">50K" +27,"Local-gov",29174,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",40083,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"Canada","<=50K" +23,"Private",87528,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +41,"Private",116379,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,55,"Taiwan",">50K" +46,"Local-gov",216214,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +34,"Private",268051,"Some-college",10,"Married-civ-spouse","Protective-serv","Other-relative","Black","Female",0,0,25,"Haiti","<=50K" +42,"Self-emp-not-inc",121718,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,24,"United-States","<=50K" +46,"Private",109089,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +18,"?",346382,"11th",7,"Never-married","?","Own-child","White","Male",0,0,15,"United-States","<=50K" +52,"Private",284129,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Private",143030,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +21,"Private",212619,"Assoc-voc",11,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Self-emp-not-inc",199011,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,20,"United-States","<=50K" +31,"Private",118901,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +41,"Self-emp-not-inc",129865,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Private",157900,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",349341,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +45,"Private",158685,"HS-grad",9,"Separated","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",386585,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +90,"Private",52386,"Some-college",10,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,35,"United-States","<=50K" +30,"Private",190385,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States",">50K" +42,"Private",37869,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",217807,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +64,"State-gov",201293,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +56,"Private",128764,"7th-8th",4,"Widowed","Transport-moving","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +42,"Private",27444,"Some-college",10,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +26,"Private",62438,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +31,"Local-gov",151726,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +40,"Private",29841,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +58,"Private",131608,"Some-college",10,"Widowed","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",110562,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-inc",190541,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,47,"United-States","<=50K" +62,"State-gov",33142,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +40,"Private",234633,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Local-gov",238386,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",460835,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,55,"United-States","<=50K" +23,"?",243190,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Male",0,0,20,"China","<=50K" +63,"Federal-gov",97855,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",200863,"Some-college",10,"Widowed","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +25,"?",41107,"Bachelors",13,"Married-spouse-absent","?","Not-in-family","White","Male",0,0,40,"Canada","<=50K" +56,"Private",77415,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",236770,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Private",235124,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",199288,"11th",7,"Separated","Transport-moving","Not-in-family","White","Male",0,0,90,"United-States","<=50K" +19,"Private",43285,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +41,"Private",160837,"11th",7,"Married-spouse-absent","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"Guatemala","<=50K" +22,"Private",230574,"10th",6,"Never-married","Transport-moving","Own-child","White","Male",0,0,25,"United-States","<=50K" +23,"Private",176178,"HS-grad",9,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",116358,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Taiwan",">50K" +27,"?",253873,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +45,"Private",107787,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Canada","<=50K" +23,"Self-emp-not-inc",519627,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,25,"Mexico","<=50K" +21,"Private",191460,"11th",7,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",214858,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Self-emp-not-inc",64875,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,60,"United-States","<=50K" +62,"Self-emp-not-inc",134768,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Federal-gov",207342,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +34,"Private",64830,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +33,"Private",176711,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"England","<=50K" +22,"?",217421,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +28,"Private",111900,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +22,"?",196943,"Some-college",10,"Separated","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +47,"Private",481987,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +20,"?",121313,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",158420,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +28,"Private",42734,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",181773,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +47,"Private",184945,"Some-college",10,"Separated","Other-service","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +33,"Private",107248,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +25,"Private",122999,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",166606,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Local-gov",192060,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,30,"?","<=50K" +57,"Private",205708,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Poland","<=50K" +55,"Private",67450,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"England","<=50K" +20,"Private",242077,"HS-grad",9,"Divorced","Sales","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",129573,"HS-grad",9,"Never-married","Sales","Not-in-family","Black","Female",0,0,44,"United-States","<=50K" +54,"Private",181132,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"England",">50K" +25,"Private",212302,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"?",148751,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +17,"Private",317681,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,10,"United-States","<=50K" +63,"Private",30602,"7th-8th",4,"Married-spouse-absent","Other-service","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +19,"Private",172893,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,30,"United-States","<=50K" +33,"Self-emp-not-inc",312055,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +37,"Private",65390,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",200500,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +36,"Local-gov",241962,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Self-emp-inc",78530,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"Canada",">50K" +22,"Private",189950,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +20,"Private",241951,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +18,"Private",343059,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"?",79728,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",55284,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +34,"Private",509364,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +32,"State-gov",117927,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",137651,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +70,"Private",131060,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,25,"United-States","<=50K" +57,"Private",346963,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",134737,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",36503,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",250121,"11th",7,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +27,"Private",387776,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",41474,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +36,"Local-gov",318972,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,65,"United-States","<=50K" +33,"Private",86143,"Some-college",10,"Never-married","Exec-managerial","Own-child","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +50,"Private",181139,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",153976,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Self-emp-not-inc",59469,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,25,"United-States","<=50K" +24,"Private",127139,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",136343,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",350624,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",121523,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"Self-emp-not-inc",267396,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Private",83045,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",160449,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,44,"United-States",">50K" +20,"?",287681,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,36,"United-States","<=50K" +41,"Private",154194,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",295127,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,84,"United-States","<=50K" +61,"Self-emp-not-inc",244087,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States",">50K" +35,"Private",356250,"Prof-school",15,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,35,"China","<=50K" +42,"State-gov",293791,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",44308,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Local-gov",210527,"Some-college",10,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"State-gov",151763,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +39,"State-gov",267581,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",100188,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,24,"United-States","<=50K" +32,"Self-emp-inc",111746,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",171091,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",355645,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,20,"Trinadad&Tobago","<=50K" +54,"Local-gov",137678,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",70894,"Assoc-acdm",12,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +19,"Private",171306,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,3,"United-States","<=50K" +31,"Private",100997,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +35,"Private",63921,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +29,"Private",32897,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +29,"Local-gov",251854,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",345121,"10th",6,"Separated","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +46,"Private",86220,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",172845,"Assoc-voc",11,"Never-married","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +20,"Private",171398,"10th",6,"Never-married","Sales","Not-in-family","Other","Male",0,0,40,"United-States","<=50K" +24,"Self-emp-not-inc",174391,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +48,"Private",207058,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,37,"United-States","<=50K" +37,"Private",291251,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",224377,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",105813,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Local-gov",180916,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +31,"Self-emp-not-inc",122749,"Assoc-voc",11,"Divorced","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +26,"Self-emp-not-inc",284343,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",174224,"Assoc-voc",11,"Divorced","Protective-serv","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +69,"?",183958,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +48,"Private",80651,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +46,"Private",62793,"HS-grad",9,"Divorced","Sales","Other-relative","White","Female",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",237532,"HS-grad",9,"Married-civ-spouse","Sales","Wife","Black","Female",0,0,54,"Dominican-Republic",">50K" +50,"Federal-gov",20179,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",311376,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",432565,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Other-relative","White","Female",0,0,40,"Canada",">50K" +29,"Self-emp-not-inc",125190,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",342946,"11th",7,"Never-married","Transport-moving","Own-child","White","Female",0,0,38,"United-States","<=50K" +21,"?",219835,"Assoc-voc",11,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",123429,"10th",6,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"Private",66356,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +41,"Private",195897,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +18,"Private",230875,"11th",7,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +74,"Self-emp-not-inc",92298,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,10,"United-States","<=50K" +40,"Private",185145,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",297296,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",145214,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",242341,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +54,"Private",240542,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,48,"United-States","<=50K" +36,"Private",104772,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,48,"United-States","<=50K" +76,"?",152802,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +26,"Private",181666,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +18,"Private",415520,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +38,"Private",258761,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +19,"?",356717,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +32,"Private",158438,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +57,"Private",206206,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",51816,"HS-grad",9,"Never-married","Protective-serv","Own-child","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",253814,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"Private",162947,"5th-6th",3,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"Puerto-Rico","<=50K" +52,"Private",163027,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,50,"United-States","<=50K" +61,"Private",146788,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",73309,"HS-grad",9,"Widowed","Craft-repair","Not-in-family","White","Male",0,0,55,"United-States",">50K" +19,"?",143867,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",104216,"Prof-school",15,"Married-civ-spouse","Sales","Husband","White","Male",0,0,25,"United-States","<=50K" +34,"Self-emp-not-inc",345705,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States",">50K" +31,"Private",133770,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,50,"United-States",">50K" +42,"Private",209392,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +70,"Private",262345,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,6,"United-States","<=50K" +47,"Private",277545,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"?",">50K" +29,"Private",490332,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +27,"Private",211570,"11th",7,"Never-married","Handlers-cleaners","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",374918,"12th",8,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +28,"Private",173649,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"?","<=50K" +35,"Private",174597,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",233533,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +54,"?",169785,"Masters",14,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",133169,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",198824,"Assoc-voc",11,"Separated","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +65,"Private",174056,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",188696,"Assoc-voc",11,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",90692,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",102359,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States","<=50K" +49,"Federal-gov",213668,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,56,"United-States",">50K" +21,"Private",294789,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +20,"Private",157599,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +18,"Local-gov",134935,"12th",8,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",466224,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",111985,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +38,"Private",264627,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",213427,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",279015,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +47,"Private",165937,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Federal-gov",188343,"HS-grad",9,"Separated","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +63,"Private",158609,"Assoc-voc",11,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,8,"United-States","<=50K" +34,"Private",193036,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +25,"Private",198632,"Some-college",10,"Married-spouse-absent","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +19,"?",192773,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +35,"Private",101387,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +24,"Private",60783,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States",">50K" +26,"Private",183224,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,35,"United-States","<=50K" +59,"Local-gov",100776,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",57600,"Doctorate",16,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Female",0,0,40,"?","<=50K" +20,"Private",174063,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Private",306495,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",249741,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",93021,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Other","Female",0,0,40,"United-States","<=50K" +36,"Private",49626,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",63062,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,60,"United-States","<=50K" +55,"Private",320835,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Local-gov",123727,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,21,"United-States","<=50K" +39,"Private",172425,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States",">50K" +40,"Private",216116,"9th",5,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"Haiti","<=50K" +46,"Private",174209,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +54,"Federal-gov",175083,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +19,"Private",129059,"Some-college",10,"Never-married","Sales","Own-child","Black","Male",0,0,30,"United-States","<=50K" +24,"Private",121313,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"?",181317,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"State-gov",166851,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,13,"United-States","<=50K" +29,"Self-emp-not-inc",29616,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,65,"United-States","<=50K" +54,"?",124993,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +21,"?",148509,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +34,"Private",230246,"9th",5,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"?","<=50K" +56,"Private",117881,"11th",7,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",446219,"10th",6,"Never-married","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-inc",110331,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +48,"Private",207946,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,52,"United-States","<=50K" +67,"?",45537,"Masters",14,"Married-civ-spouse","?","Husband","Black","Male",0,0,40,"United-States",">50K" +47,"Private",188330,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,25,"United-States","<=50K" +52,"Private",147629,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +40,"Private",153799,"1st-4th",2,"Married-spouse-absent","Machine-op-inspct","Unmarried","White","Female",0,0,40,"Dominican-Republic","<=50K" +28,"Private",203776,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Private",348430,"1st-4th",2,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"Portugal","<=50K" +51,"Private",103407,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"?",152046,"11th",7,"Never-married","?","Not-in-family","White","Female",0,0,35,"Germany","<=50K" +36,"Private",153205,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,45,"?","<=50K" +33,"Private",326104,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +46,"Private",238162,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +50,"Private",221336,"HS-grad",9,"Divorced","Adm-clerical","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +33,"Private",180656,"Some-college",10,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"?","<=50K" +67,"?",150516,"HS-grad",9,"Widowed","?","Unmarried","White","Male",0,0,3,"United-States","<=50K" +35,"Private",325802,"Assoc-acdm",12,"Divorced","Handlers-cleaners","Unmarried","White","Female",0,0,24,"United-States","<=50K" +23,"Private",133985,"10th",6,"Never-married","Craft-repair","Own-child","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",183203,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +60,"Private",76127,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States",">50K" +32,"Private",195891,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +56,"Federal-gov",162137,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +45,"State-gov",37672,"Assoc-voc",11,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",161708,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States",">50K" +18,"Private",80616,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,27,"United-States","<=50K" +31,"Private",209276,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Other","Male",0,0,40,"United-States","<=50K" +21,"?",34443,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,50,"United-States","<=50K" +23,"Private",203240,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"State-gov",102308,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",40829,"11th",7,"Never-married","Sales","Other-relative","Amer-Indian-Eskimo","Female",0,0,25,"United-States","<=50K" +25,"Private",60726,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,30,"United-States","<=50K" +31,"State-gov",116677,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",57067,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,45,"United-States","<=50K" +41,"Private",304906,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +74,"Private",101590,"Prof-school",15,"Widowed","Adm-clerical","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +27,"Private",258102,"5th-6th",3,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +23,"Private",241185,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",124827,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Self-emp-inc",76625,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Federal-gov",263339,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",135645,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +42,"Private",245626,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,60,"United-States","<=50K" +24,"Private",210781,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",235786,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Self-emp-not-inc",160167,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States","<=50K" +34,"Private",314375,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",81528,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,60,"United-States","<=50K" +54,"Private",182854,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +40,"?",70645,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States","<=50K" +55,"Self-emp-inc",141807,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +66,"?",112871,"11th",7,"Never-married","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +52,"State-gov",71344,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"State-gov",341410,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +33,"Private",118941,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +52,"?",159755,"Assoc-voc",11,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",128509,"5th-6th",3,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"?","<=50K" +27,"Self-emp-not-inc",229125,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",142756,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +27,"Self-emp-inc",243871,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,45,"United-States","<=50K" +19,"Private",196857,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",138626,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",161334,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,25,"Nicaragua","<=50K" +50,"Private",273536,"7th-8th",4,"Married-civ-spouse","Sales","Husband","Other","Male",0,0,49,"Dominican-Republic","<=50K" +28,"Private",185957,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +23,"Private",334357,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",96102,"Masters",14,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +34,"Private",213226,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Iran",">50K" +19,"Private",115248,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +37,"Private",185061,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,55,"United-States","<=50K" +27,"Private",147638,"Bachelors",13,"Never-married","Adm-clerical","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Hong","<=50K" +18,"Private",280298,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,24,"United-States","<=50K" +31,"Private",163516,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",277434,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Federal-gov",206983,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"Columbia","<=50K" +48,"Private",108993,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +39,"Private",288551,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +41,"Private",176069,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +48,"State-gov",183486,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,56,"United-States",">50K" +70,"Private",94692,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States",">50K" +20,"Private",118462,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,43,"United-States","<=50K" +38,"Private",407068,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,75,"Mexico","<=50K" +37,"Self-emp-not-inc",243587,"Some-college",10,"Separated","Other-service","Own-child","White","Female",0,0,40,"Cuba","<=50K" +49,"Private",23074,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +43,"Private",188291,"1st-4th",2,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",284166,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +18,"?",423460,"11th",7,"Never-married","?","Own-child","White","Male",0,0,36,"United-States","<=50K" +23,"Private",287681,"7th-8th",4,"Never-married","Other-service","Not-in-family","White","Male",0,0,25,"Mexico","<=50K" +34,"Private",509364,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"?",139391,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,24,"United-States","<=50K" +33,"Private",91964,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +31,"Private",117526,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +64,"Private",91343,"Some-college",10,"Widowed","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Local-gov",336969,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,28,"El-Salvador","<=50K" +55,"Private",255364,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Local-gov",167670,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",211494,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +78,"Local-gov",136198,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,15,"United-States","<=50K" +27,"Federal-gov",409815,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +49,"Private",188823,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +42,"Private",154374,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,58,"United-States","<=50K" +22,"?",216563,"HS-grad",9,"Never-married","?","Other-relative","White","Female",0,0,40,"United-States","<=50K" +61,"Private",197286,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Self-emp-not-inc",100722,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,5,"United-States","<=50K" +46,"Local-gov",377622,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",145964,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",57413,"Some-college",10,"Divorced","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +48,"Private",320421,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +50,"Self-emp-not-inc",174752,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"State-gov",229364,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +56,"Self-emp-not-inc",157486,"10th",6,"Divorced","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +56,"Federal-gov",101338,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",132652,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +21,"Private",34616,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +40,"Private",218903,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Local-gov",204098,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Other-relative","White","Male",0,0,50,"United-States","<=50K" +46,"Private",189763,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +23,"Private",26248,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Private",92079,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +19,"Private",280071,"Some-college",10,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,50,"United-States","<=50K" +20,"Private",224059,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",265567,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +72,"Private",106890,"Assoc-voc",11,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"State-gov",39586,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,20,"United-States",">50K" +42,"Private",153132,"Bachelors",13,"Divorced","Sales","Unmarried","White","Male",0,0,45,"?","<=50K" +51,"Private",209912,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","Amer-Indian-Eskimo","Male",0,0,50,"United-States","<=50K" +39,"Private",144169,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",89644,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +19,"Private",275889,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"Mexico","<=50K" +26,"Private",231638,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"Private",355259,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +30,"Federal-gov",68330,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +32,"Private",185410,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",87653,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +21,"Private",286853,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +54,"Private",96710,"HS-grad",9,"Married-civ-spouse","Priv-house-serv","Other-relative","Black","Female",0,0,20,"United-States","<=50K" +62,"Private",160143,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States",">50K" +49,"Self-emp-inc",109705,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,32,"United-States","<=50K" +32,"Private",94235,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Local-gov",297449,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Private",205896,"HS-grad",9,"Divorced","Sales","Other-relative","White","Female",0,0,40,"United-States","<=50K" +41,"Private",194710,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"State-gov",189123,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",358677,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Male",0,0,35,"United-States","<=50K" +34,"Private",231238,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +46,"Private",166003,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",281437,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +20,"Private",190231,"9th",5,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,11,"Nicaragua","<=50K" +47,"Private",122026,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +55,"?",205527,"HS-grad",9,"Divorced","?","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +43,"Private",125461,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +80,"Self-emp-not-inc",184335,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +24,"Private",211345,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"Mexico","<=50K" +22,"Private",222993,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",225978,"Some-college",10,"Separated","Exec-managerial","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +48,"Private",121124,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +56,"?",656036,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +34,"?",346762,"11th",7,"Divorced","?","Own-child","White","Male",0,0,84,"United-States","<=50K" +51,"Private",234057,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Federal-gov",306515,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",116562,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",171159,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,30,"United-States","<=50K" +24,"Private",199011,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",443508,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"Canada",">50K" +24,"Private",29810,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +22,"Local-gov",238831,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Federal-gov",566117,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",255044,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +20,"Private",436253,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +31,"Private",300687,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +55,"Private",144071,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,18,"United-States",">50K" +26,"Private",188767,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",300777,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +35,"Private",26987,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",174395,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,60,"Greece","<=50K" +59,"Private",90290,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,34,"United-States","<=50K" +61,"Private",183735,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +31,"Private",123273,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,0,40,"United-States","<=50K" +43,"Federal-gov",186916,"Masters",14,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,60,"United-States",">50K" +54,"Private",178251,"Assoc-acdm",12,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,30,"United-States","<=50K" +30,"Private",255885,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"Private",64292,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +27,"State-gov",194773,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"Germany","<=50K" +44,"Self-emp-inc",133060,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +64,"Private",258006,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"Cuba","<=50K" +55,"Private",92215,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +61,"Private",153048,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +28,"Private",192200,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?","<=50K" +34,"Private",355571,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",34402,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +35,"Private",25955,"11th",7,"Never-married","Other-service","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +36,"Private",209609,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States","<=50K" +47,"Private",168283,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",295488,"11th",7,"Never-married","Other-service","Own-child","Black","Female",0,0,25,"United-States","<=50K" +35,"Private",190895,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +33,"Private",164190,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +25,"Private",216010,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +18,"Private",387568,"10th",6,"Never-married","Sales","Own-child","White","Male",0,0,10,"United-States","<=50K" +47,"State-gov",188386,"Masters",14,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +44,"Private",174491,"HS-grad",9,"Widowed","Other-service","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +41,"Private",31221,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +30,"Private",272451,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",152652,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +53,"Private",104413,"HS-grad",9,"Widowed","Other-service","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +27,"Private",214858,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Private",237735,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,37,"Mexico","<=50K" +36,"Private",158592,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Private",237321,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico",">50K" +41,"Private",23646,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",169240,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Federal-gov",454508,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",130356,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,48,"United-States","<=50K" +22,"Private",427686,"10th",6,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Local-gov",36411,"12th",8,"Never-married","Prof-specialty","Own-child","White","Male",0,0,30,"United-States","<=50K" +39,"Private",548510,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,30,"United-States","<=50K" +38,"Private",187264,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,55,"United-States","<=50K" +35,"State-gov",140752,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",325596,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",175804,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",107302,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +63,"Local-gov",41161,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +39,"Private",401832,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States","<=50K" +57,"Self-emp-not-inc",353808,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +29,"Private",161478,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Japan","<=50K" +17,"Private",400225,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +40,"Private",367533,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +69,"Self-emp-not-inc",69306,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,15,"United-States","<=50K" +28,"Private",270366,"10th",6,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",103751,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"State-gov",79580,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +50,"Private",121685,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +48,"Private",75104,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"?",188343,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",246449,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +21,"Private",85088,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,37,"United-States","<=50K" +37,"Private",545483,"Assoc-acdm",12,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"State-gov",243986,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +54,"Self-emp-not-inc",32778,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,30,"United-States","<=50K" +28,"Private",369114,"HS-grad",9,"Separated","Sales","Other-relative","White","Female",0,0,40,"United-States","<=50K" +27,"Private",217200,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",149220,"Assoc-voc",11,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +46,"?",162034,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"?",157813,"11th",7,"Divorced","?","Unmarried","White","Female",0,0,58,"Canada","<=50K" +17,"?",179715,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",102308,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",367749,"1st-4th",2,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"El-Salvador","<=50K" +25,"Private",98281,"12th",8,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,43,"United-States","<=50K" +35,"Private",115792,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +29,"Private",277788,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,25,"United-States","<=50K" +30,"Private",103435,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +30,"Private",37646,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",385632,"7th-8th",4,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Self-emp-not-inc",210278,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,30,"United-States","<=50K" +28,"Private",335357,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",272165,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Local-gov",148995,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States",">50K" +46,"Self-emp-not-inc",113434,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"State-gov",132551,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,35,"United-States","<=50K" +29,"Private",227890,"HS-grad",9,"Never-married","Protective-serv","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",503012,"5th-6th",3,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +56,"Private",250873,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"Private",407930,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",148187,"11th",7,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"United-States","<=50K" +31,"Private",159322,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +28,"Private",334368,"Some-college",10,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Private",196328,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States","<=50K" +45,"Private",270842,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +71,"Private",235079,"Preschool",1,"Widowed","Craft-repair","Unmarried","Black","Male",0,0,10,"United-States","<=50K" +65,"?",327154,"HS-grad",9,"Widowed","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Federal-gov",30559,"HS-grad",9,"Married-AF-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +34,"Local-gov",255098,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",248010,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +40,"Private",174515,"HS-grad",9,"Married-spouse-absent","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +90,"Private",171956,"Some-college",10,"Separated","Adm-clerical","Own-child","White","Female",0,0,40,"Puerto-Rico","<=50K" +56,"Private",193130,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,16,"United-States","<=50K" +21,"Private",108670,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Private",186172,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +45,"Private",348854,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,27,"United-States","<=50K" +46,"Private",271828,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +64,"Private",148606,"10th",6,"Separated","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +29,"Local-gov",123983,"Masters",14,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Male",0,0,40,"Taiwan","<=50K" +22,"Private",24896,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",0,0,30,"Germany","<=50K" +47,"Private",573583,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"Italy",">50K" +43,"Private",307767,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",200574,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",358056,"11th",7,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +17,"Private",206010,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,8,"United-States","<=50K" +55,"Self-emp-inc",183869,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"?",">50K" +28,"Private",159001,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +24,"Private",155818,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",96055,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +30,"Local-gov",131776,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",228613,"11th",7,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",198163,"Masters",14,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +38,"Private",37028,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,38,"United-States","<=50K" +30,"Private",177304,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",144064,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",146659,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +63,"Self-emp-not-inc",26904,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,98,"United-States","<=50K" +23,"Private",238917,"7th-8th",4,"Never-married","Craft-repair","Other-relative","White","Male",0,0,36,"United-States","<=50K" +56,"Private",170148,"HS-grad",9,"Divorced","Craft-repair","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",27821,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +40,"Private",220460,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Canada","<=50K" +35,"Private",173858,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +52,"Private",91048,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","Black","Female",0,0,35,"United-States","<=50K" +28,"Private",298696,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",207202,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States","<=50K" +21,"?",230397,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,5,"United-States","<=50K" +43,"Self-emp-not-inc",180599,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +32,"?",199046,"Assoc-voc",11,"Never-married","?","Unmarried","White","Female",0,0,2,"United-States","<=50K" +29,"Self-emp-not-inc",132686,"Prof-school",15,"Never-married","Prof-specialty","Own-child","White","Male",0,0,50,"Italy",">50K" +23,"Private",240063,"Bachelors",13,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,25,"United-States","<=50K" +34,"Private",511361,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +19,"Private",89397,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",239439,"11th",7,"Married-civ-spouse","Machine-op-inspct","Wife","Black","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",36989,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",76978,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +75,"Private",200068,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +24,"Private",454941,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"State-gov",107218,"Bachelors",13,"Never-married","Tech-support","Own-child","Asian-Pac-Islander","Male",0,0,20,"United-States","<=50K" +17,"Local-gov",182070,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +31,"Private",176360,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +31,"Private",452405,"Preschool",1,"Never-married","Other-service","Other-relative","White","Female",0,0,35,"Mexico","<=50K" +18,"?",297396,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,10,"United-States","<=50K" +45,"Private",84790,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +31,"Private",186787,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,42,"United-States","<=50K" +27,"Private",169662,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States",">50K" +22,"?",35448,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,22,"United-States","<=50K" +34,"Private",225548,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,30,"United-States","<=50K" +26,"Private",240842,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +53,"Private",103931,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Private",232618,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +49,"Local-gov",288548,"Masters",14,"Separated","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States","<=50K" +40,"Private",220609,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",26145,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,80,"United-States","<=50K" +23,"Private",268525,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +68,"?",133758,"7th-8th",4,"Widowed","?","Not-in-family","Black","Male",0,0,10,"United-States","<=50K" +42,"Private",121264,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Self-emp-not-inc",29814,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,85,"United-States","<=50K" +27,"Private",193701,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Female",0,0,45,"United-States","<=50K" +38,"Private",183279,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,44,"United-States",">50K" +27,"Private",163942,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"Ireland","<=50K" +75,"Private",188612,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Self-emp-inc",102771,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States",">50K" +27,"Private",85625,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +36,"Self-emp-not-inc",245090,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"Mexico","<=50K" +35,"Private",182074,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +36,"Private",187046,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",90624,"11th",7,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",37933,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +61,"Private",716416,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States",">50K" +29,"Private",190562,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,56,"United-States","<=50K" +40,"State-gov",141583,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +37,"Private",98941,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +22,"Private",201729,"9th",5,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,30,"United-States","<=50K" +43,"Self-emp-inc",175485,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",149168,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +28,"Private",115971,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",161708,"Bachelors",13,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +64,"Local-gov",244903,"11th",7,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +46,"Private",155664,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",112754,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Private",178385,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,48,"India","<=50K" +20,"Private",44064,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,25,"United-States","<=50K" +62,"Self-emp-not-inc",120939,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",165134,"Assoc-voc",11,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,35,"Columbia","<=50K" +29,"Private",100405,"10th",6,"Married-civ-spouse","Farming-fishing","Wife","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",361888,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"Japan","<=50K" +39,"Local-gov",167864,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States","<=50K" +39,"Private",202950,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +37,"Private",218188,"HS-grad",9,"Divorced","Machine-op-inspct","Other-relative","White","Female",0,0,32,"United-States","<=50K" +72,"?",177226,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +31,"Private",259931,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",189528,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +38,"Private",34996,"Some-college",10,"Separated","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",112584,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +25,"Private",117589,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"?",145234,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +37,"Private",267086,"Assoc-voc",11,"Divorced","Tech-support","Unmarried","White","Female",0,0,52,"United-States","<=50K" +49,"Private",44434,"Some-college",10,"Divorced","Tech-support","Other-relative","White","Male",0,0,35,"United-States","<=50K" +26,"Private",96130,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +35,"Private",181382,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States","<=50K" +44,"Self-emp-inc",168845,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,60,"United-States","<=50K" +37,"Private",271767,"Masters",14,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States",">50K" +42,"Private",194636,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Private",132686,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +40,"State-gov",184378,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Federal-gov",270859,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",231866,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,65,"United-States","<=50K" +49,"Private",36032,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +51,"State-gov",172962,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Private",24185,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",53930,"10th",6,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"?","<=50K" +45,"Self-emp-not-inc",94962,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"England","<=50K" +28,"Private",480861,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",52262,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"State-gov",52636,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Private",175273,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Private",125892,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,75,"United-States",">50K" +40,"?",78255,"HS-grad",9,"Divorced","?","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +30,"Private",398827,"HS-grad",9,"Married-AF-spouse","Adm-clerical","Husband","White","Male",0,0,60,"United-States","<=50K" +61,"Private",208919,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +71,"Local-gov",365996,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,6,"United-States","<=50K" +42,"Private",307638,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"Local-gov",33068,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +46,"Self-emp-not-inc",254291,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +50,"Local-gov",125417,"Prof-school",15,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,52,"United-States",">50K" +27,"State-gov",28848,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,9,"United-States","<=50K" +40,"?",273425,"Assoc-voc",11,"Married-civ-spouse","?","Husband","White","Male",0,0,15,"United-States","<=50K" +21,"Private",194723,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"Mexico","<=50K" +25,"Private",195118,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,35,"United-States","<=50K" +54,"Private",220115,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +31,"Private",265706,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",279129,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +48,"Private",119199,"Bachelors",13,"Divorced","Sales","Unmarried","White","Female",0,0,44,"United-States","<=50K" +30,"Private",107793,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,56,"United-States",">50K" +35,"Private",237943,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,60,"United-States","<=50K" +42,"Self-emp-not-inc",64632,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Self-emp-not-inc",96245,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Private",361494,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +69,"Local-gov",122850,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States","<=50K" +29,"Private",173652,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",164663,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",98678,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +40,"Private",245529,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",55294,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",140583,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",79797,"HS-grad",9,"Married-spouse-absent","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Japan",">50K" +72,"?",113044,"HS-grad",9,"Widowed","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +20,"Private",283499,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,30,"United-States","<=50K" +41,"Local-gov",51111,"Bachelors",13,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",232475,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +48,"Private",176140,"11th",7,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +27,"Private",301654,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"?",192569,"HS-grad",9,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",229803,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",337639,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",130849,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +32,"Private",296282,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",266645,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +23,"State-gov",110128,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",90196,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +40,"State-gov",40024,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +35,"Private",144322,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +74,"Self-emp-inc",162340,"Some-college",10,"Widowed","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +28,"Private",169069,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",113601,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +44,"Private",111275,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,56,"United-States","<=50K" +46,"Local-gov",102076,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,25,"United-States","<=50K" +20,"?",182117,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",190122,"Some-college",10,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",193188,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Local-gov",267588,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,70,"United-States","<=50K" +48,"Self-emp-inc",200471,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +22,"?",175586,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +24,"Local-gov",322658,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"State-gov",263982,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +18,"Private",266287,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +39,"Private",278187,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",221745,"Some-college",10,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",140764,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +28,"Private",206351,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"State-gov",124971,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +18,"Private",179203,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +24,"Federal-gov",44075,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +45,"Private",178319,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,56,"United-States",">50K" +24,"Private",219754,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",168165,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +52,"Self-emp-inc",210736,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"Private",130431,"5th-6th",3,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,36,"Mexico","<=50K" +35,"?",169809,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +54,"Private",197481,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +21,"Private",155066,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",31290,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +42,"Private",54102,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",181546,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"State-gov",351228,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",131976,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,55,"United-States","<=50K" +26,"Private",200639,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Federal-gov",267546,"Assoc-acdm",12,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +41,"Private",179875,"11th",7,"Divorced","Other-service","Unmarried","Other","Female",0,0,40,"United-States","<=50K" +25,"?",237865,"Some-college",10,"Never-married","?","Own-child","Black","Male",0,0,40,"?","<=50K" +43,"Private",300528,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Federal-gov",326048,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,44,"United-States",">50K" +60,"Private",191188,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",32172,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +37,"Federal-gov",334314,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",83704,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +44,"Private",160574,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States",">50K" +27,"Private",203776,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +47,"Local-gov",328610,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",174373,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Private",247752,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"?",199244,"10th",6,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",139992,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",95680,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +55,"Self-emp-inc",189933,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +38,"Private",498785,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"State-gov",177526,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +64,"Self-emp-not-inc",150121,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,25,"United-States",">50K" +56,"Federal-gov",130454,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",119079,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,49,"United-States",">50K" +33,"Private",94235,"Prof-school",15,"Never-married","Prof-specialty","Own-child","White","Male",0,0,42,"United-States",">50K" +21,"Private",305874,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Local-gov",62020,"HS-grad",9,"Widowed","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +58,"Private",235624,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Germany",">50K" +43,"Local-gov",247514,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +21,"Private",275726,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +45,"Private",72896,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Local-gov",110510,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +41,"Private",173938,"Prof-school",15,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"?",">50K" +27,"Private",200641,"10th",6,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"Mexico","<=50K" +53,"Private",211654,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"?",">50K" +38,"Private",242720,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +31,"Private",111567,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +41,"Private",179533,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +22,"State-gov",334693,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",198096,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +41,"State-gov",355756,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",19395,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",0,0,35,"United-States","<=50K" +41,"Local-gov",242586,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",160647,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +20,"Private",227943,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,45,"United-States","<=50K" +58,"Self-emp-not-inc",197665,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,45,"United-States","<=50K" +35,"Self-emp-not-inc",216129,"12th",8,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"Trinadad&Tobago","<=50K" +30,"Local-gov",326104,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",57211,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",100219,"Assoc-acdm",12,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,45,"United-States","<=50K" +40,"Private",291192,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +54,"State-gov",93415,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States",">50K" +35,"Private",191502,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +35,"Private",261382,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",170230,"Bachelors",13,"Married-spouse-absent","Other-service","Not-in-family","White","Female",0,0,40,"?","<=50K" +59,"Private",374924,"HS-grad",9,"Separated","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-inc",320984,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Private",338320,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +51,"Private",135190,"7th-8th",4,"Separated","Machine-op-inspct","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +33,"Private",637222,"12th",8,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",430084,"HS-grad",9,"Divorced","Other-service","Own-child","Black","Male",0,0,35,"United-States","<=50K" +30,"Private",125279,"HS-grad",9,"Married-spouse-absent","Sales","Unmarried","White","Male",0,0,40,"United-States","<=50K" +20,"Private",221955,"5th-6th",3,"Married-spouse-absent","Farming-fishing","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +51,"Self-emp-inc",180195,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Private",208778,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States",">50K" +62,"Private",81534,"Some-college",10,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +37,"Private",325538,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Male",0,0,60,"?","<=50K" +28,"Private",142264,"9th",5,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"Dominican-Republic","<=50K" +23,"Private",128604,"HS-grad",9,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,48,"South","<=50K" +39,"Private",277886,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,30,"United-States","<=50K" +50,"Self-emp-inc",100029,"Bachelors",13,"Widowed","Sales","Unmarried","White","Male",0,0,65,"United-States",">50K" +31,"Private",169269,"7th-8th",4,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +23,"?",123983,"Bachelors",13,"Never-married","?","Own-child","Other","Male",0,0,40,"United-States","<=50K" +47,"Private",297884,"10th",6,"Widowed","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"Private",99131,"HS-grad",9,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,18,"United-States","<=50K" +32,"Private",44392,"Assoc-acdm",12,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +82,"?",29441,"7th-8th",4,"Widowed","?","Not-in-family","White","Male",0,0,5,"United-States","<=50K" +74,"Federal-gov",181508,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Male",0,0,17,"United-States","<=50K" +22,"Private",190625,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,35,"United-States","<=50K" +32,"Private",194740,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"Greece","<=50K" +34,"Private",27380,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States",">50K" +59,"Private",160631,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +36,"Private",224531,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +59,"Private",283005,"11th",7,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Self-emp-inc",101926,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,70,"United-States",">50K" +25,"Self-emp-not-inc",113436,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,35,"United-States","<=50K" +44,"Private",248973,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","Black","Male",0,0,65,"United-States","<=50K" +58,"Local-gov",310085,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"?",53042,"HS-grad",9,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +45,"Private",204205,"7th-8th",4,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +47,"Private",169324,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,35,"United-States",">50K" +52,"?",134447,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States","<=50K" +56,"Self-emp-not-inc",236731,"1st-4th",2,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,25,"?","<=50K" +52,"Private",141301,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",235124,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +36,"Self-emp-not-inc",367020,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +41,"Private",149102,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"Poland","<=50K" +30,"Private",423770,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"Mexico","<=50K" +44,"Private",211759,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Other","Male",0,0,40,"Puerto-Rico","<=50K" +17,"?",110998,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +34,"Private",56883,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",223062,"Some-college",10,"Separated","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",406662,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",206600,"9th",5,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,48,"Mexico","<=50K" +42,"Local-gov",147510,"Bachelors",13,"Separated","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +26,"Private",187577,"Assoc-voc",11,"Never-married","Sales","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +46,"Self-emp-inc",278322,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +49,"State-gov",203039,"11th",7,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",145651,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +46,"Local-gov",144531,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +30,"Private",91145,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,55,"United-States","<=50K" +49,"Self-emp-not-inc",211762,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +47,"?",111563,"Assoc-voc",11,"Divorced","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",180985,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"?",">50K" +19,"Private",417657,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +26,"Private",108658,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",190023,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",222130,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +36,"Self-emp-inc",164866,"Assoc-acdm",12,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +31,"Private",170983,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +30,"Private",186269,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",286026,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",403433,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,50,"United-States",">50K" +21,"?",224209,"HS-grad",9,"Married-civ-spouse","?","Wife","Black","Female",0,0,30,"United-States","<=50K" +73,"Private",123160,"10th",6,"Widowed","Other-service","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +38,"Federal-gov",99527,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",123178,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +33,"Private",231043,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +58,"Private",241056,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,46,"United-States","<=50K" +34,"Local-gov",220066,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +35,"Private",180342,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Federal-gov",31840,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",183168,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",386036,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +31,"Local-gov",446358,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"Mexico",">50K" +45,"Private",28035,"Some-college",10,"Never-married","Farming-fishing","Other-relative","White","Male",0,0,50,"United-States","<=50K" +40,"Private",282155,"HS-grad",9,"Separated","Other-service","Other-relative","White","Female",0,0,25,"United-States","<=50K" +27,"Private",192384,"Prof-school",15,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",383637,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +29,"Private",457402,"5th-6th",3,"Never-married","Other-service","Not-in-family","White","Male",0,0,25,"Mexico","<=50K" +34,"Self-emp-inc",80249,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,72,"United-States","<=50K" +32,"State-gov",159537,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",240859,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Cuba","<=50K" +33,"Private",83446,"11th",7,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States",">50K" +74,"?",29866,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,2,"United-States","<=50K" +62,"Private",185503,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +39,"Self-emp-not-inc",68781,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",220589,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",51136,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +24,"Private",54560,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +76,"?",28221,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Canada",">50K" +25,"Private",201413,"Some-college",10,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",40425,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +31,"Private",189461,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,41,"United-States","<=50K" +53,"Private",200576,"11th",7,"Divorced","Craft-repair","Other-relative","White","Female",0,0,40,"United-States","<=50K" +61,"Private",92691,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,3,"United-States","<=50K" +47,"Private",664821,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +37,"Private",175130,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +50,"Self-emp-not-inc",391016,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +27,"Private",249315,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +58,"Private",111169,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",334946,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",352248,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",173804,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +56,"Private",155449,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",73689,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States","<=50K" +23,"Private",227594,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,38,"United-States","<=50K" +47,"Private",161676,"11th",7,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +68,"Private",75913,"12th",8,"Widowed","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +47,"Local-gov",242552,"Some-college",10,"Never-married","Protective-serv","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",159732,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +46,"Private",180695,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Private",189922,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",409189,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +43,"Private",111252,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,42,"United-States","<=50K" +59,"Private",294395,"Masters",14,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",172718,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +63,"Private",111963,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,16,"United-States","<=50K" +45,"Private",247869,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +59,"Private",114032,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"?",356838,"12th",8,"Never-married","?","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +26,"Private",179633,"HS-grad",9,"Never-married","Tech-support","Other-relative","White","Male",0,0,40,"United-States","<=50K" +34,"Private",19847,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",231689,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",209942,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +53,"Private",197492,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",262439,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States",">50K" +46,"Private",283037,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +79,"?",144533,"HS-grad",9,"Widowed","?","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +31,"Private",83446,"HS-grad",9,"Widowed","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",215443,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Local-gov",268252,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,62,"United-States","<=50K" +40,"Private",181015,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,47,"United-States","<=50K" +20,"Private",195770,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,26,"United-States","<=50K" +45,"Private",125194,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +27,"Private",58654,"Assoc-voc",11,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",252327,"5th-6th",3,"Married-spouse-absent","Craft-repair","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +30,"Private",116508,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Germany","<=50K" +36,"Private",166988,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +25,"Private",374163,"HS-grad",9,"Married-spouse-absent","Farming-fishing","Not-in-family","Other","Male",0,0,40,"Mexico","<=50K" +31,"Private",196788,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +26,"Private",245628,"11th",7,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,20,"United-States","<=50K" +25,"Private",159732,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",129856,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Private",314322,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",102976,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +57,"Self-emp-inc",42959,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +21,"Private",256356,"11th",7,"Never-married","Priv-house-serv","Other-relative","White","Female",0,0,40,"Mexico","<=50K" +29,"Private",136277,"10th",6,"Never-married","Other-service","Own-child","Black","Female",0,0,32,"United-States","<=50K" +36,"Private",284616,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",185554,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +51,"Private",138847,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",33487,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",149653,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +38,"Private",348739,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +20,"?",235442,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,35,"United-States","<=50K" +21,"Private",34506,"HS-grad",9,"Separated","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +40,"Private",346964,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +46,"Private",192208,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +21,"Private",305874,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,54,"United-States","<=50K" +35,"Self-emp-not-inc",462890,"10th",6,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,50,"United-States","<=50K" +39,"Private",89508,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",200153,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +30,"Private",179446,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",208965,"9th",5,"Never-married","Machine-op-inspct","Unmarried","Other","Male",0,0,40,"Mexico","<=50K" +32,"Private",40142,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Self-emp-not-inc",57452,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",327573,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",265266,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"?",163998,"HS-grad",9,"Married-spouse-absent","?","Not-in-family","White","Male",0,0,20,"United-States",">50K" +46,"Self-emp-not-inc",28281,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",368852,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +44,"Private",353396,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +33,"Private",161745,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +18,"Private",97963,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +61,"Self-emp-inc",156542,"Prof-school",15,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +50,"State-gov",198103,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Federal-gov",55377,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,40,"United-States","<=50K" +34,"Private",173730,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +53,"Private",374588,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,60,"United-States","<=50K" +39,"Self-emp-not-inc",174330,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",78141,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +66,"?",190324,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,18,"United-States","<=50K" +26,"Private",31350,"11th",7,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +41,"Private",243607,"5th-6th",3,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Mexico","<=50K" +47,"Local-gov",134671,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",197023,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +52,"Private",117674,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",169815,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Private",598606,"9th",5,"Separated","Handlers-cleaners","Unmarried","Black","Female",0,0,50,"United-States","<=50K" +42,"Federal-gov",122861,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",166235,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +52,"Self-emp-not-inc",194791,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",231323,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",305597,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +19,"Private",25429,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +39,"Private",346478,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +22,"Private",341368,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"State-gov",295612,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",168936,"Assoc-voc",11,"Divorced","Other-service","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +37,"Private",336598,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,36,"Mexico","<=50K" +23,"Private",308205,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +39,"Local-gov",357173,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,59,"United-States","<=50K" +54,"Private",457237,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",284799,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +20,"Private",179423,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",363405,"Bachelors",13,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,50,"United-States",">50K" +17,"Private",139183,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +36,"Private",203482,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",112554,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +53,"Private",99476,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +50,"Private",93690,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",220585,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Self-emp-not-inc",194638,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,32,"United-States","<=50K" +53,"Private",154785,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +40,"?",162108,"Bachelors",13,"Divorced","?","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +23,"Self-emp-inc",214542,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +20,"Private",161922,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,43,"United-States","<=50K" +46,"Private",207940,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +28,"Private",259351,"10th",6,"Never-married","Other-service","Other-relative","Amer-Indian-Eskimo","Male",0,0,40,"Mexico","<=50K" +59,"Private",208395,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +41,"Private",116391,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",239781,"Preschool",1,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +56,"Private",174351,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Italy","<=50K" +31,"Local-gov",188798,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +41,"Private",50122,"Assoc-voc",11,"Divorced","Sales","Own-child","White","Male",0,0,50,"United-States","<=50K" +25,"State-gov",152035,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +18,"?",139003,"HS-grad",9,"Never-married","?","Other-relative","Other","Female",0,0,12,"United-States","<=50K" +49,"Local-gov",249289,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +39,"Private",257726,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"?",113175,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +21,"Private",151158,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,25,"United-States","<=50K" +35,"Private",465326,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"?",356772,"HS-grad",9,"Never-married","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",364782,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Private",198385,"7th-8th",4,"Widowed","Other-service","Unmarried","White","Female",0,0,20,"?","<=50K" +31,"Private",329301,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +17,"Self-emp-inc",254859,"11th",7,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +25,"Local-gov",222800,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",96452,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +50,"Private",170050,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",116580,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,20,"United-States",">50K" +50,"Private",400004,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +63,"Private",183608,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",194055,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"Private",210443,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +18,"Private",43272,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +43,"Local-gov",108945,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,48,"United-States","<=50K" +34,"Private",114691,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +18,"Private",304169,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +35,"Private",340428,"Bachelors",13,"Never-married","Sales","Unmarried","White","Female",0,0,40,"United-States",">50K" +46,"State-gov",106705,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +31,"Private",235389,"7th-8th",4,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,30,"Portugal","<=50K" +27,"Private",39665,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,37,"United-States","<=50K" +41,"Private",113823,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"England","<=50K" +42,"Private",217826,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"?","<=50K" +55,"Private",349304,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +34,"?",197688,"HS-grad",9,"Never-married","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",54507,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",163396,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +33,"Private",323619,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",75755,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",148903,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,16,"United-States",">50K" +25,"Private",40915,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +21,"Private",182606,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"?","<=50K" +18,"Private",131033,"11th",7,"Never-married","Other-service","Other-relative","Black","Male",0,0,15,"United-States","<=50K" +35,"Self-emp-not-inc",168475,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +20,"Private",121568,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Private",357338,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",283268,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,36,"United-States","<=50K" +31,"Private",120461,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",65278,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Self-emp-not-inc",208503,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",112835,"Masters",14,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",265038,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +18,"Private",89478,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +55,"Private",276229,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +52,"Private",366232,"9th",5,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"Cuba","<=50K" +26,"Private",152035,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Private",205339,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States",">50K" +39,"Private",75995,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +62,"Self-emp-not-inc",192236,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +19,"?",188618,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +47,"Private",229737,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +51,"Local-gov",199688,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Private",52953,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",221043,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +59,"Federal-gov",115389,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,36,"United-States","<=50K" +45,"Self-emp-not-inc",204205,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States","<=50K" +21,"Private",197387,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +31,"Private",42485,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,55,"United-States","<=50K" +29,"Private",367706,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,40,"United-States","<=50K" +24,"Private",102493,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",263746,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,24,"United-States","<=50K" +47,"Private",115358,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",189680,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +32,"?",282622,"HS-grad",9,"Divorced","?","Unmarried","White","Female",0,0,28,"United-States","<=50K" +34,"Private",127651,"10th",6,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,44,"?","<=50K" +63,"Private",230823,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Cuba","<=50K" +21,"Private",300812,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +18,"Private",174732,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Male",0,0,36,"United-States","<=50K" +49,"State-gov",183710,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +81,"Self-emp-not-inc",137018,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +36,"Self-emp-inc",213008,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",357848,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",165799,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +39,"Self-emp-not-inc",188571,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +46,"Private",97883,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +39,"Local-gov",57424,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +29,"Private",151476,"Some-college",10,"Separated","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",129583,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Female",0,0,16,"United-States","<=50K" +57,"Private",180920,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States","<=50K" +38,"Self-emp-not-inc",182416,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,42,"United-States","<=50K" +25,"Private",251915,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Local-gov",187127,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",69045,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Male",0,0,40,"Jamaica","<=50K" +39,"Private",74163,"12th",8,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",60847,"Assoc-voc",11,"Never-married","Sales","Unmarried","White","Female",0,0,60,"United-States","<=50K" +17,"?",213055,"11th",7,"Never-married","?","Not-in-family","Other","Female",0,0,20,"United-States","<=50K" +41,"Private",82393,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Male",0,0,50,"United-States","<=50K" +24,"Local-gov",134181,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,50,"United-States","<=50K" +30,"Self-emp-inc",117570,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +56,"Private",56331,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +51,"Private",35576,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +57,"Self-emp-not-inc",149168,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +34,"Private",157165,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",278130,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Private",257200,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",283122,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",580248,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",230054,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +58,"Private",519006,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States","<=50K" +19,"?",365871,"7th-8th",4,"Never-married","?","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +17,"Private",115551,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +37,"Self-emp-inc",382802,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,99,"United-States",">50K" +21,"?",180303,"Bachelors",13,"Never-married","?","Not-in-family","Asian-Pac-Islander","Male",0,0,25,"?","<=50K" +63,"Private",106023,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",332379,"Some-college",10,"Married-spouse-absent","Transport-moving","Unmarried","White","Male",0,0,50,"United-States","<=50K" +29,"Private",95465,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",36440,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,65,"United-States",">50K" +25,"Self-emp-not-inc",209384,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,32,"United-States","<=50K" +28,"Private",50814,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +54,"Private",143865,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,35,"United-States","<=50K" +74,"?",104661,"Some-college",10,"Widowed","?","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +31,"Local-gov",50442,"Some-college",10,"Never-married","Exec-managerial","Own-child","Amer-Indian-Eskimo","Female",0,0,32,"United-States","<=50K" +23,"Private",236601,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +19,"Private",100999,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,30,"United-States","<=50K" +39,"?",362685,"Preschool",1,"Widowed","?","Not-in-family","White","Female",0,0,20,"El-Salvador","<=50K" +27,"Self-emp-inc",153546,"Assoc-voc",11,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,36,"United-States",">50K" +19,"Private",182355,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,20,"United-States","<=50K" +23,"?",191444,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",44216,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Amer-Indian-Eskimo","Female",0,0,35,"United-States","<=50K" +40,"Private",97688,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,48,"United-States",">50K" +53,"Private",209022,"11th",7,"Divorced","Other-service","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +32,"Private",96016,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +61,"Private",159046,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",138634,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +73,"Private",247355,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,16,"Canada","<=50K" +41,"Self-emp-not-inc",227065,"Some-college",10,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",244771,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,20,"Jamaica","<=50K" +23,"Private",215616,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"Canada","<=50K" +65,"Private",386672,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,15,"United-States","<=50K" +45,"Self-emp-inc",177543,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,50,"United-States","<=50K" +24,"Local-gov",117109,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,27,"United-States","<=50K" +23,"Private",373550,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",19847,"Some-college",10,"Divorced","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",189590,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",58343,"HS-grad",9,"Divorced","Farming-fishing","Unmarried","White","Male",0,0,56,"United-States","<=50K" +17,"Private",354201,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",119422,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",363405,"HS-grad",9,"Separated","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +63,"Private",181863,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,27,"United-States","<=50K" +27,"Private",194472,"HS-grad",9,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +71,"Self-emp-not-inc",130731,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +35,"Private",236910,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +44,"Private",378251,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,38,"United-States","<=50K" +36,"Private",120760,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +22,"Private",203182,"Bachelors",13,"Never-married","Exec-managerial","Other-relative","White","Female",0,0,20,"United-States","<=50K" +30,"Local-gov",352542,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"?",191024,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",197728,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +76,"Private",316185,"7th-8th",4,"Widowed","Protective-serv","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +41,"Private",89226,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",292353,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,40,"United-States","<=50K" +45,"Private",304570,"12th",8,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +32,"Private",180296,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",361487,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +63,"Self-emp-not-inc",231777,"Bachelors",13,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",189832,"Assoc-acdm",12,"Never-married","Transport-moving","Unmarried","White","Female",0,0,40,"United-States","<=50K" +61,"Private",232308,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"State-gov",33308,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",333677,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +39,"Private",343403,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,36,"United-States","<=50K" +53,"Private",166386,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Wife","Asian-Pac-Islander","Female",0,0,40,"China","<=50K" +26,"Federal-gov",48099,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",143062,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,32,"United-States","<=50K" +18,"Private",104704,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,40,"United-States","<=50K" +31,"Private",286675,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +44,"Private",59474,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",245842,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,44,"Mexico","<=50K" +21,"Private",342575,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,30,"United-States","<=50K" +30,"Private",206051,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Private",234213,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +57,"Private",145189,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",233490,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Private",344129,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +62,"Self-emp-not-inc",171315,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +31,"Self-emp-not-inc",181485,"Bachelors",13,"Never-married","Sales","Not-in-family","Black","Male",0,0,40,"United-States",">50K" +51,"Private",255412,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"France",">50K" +45,"Private",199590,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,38,"Mexico","<=50K" +47,"Private",84726,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"?",226883,"HS-grad",9,"Divorced","?","Own-child","White","Male",0,0,75,"United-States","<=50K" +75,"Self-emp-not-inc",184335,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States","<=50K" +43,"Private",102025,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",0,0,50,"United-States","<=50K" +30,"Private",55291,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",150025,"5th-6th",3,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Guatemala","<=50K" +44,"Private",100584,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +53,"Local-gov",181755,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States",">50K" +40,"Private",150528,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",107277,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +33,"Private",247205,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"England","<=50K" +20,"Private",291979,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",270985,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,50,"United-States","<=50K" +48,"Private",62605,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +46,"Self-emp-not-inc",176863,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",53197,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",267776,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Female",0,0,30,"United-States","<=50K" +24,"Private",308205,"7th-8th",4,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +30,"Private",306383,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +70,"Private",35494,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States","<=50K" +26,"Private",291968,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,44,"United-States","<=50K" +46,"Private",271828,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +70,"Private",121993,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,5,"United-States","<=50K" +37,"Local-gov",31023,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",36425,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,35,"United-States","<=50K" +23,"Private",407684,"9th",5,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,0,40,"Mexico","<=50K" +44,"Self-emp-not-inc",158555,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +53,"Private",123429,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Private",40060,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",290286,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +21,"?",249271,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",106169,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +43,"Private",76487,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",437994,"Some-college",10,"Never-married","Other-service","Other-relative","Black","Male",0,0,20,"United-States","<=50K" +36,"Private",160120,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +42,"Self-emp-not-inc",37618,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +27,"Private",114158,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +41,"Private",115562,"HS-grad",9,"Divorced","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",353994,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Other-relative","Asian-Pac-Islander","Female",0,0,40,"China",">50K" +21,"Private",344891,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Male",0,0,20,"United-States","<=50K" +44,"Private",286750,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,50,"United-States",">50K" +29,"Private",194197,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Self-emp-not-inc",206599,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,22,"United-States","<=50K" +21,"Local-gov",596776,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"Guatemala","<=50K" +46,"Private",56841,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",112561,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +43,"Private",147110,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,48,"United-States",">50K" +54,"Self-emp-inc",175339,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +18,"?",298133,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Private",217083,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +30,"Private",97757,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,36,"United-States",">50K" +30,"Private",151868,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Local-gov",25864,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","Amer-Indian-Eskimo","Female",0,0,35,"United-States","<=50K" +26,"Private",109419,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +37,"Federal-gov",203070,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States","<=50K" +64,"State-gov",264544,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,5,"United-States",">50K" +18,"Private",148644,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,28,"United-States","<=50K" +30,"Private",125762,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,30,"United-States","<=50K" +18,"Private",193741,"11th",7,"Never-married","Other-service","Other-relative","Black","Male",0,0,30,"United-States","<=50K" +27,"Private",588905,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",115613,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"State-gov",222374,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,43,"United-States",">50K" +37,"Private",185359,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",173647,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",31166,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","Other","Female",0,0,30,"Germany","<=50K" +22,"?",517995,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"Mexico","<=50K" +25,"Self-emp-not-inc",189027,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +38,"Private",296125,"HS-grad",9,"Separated","Priv-house-serv","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +32,"?",640383,"Bachelors",13,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",334291,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +56,"Private",318450,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,80,"United-States",">50K" +29,"Private",174163,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",119721,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",142719,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",162593,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +46,"Self-emp-not-inc",236852,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +39,"Private",168894,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +42,"Self-emp-not-inc",344920,"Some-college",10,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,50,"United-States","<=50K" +68,"?",196782,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States","<=50K" +57,"Private",170244,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",369549,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +24,"Private",23438,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,30,"United-States",">50K" +19,"Private",202673,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +55,"Private",171780,"Assoc-acdm",12,"Divorced","Sales","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +37,"Local-gov",264503,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Local-gov",244341,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",209109,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",187392,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"State-gov",119578,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,20,"United-States","<=50K" +51,"Private",195105,"HS-grad",9,"Divorced","Priv-house-serv","Own-child","White","Female",0,0,40,"United-States","<=50K" +52,"Private",101752,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,56,"United-States","<=50K" +74,"?",95825,"Some-college",10,"Widowed","?","Not-in-family","White","Female",0,0,3,"United-States","<=50K" +20,"?",29810,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Federal-gov",77332,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +63,"Private",113324,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Private",96299,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Male",0,0,45,"United-States",">50K" +51,"Private",237729,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",200973,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +66,"Self-emp-not-inc",212456,"HS-grad",9,"Widowed","Craft-repair","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +33,"Self-emp-not-inc",131568,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,66,"United-States","<=50K" +49,"Private",185859,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States","<=50K" +20,"Private",231981,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +26,"Private",78172,"Some-college",10,"Married-AF-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",164135,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Private",171216,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +47,"Private",140664,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +23,"Private",249277,"HS-grad",9,"Never-married","Exec-managerial","Own-child","Black","Male",0,0,75,"United-States","<=50K" +53,"Federal-gov",117847,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",52372,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +53,"Private",137428,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +65,"Private",169047,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +68,"Private",339168,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States","<=50K" +30,"Private",504725,"10th",6,"Never-married","Sales","Other-relative","White","Male",0,0,18,"Guatemala","<=50K" +28,"Private",132870,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +54,"Local-gov",135840,"10th",6,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Private",35644,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,10,"United-States","<=50K" +22,"Private",198148,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,50,"United-States","<=50K" +25,"Private",220098,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +19,"Private",262515,"11th",7,"Never-married","Other-service","Other-relative","White","Male",0,0,20,"United-States","<=50K" +19,"?",423863,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +32,"Federal-gov",111567,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",194096,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Local-gov",420917,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Private",197871,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States",">50K" +46,"Local-gov",253116,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",206535,"Some-college",10,"Divorced","Tech-support","Unmarried","White","Female",0,0,50,"United-States","<=50K" +26,"State-gov",70447,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +46,"Private",201217,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",209970,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Local-gov",175262,"Masters",14,"Married-civ-spouse","Prof-specialty","Other-relative","White","Male",0,0,35,"United-States","<=50K" +51,"Self-emp-inc",304955,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Private",181265,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States","<=50K" +24,"Private",200973,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Self-emp-not-inc",37440,"Bachelors",13,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,50,"United-States","<=50K" +31,"Private",395170,"Assoc-voc",11,"Married-civ-spouse","Other-service","Wife","Amer-Indian-Eskimo","Female",0,0,24,"Mexico","<=50K" +54,"?",32385,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +34,"Private",353213,"Assoc-acdm",12,"Separated","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +19,"Private",38619,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,66,"United-States","<=50K" +21,"Private",177711,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",190761,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +23,"Private",27776,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,24,"United-States","<=50K" +37,"Federal-gov",470663,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",71738,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,46,"United-States",">50K" +57,"Private",74156,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +24,"Private",123983,"11th",7,"Married-civ-spouse","Transport-moving","Husband","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +43,"Private",193494,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"?",169886,"Bachelors",13,"Never-married","?","Not-in-family","White","Female",0,0,20,"?","<=50K" +40,"Private",130571,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Private",83444,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +62,"Local-gov",151369,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",56630,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",117095,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +55,"Federal-gov",189985,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +20,"?",34862,"Some-college",10,"Never-married","?","Own-child","Amer-Indian-Eskimo","Male",0,0,72,"United-States","<=50K" +37,"Self-emp-inc",126675,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",199806,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",57596,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",103459,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +28,"Private",282398,"Some-college",10,"Separated","Tech-support","Unmarried","White","Male",0,0,40,"United-States",">50K" +38,"Private",298841,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +22,"?",306031,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",306467,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +20,"Private",189888,"12th",8,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"Private",83861,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",117393,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",129934,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +51,"Private",179010,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +31,"Private",375680,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","Black","Female",0,0,40,"?","<=50K" +48,"Private",316101,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +51,"Local-gov",175750,"HS-grad",9,"Divorced","Transport-moving","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +50,"State-gov",229272,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +46,"Private",142828,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +68,"Private",76371,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States",">50K" +23,"Self-emp-not-inc",216129,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +49,"Private",107425,"Masters",14,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +24,"Private",611029,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Local-gov",363032,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States","<=50K" +34,"Private",137900,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +22,"Private",322674,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",23778,"7th-8th",4,"Separated","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Private",147845,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,31,"United-States","<=50K" +36,"Private",175759,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-inc",166459,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",128212,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Wife","Asian-Pac-Islander","Female",0,0,40,"Vietnam",">50K" +54,"Federal-gov",127455,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,48,"United-States",">50K" +63,"Private",134699,"HS-grad",9,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +51,"Private",254230,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +63,"Self-emp-not-inc",159715,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Local-gov",116286,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +27,"Private",146719,"HS-grad",9,"Divorced","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +35,"Private",361888,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +31,"?",26553,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,25,"United-States",">50K" +46,"Self-emp-not-inc",32825,"HS-grad",9,"Separated","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +53,"Private",225768,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +26,"Federal-gov",393728,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Male",0,0,24,"United-States","<=50K" +43,"Private",160369,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"Federal-gov",33863,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +62,"?",182687,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,45,"United-States",">50K" +57,"State-gov",141459,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"?",174233,"Some-college",10,"Never-married","?","Own-child","Black","Male",0,0,24,"United-States","<=50K" +29,"Local-gov",95393,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +20,"Private",221095,"HS-grad",9,"Never-married","Craft-repair","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +18,"?",437851,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"?",131230,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",495888,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"El-Salvador","<=50K" +69,"Private",185691,"11th",7,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,20,"United-States","<=50K" +53,"Local-gov",549341,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,35,"United-States","<=50K" +28,"Private",247445,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",199566,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-inc",139057,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,84,"Taiwan",">50K" +48,"Private",185039,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +61,"Private",166124,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",109275,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",408328,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",186338,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +27,"?",130856,"Bachelors",13,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",251579,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,14,"United-States","<=50K" +47,"Private",76612,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Private",22546,"Bachelors",13,"Never-married","Transport-moving","Own-child","White","Male",0,0,60,"United-States","<=50K" +72,"Private",53684,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",183627,"11th",7,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",73203,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +57,"Private",108426,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,48,"England","<=50K" +50,"Private",116287,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,60,"Columbia","<=50K" +45,"Self-emp-inc",145697,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +52,"Private",326156,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +53,"Private",201127,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +36,"Private",250791,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,48,"United-States","<=50K" +46,"Private",328216,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",400443,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +75,"Private",95985,"5th-6th",3,"Widowed","Other-service","Unmarried","Black","Male",0,0,10,"United-States","<=50K" +32,"Local-gov",127651,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",250679,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",103950,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",200199,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +46,"State-gov",295791,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +39,"Private",191841,"Assoc-acdm",12,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +38,"Private",82622,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +36,"Private",160728,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States","<=50K" +63,"Local-gov",109849,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,21,"United-States","<=50K" +28,"Private",339897,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,43,"Mexico","<=50K" +28,"?",37215,"Bachelors",13,"Never-married","?","Own-child","White","Male",0,0,45,"United-States","<=50K" +49,"Private",371299,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +43,"Private",421837,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +38,"Private",29702,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +39,"Private",117381,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Male",0,0,62,"England","<=50K" +42,"?",240027,"HS-grad",9,"Divorced","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",338740,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"?",28359,"HS-grad",9,"Separated","?","Unmarried","White","Female",0,0,10,"United-States","<=50K" +29,"?",315026,"HS-grad",9,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",173005,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Private",286750,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +40,"Private",163985,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,24,"United-States","<=50K" +30,"Private",219318,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,0,35,"Puerto-Rico","<=50K" +52,"Self-emp-not-inc",103794,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +42,"Private",310632,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +39,"Private",153976,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States",">50K" +43,"Private",174575,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,45,"United-States","<=50K" +30,"Private",207253,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"England","<=50K" +83,"?",251951,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +39,"Private",746786,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +41,"Private",308296,"HS-grad",9,"Married-civ-spouse","Transport-moving","Wife","White","Female",0,0,20,"United-States","<=50K" +25,"Private",109009,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"?",117751,"Assoc-acdm",12,"Divorced","?","Not-in-family","White","Male",0,0,8,"United-States","<=50K" +44,"State-gov",296326,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",120277,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"Ireland","<=50K" +21,"Private",193219,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,35,"Jamaica","<=50K" +41,"Private",86399,"Some-college",10,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +24,"Private",215251,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +67,"Self-emp-not-inc",124470,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"Private",228649,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,38,"United-States","<=50K" +50,"Self-emp-not-inc",386397,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +48,"Private",96798,"Masters",14,"Divorced","Sales","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +55,"?",106707,"Assoc-acdm",12,"Married-civ-spouse","?","Husband","Black","Male",0,0,20,"United-States",">50K" +50,"Private",139464,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,36,"Ireland","<=50K" +64,"State-gov",550848,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",68505,"9th",5,"Divorced","Other-service","Not-in-family","Black","Male",0,0,37,"United-States","<=50K" +20,"Private",122215,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,52,"United-States","<=50K" +30,"Private",159442,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",80638,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,30,"China","<=50K" +52,"Private",192390,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",191324,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,25,"United-States","<=50K" +77,"?",147284,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,14,"United-States","<=50K" +19,"State-gov",73009,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,15,"United-States","<=50K" +52,"Private",177858,"HS-grad",9,"Divorced","Craft-repair","Other-relative","White","Male",0,0,55,"United-States",">50K" +42,"Private",163003,"Bachelors",13,"Married-spouse-absent","Tech-support","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +35,"Private",95551,"HS-grad",9,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +27,"Private",125298,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States","<=50K" +54,"State-gov",198186,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,38,"United-States","<=50K" +37,"Private",182668,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +28,"Private",124905,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +63,"Private",171635,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",376240,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,42,"United-States","<=50K" +28,"Private",157391,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"?",114357,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",178134,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +31,"Private",207201,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",124483,"Bachelors",13,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Male",0,0,50,"?",">50K" +64,"Private",102103,"HS-grad",9,"Divorced","Priv-house-serv","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +40,"Private",92036,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Local-gov",236426,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +22,"Private",400966,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",404573,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +35,"Private",227571,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +20,"Private",145917,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +35,"Local-gov",190226,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",356555,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States","<=50K" +28,"Private",66473,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"?",172256,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +25,"Self-emp-inc",163039,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +37,"Private",89559,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"?",35507,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,45,"United-States","<=50K" +31,"Private",163303,"Assoc-voc",11,"Divorced","Sales","Own-child","White","Female",0,0,38,"United-States","<=50K" +41,"Private",192712,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +31,"Private",381153,"10th",6,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",222434,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",34706,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,47,"United-States","<=50K" +57,"Self-emp-not-inc",47857,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",195216,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +29,"Local-gov",329426,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",184105,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",211385,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","Black","Male",0,0,35,"Jamaica","<=50K" +21,"Private",61777,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +34,"Self-emp-not-inc",320194,"Prof-school",15,"Separated","Prof-specialty","Unmarried","White","Male",0,0,48,"United-States",">50K" +24,"Private",199444,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,15,"United-States","<=50K" +28,"Private",312588,"10th",6,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",168675,"HS-grad",9,"Separated","Transport-moving","Own-child","White","Male",0,0,50,"United-States","<=50K" +35,"Private",87556,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"State-gov",220421,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Federal-gov",404599,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +39,"Private",99065,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",0,0,40,"Poland",">50K" +57,"Local-gov",109973,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",246652,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",57423,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +23,"Private",291248,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +50,"Private",163708,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",240358,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +28,"Private",25955,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +44,"Private",101593,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +29,"Self-emp-not-inc",227890,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +31,"Private",225053,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +27,"Private",228472,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +34,"Private",245378,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +27,"Private",35032,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",258849,"Assoc-voc",11,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",190115,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",63910,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +40,"Private",510072,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +28,"Private",210867,"11th",7,"Divorced","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",263024,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Private",306785,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +58,"Self-emp-inc",104333,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +66,"Private",340734,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",288585,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",0,0,20,"South","<=50K" +38,"Private",241765,"11th",7,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +25,"Private",111058,"Assoc-acdm",12,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",104662,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,22,"United-States","<=50K" +90,"Private",313986,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",52037,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"?",146589,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",254221,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",211785,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Female",0,0,20,"United-States","<=50K" +59,"Private",160362,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"?",208874,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",169631,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +52,"Private",202956,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",80467,"HS-grad",9,"Divorced","Other-service","Own-child","White","Female",0,0,24,"United-States","<=50K" +28,"Private",407672,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",243425,"HS-grad",9,"Divorced","Other-service","Other-relative","White","Female",0,0,50,"Peru","<=50K" +50,"?",174964,"10th",6,"Married-civ-spouse","?","Husband","White","Male",0,0,99,"United-States","<=50K" +36,"Private",347491,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",146161,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Private",449432,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"?",175499,"11th",7,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +27,"Local-gov",134813,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Male",0,0,52,"United-States","<=50K" +31,"Local-gov",190401,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",260617,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,36,"United-States","<=50K" +31,"Private",45604,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,54,"United-States","<=50K" +59,"Private",67841,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",430471,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",194698,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",94235,"Bachelors",13,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +57,"Private",188330,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,78,"United-States","<=50K" +51,"Local-gov",146181,"9th",5,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",177125,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +30,"Self-emp-inc",68330,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Private",95636,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +40,"Private",238329,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +52,"Private",416129,"Preschool",1,"Married-civ-spouse","Other-service","Not-in-family","White","Male",0,0,40,"El-Salvador","<=50K" +23,"Private",285004,"Bachelors",13,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Male",0,0,50,"Taiwan","<=50K" +25,"Private",186294,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +43,"Private",188786,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +38,"State-gov",31352,"Some-college",10,"Divorced","Protective-serv","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States",">50K" +22,"Private",197613,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +65,"Private",361721,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,20,"United-States","<=50K" +50,"Private",144968,"HS-grad",9,"Never-married","Tech-support","Own-child","White","Male",0,0,15,"United-States","<=50K" +25,"Private",178037,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",306985,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Private",87928,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",242619,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",154165,"9th",5,"Divorced","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",511331,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +65,"Local-gov",221026,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,20,"United-States","<=50K" +56,"Self-emp-not-inc",222182,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,45,"United-States","<=50K" +23,"Private",202344,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",190423,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +24,"Private",238917,"5th-6th",3,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"El-Salvador","<=50K" +40,"Self-emp-inc",37997,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +55,"Private",147098,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Private",278253,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,48,"United-States","<=50K" +23,"Private",195411,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",76196,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"Self-emp-not-inc",186014,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,12,"Germany","<=50K" +29,"Private",205903,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",125405,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",219838,"12th",8,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"State-gov",19395,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +31,"Private",223327,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",114062,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",95654,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"Iran",">50K" +38,"Private",177305,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +66,"?",299616,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Self-emp-not-inc",117681,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",237651,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +33,"State-gov",150570,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"?",174714,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +33,"Private",144064,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +66,"?",107112,"7th-8th",4,"Never-married","?","Other-relative","Black","Male",0,0,30,"United-States","<=50K" +20,"Private",54152,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"?","<=50K" +28,"Private",152951,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",190487,"HS-grad",9,"Divorced","Priv-house-serv","Unmarried","White","Female",0,0,28,"Ecuador","<=50K" +25,"Private",306666,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,45,"United-States","<=50K" +31,"Self-emp-not-inc",226624,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +49,"Private",157569,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"State-gov",22966,"Some-college",10,"Married-spouse-absent","Tech-support","Unmarried","White","Male",0,0,20,"United-States","<=50K" +52,"Private",379682,"Assoc-voc",11,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,20,"United-States",">50K" +29,"Private",446559,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States","<=50K" +18,"Private",41794,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +31,"Local-gov",90409,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States","<=50K" +23,"Private",125491,"Some-college",10,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,35,"Vietnam","<=50K" +27,"?",129661,"Assoc-voc",11,"Married-civ-spouse","?","Wife","Amer-Indian-Eskimo","Female",0,0,40,"United-States",">50K" +54,"Self-emp-not-inc",104748,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States","<=50K" +50,"Local-gov",169182,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,49,"Dominican-Republic","<=50K" +24,"Private",122272,"Bachelors",13,"Never-married","Farming-fishing","Own-child","White","Female",0,0,40,"United-States","<=50K" +17,"?",114798,"11th",7,"Never-married","?","Own-child","White","Female",0,0,18,"United-States","<=50K" +49,"Self-emp-inc",289707,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +54,"Local-gov",137691,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",166789,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",348728,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +23,"Private",348092,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"Haiti","<=50K" +63,"Private",154526,"Some-college",10,"Widowed","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +67,"Private",288371,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Canada",">50K" +23,"Private",182342,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",244366,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +66,"Private",102423,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,30,"United-States","<=50K" +25,"Private",259688,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",98733,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,20,"United-States","<=50K" +67,"Self-emp-not-inc",141797,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",327202,"12th",8,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",76996,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,38,"United-States","<=50K" +34,"Private",260560,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",370990,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",129010,"12th",8,"Never-married","Craft-repair","Own-child","White","Male",0,0,10,"United-States","<=50K" +21,"Private",452640,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +76,"Self-emp-inc",120796,"9th",5,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Federal-gov",45334,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Asian-Pac-Islander","Male",0,0,70,"?","<=50K" +26,"Private",229523,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,56,"United-States","<=50K" +18,"Private",127388,"12th",8,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +18,"?",395567,"11th",7,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +59,"Private",193895,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",155343,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,72,"United-States","<=50K" +25,"Private",73895,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,10,"United-States","<=50K" +48,"Private",107682,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +64,"Private",321166,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,5,"United-States","<=50K" +47,"Local-gov",154940,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States",">50K" +26,"Private",103700,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",63509,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States",">50K" +21,"Private",243842,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"?",187221,"7th-8th",4,"Never-married","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +30,"Private",58597,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,44,"United-States","<=50K" +41,"Self-emp-not-inc",190290,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",62165,"Some-college",10,"Never-married","Sales","Other-relative","Black","Male",0,0,30,"United-States","<=50K" +20,"?",307149,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +24,"Private",280134,"10th",6,"Never-married","Sales","Not-in-family","White","Male",0,0,49,"El-Salvador","<=50K" +26,"Private",118736,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +25,"Private",171114,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +35,"Private",169638,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,36,"United-States","<=50K" +41,"Private",125461,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +33,"Private",145434,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",152182,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +27,"Self-emp-inc",233724,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +32,"Private",153963,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +51,"Local-gov",88120,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +38,"Private",96330,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +41,"Local-gov",66118,"Some-college",10,"Married-civ-spouse","Transport-moving","Wife","White","Female",0,0,25,"United-States","<=50K" +38,"Self-emp-not-inc",53628,"Assoc-voc",11,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,35,"United-States","<=50K" +54,"Private",174865,"9th",5,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +30,"Private",66194,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"Outlying-US(Guam-USVI-etc)","<=50K" +31,"Private",73796,"Some-college",10,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,30,"United-States","<=50K" +26,"State-gov",28366,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",237865,"Masters",14,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +61,"Private",195453,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",116934,"Some-college",10,"Separated","Sales","Unmarried","White","Female",0,0,45,"United-States","<=50K" +22,"?",87867,"12th",8,"Never-married","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +34,"Private",456399,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",263608,"Some-college",10,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",263498,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",183765,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"?","<=50K" +39,"Local-gov",113253,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +20,"Private",138768,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",302146,"11th",7,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +68,"Private",253866,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +28,"Federal-gov",214858,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,48,"United-States","<=50K" +43,"Private",243476,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",169104,"Some-college",10,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",103218,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",57233,"Bachelors",13,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",228320,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +20,"Private",217421,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +46,"Private",185041,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,75,"United-States",">50K" +32,"Private",261059,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +46,"Private",59767,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +26,"Private",333541,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,24,"United-States","<=50K" +20,"Private",133352,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +36,"Private",99270,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,40,"United-States","<=50K" +49,"Private",204629,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",281021,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +22,"Private",275385,"Some-college",10,"Never-married","Other-service","Other-relative","White","Male",0,0,25,"United-States","<=50K" +52,"Federal-gov",129177,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",385591,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +22,"?",201179,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +72,"Private",38360,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,16,"United-States","<=50K" +30,"Local-gov",73796,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",67671,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",257621,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +22,"Private",180052,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +59,"Private",656036,"Bachelors",13,"Separated","Adm-clerical","Unmarried","White","Male",0,0,60,"United-States","<=50K" +46,"Private",215943,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",488720,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +64,"Federal-gov",199298,"7th-8th",4,"Widowed","Other-service","Unmarried","White","Female",0,0,30,"Puerto-Rico","<=50K" +31,"Private",305692,"Some-college",10,"Married-civ-spouse","Sales","Wife","Black","Female",0,0,40,"United-States","<=50K" +64,"Private",114994,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +45,"Private",88265,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +32,"Private",175413,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","Black","Female",0,0,40,"Jamaica","<=50K" +43,"Private",161226,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +23,"Private",208598,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +49,"Self-emp-not-inc",200471,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",256609,"12th",8,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +49,"Private",176684,"Assoc-voc",11,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",206512,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",212640,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,85,"United-States","<=50K" +47,"Private",148724,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States","<=50K" +41,"Private",266510,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",240252,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",358975,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +20,"?",124242,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"Private",434710,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +25,"Private",204338,"HS-grad",9,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,30,"?","<=50K" +46,"Private",241844,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",191342,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Cambodia","<=50K" +41,"Private",221947,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,56,"United-States",">50K" +30,"Private",65278,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Private",133403,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",166416,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,99,"United-States","<=50K" +58,"?",142158,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +21,"Private",221480,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,25,"Ecuador","<=50K" +35,"Self-emp-not-inc",189878,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",278403,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,80,"United-States",">50K" +19,"Private",184710,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +48,"Private",177775,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"?",275943,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Nicaragua","<=50K" +65,"Self-emp-not-inc",225473,"Some-college",10,"Widowed","Craft-repair","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +40,"Private",289403,"Bachelors",13,"Separated","Adm-clerical","Unmarried","Black","Male",0,0,35,"United-States","<=50K" +26,"Private",269060,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",449354,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",214413,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",80058,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Self-emp-not-inc",123440,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +37,"Private",191524,"Assoc-voc",11,"Separated","Prof-specialty","Own-child","White","Female",0,0,38,"United-States","<=50K" +25,"Private",308144,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +64,"Private",164204,"1st-4th",2,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,53,"?","<=50K" +46,"Private",205100,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +30,"Private",195750,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,27,"United-States","<=50K" +63,"Private",149756,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +51,"Local-gov",240358,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +68,"Self-emp-not-inc",241174,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,16,"United-States","<=50K" +36,"Private",356838,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"Canada","<=50K" +28,"Self-emp-inc",115705,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +41,"Local-gov",137142,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",296066,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",401335,"Some-college",10,"Never-married","Other-service","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +33,"?",182771,"Bachelors",13,"Never-married","?","Own-child","Asian-Pac-Islander","Male",0,0,80,"Philippines","<=50K" +46,"Federal-gov",162187,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",98010,"Some-college",10,"Married-spouse-absent","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",172538,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States",">50K" +18,"Private",80163,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +56,"Self-emp-not-inc",115422,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States","<=50K" +54,"Private",100933,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",270379,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",20109,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","Amer-Indian-Eskimo","Female",0,0,84,"United-States","<=50K" +22,"Private",100345,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +33,"Private",184901,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",87239,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +63,"Private",127363,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,12,"United-States","<=50K" +37,"Private",143058,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +50,"Federal-gov",36489,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +22,"Private",141698,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Federal-gov",26358,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",30039,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",125159,"Assoc-acdm",12,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"Jamaica","<=50K" +20,"Private",246250,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Federal-gov",77370,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",355569,"Assoc-voc",11,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +32,"Private",180603,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",201785,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Private",256211,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +27,"Private",146764,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +22,"?",211968,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"Iran","<=50K" +29,"Private",200515,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,38,"United-States","<=50K" +29,"Private",52636,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",27049,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,20,"United-States","<=50K" +35,"Private",111128,"10th",6,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",93930,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +46,"Private",33794,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,10,"United-States","<=50K" +45,"Private",178215,"9th",5,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States",">50K" +17,"Local-gov",191910,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +48,"Self-emp-not-inc",133694,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Not-in-family","Black","Male",0,0,40,"Jamaica",">50K" +49,"Private",148398,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",133515,"Some-college",10,"Never-married","Sales","Other-relative","White","Female",0,0,40,"United-States","<=50K" +64,"Private",159715,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +53,"Federal-gov",174040,"Some-college",10,"Separated","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +52,"Private",117700,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",37215,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +48,"Self-emp-not-inc",317360,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,20,"United-States",">50K" +30,"Private",425627,"Some-college",10,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +34,"Private",82623,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +19,"?",63574,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,50,"United-States","<=50K" +39,"Private",140854,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +28,"Private",185061,"11th",7,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +17,"Private",160118,"12th",8,"Never-married","Sales","Not-in-family","White","Female",0,0,10,"?","<=50K" +54,"Private",282680,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +25,"Private",198163,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",132749,"11th",7,"Divorced","Other-service","Unmarried","White","Female",0,0,12,"United-States","<=50K" +24,"Private",399449,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Private",27494,"Some-college",10,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,50,"Taiwan","<=50K" +47,"Private",368561,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",102096,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"?",">50K" +19,"Private",406078,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +52,"Private",29658,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",20469,"HS-grad",9,"Never-married","?","Other-relative","Asian-Pac-Islander","Female",0,0,12,"South","<=50K" +60,"Private",181953,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,28,"United-States","<=50K" +43,"Private",304175,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",170070,"Assoc-acdm",12,"Divorced","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +20,"?",193416,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Private",194908,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",357962,"9th",5,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",214716,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +40,"Self-emp-inc",207578,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +54,"Private",146409,"Some-college",10,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",341643,"Bachelors",13,"Never-married","Other-service","Other-relative","White","Male",0,0,50,"United-States","<=50K" +52,"Private",131631,"11th",7,"Separated","Machine-op-inspct","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +56,"?",128900,"Some-college",10,"Widowed","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",417136,"HS-grad",9,"Divorced","Craft-repair","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",209301,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Canada","<=50K" +29,"Private",120986,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,65,"United-States","<=50K" +27,"Private",51025,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +58,"Private",218281,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Mexico","<=50K" +64,"Private",114994,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,18,"United-States","<=50K" +53,"Private",335481,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,32,"United-States","<=50K" +21,"Private",174503,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +40,"Self-emp-not-inc",230478,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +52,"State-gov",149650,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Iran",">50K" +38,"Private",149419,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +40,"?",341539,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +39,"Private",185099,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"?",132930,"Masters",14,"Never-married","?","Not-in-family","White","Female",0,0,50,"United-States",">50K" +68,"Private",128472,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +24,"Private",124971,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +40,"Self-emp-inc",344060,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Self-emp-inc",286750,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,99,"United-States",">50K" +38,"Private",296999,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +45,"Private",123681,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",232024,"11th",7,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,55,"United-States","<=50K" +57,"Local-gov",52267,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +49,"Private",119182,"HS-grad",9,"Separated","Other-service","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +25,"Private",191230,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"Yugoslavia","<=50K" +52,"Federal-gov",23780,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Private",184553,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +26,"Self-emp-inc",242651,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +19,"Private",246226,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Self-emp-inc",86745,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +25,"Private",106889,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,30,"United-States","<=50K" +21,"Private",460835,"HS-grad",9,"Never-married","Sales","Other-relative","White","Male",0,0,45,"United-States","<=50K" +48,"Self-emp-not-inc",213140,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Italy","<=50K" +33,"State-gov",37070,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"Canada","<=50K" +31,"State-gov",93589,"HS-grad",9,"Divorced","Protective-serv","Own-child","Other","Male",0,0,40,"United-States","<=50K" +26,"Self-emp-not-inc",213258,"HS-grad",9,"Divorced","Farming-fishing","Unmarried","White","Male",0,0,65,"United-States","<=50K" +37,"State-gov",46814,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +29,"?",168873,"Some-college",10,"Divorced","?","Unmarried","White","Female",0,0,30,"United-States","<=50K" +20,"Private",284737,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +28,"Private",309620,"Some-college",10,"Married-civ-spouse","Sales","Husband","Other","Male",0,0,60,"?","<=50K" +49,"Private",197418,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +73,"?",132737,"10th",6,"Never-married","?","Not-in-family","White","Male",0,0,4,"United-States","<=50K" +51,"Private",159604,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +40,"Private",123557,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",275421,"Assoc-voc",11,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +18,"Private",167147,"12th",8,"Never-married","Sales","Own-child","White","Male",0,0,24,"United-States","<=50K" +41,"Private",197583,"10th",6,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States",">50K" +46,"Private",117502,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +64,"Private",180401,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Self-emp-not-inc",146603,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +53,"State-gov",143822,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,36,"United-States",">50K" +21,"Private",51985,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"State-gov",48121,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,25,"United-States","<=50K" +39,"Federal-gov",65324,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,55,"United-States",">50K" +30,"Private",302149,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +26,"Private",159897,"Some-college",10,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",416338,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +59,"Private",370615,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,60,"United-States","<=50K" +27,"Private",219371,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,0,40,"Jamaica","<=50K" +55,"Private",120970,"10th",6,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +20,"Private",22966,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,12,"Canada","<=50K" +25,"Private",34541,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,36,"Canada","<=50K" +28,"Private",191027,"Assoc-acdm",12,"Separated","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",107458,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +60,"Private",121832,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",73839,"11th",7,"Divorced","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Private",109165,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +50,"State-gov",103063,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",111979,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,47,"United-States","<=50K" +35,"Private",150125,"Assoc-voc",11,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +21,"?",301853,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",118001,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +49,"Private",149337,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",36601,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +39,"Private",279272,"Assoc-acdm",12,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,60,"United-States","<=50K" +35,"Private",181020,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,60,"United-States","<=50K" +52,"Private",165998,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",218136,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"Outlying-US(Guam-USVI-etc)","<=50K" +20,"Self-emp-inc",182200,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,30,"United-States","<=50K" +46,"Private",39363,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,10,"?","<=50K" +24,"Private",140001,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",193260,"Bachelors",13,"Married-civ-spouse","Craft-repair","Other-relative","Asian-Pac-Islander","Male",0,0,30,"India","<=50K" +21,"Private",191243,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Federal-gov",207887,"Bachelors",13,"Divorced","Exec-managerial","Other-relative","White","Female",0,0,50,"United-States","<=50K" +43,"Federal-gov",211450,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",184759,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,26,"United-States","<=50K" +47,"Private",197836,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +61,"Private",232308,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +21,"?",189888,"Assoc-acdm",12,"Never-married","?","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +35,"Private",301614,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"United-States","<=50K" +60,"Private",146674,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",225291,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Local-gov",148509,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,35,"India","<=50K" +56,"Private",136413,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",126060,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",73064,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Wife","Black","Female",0,0,35,"United-States","<=50K" +19,"Private",39026,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +28,"Self-emp-not-inc",33035,"12th",8,"Divorced","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +43,"Private",193494,"10th",6,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Local-gov",147440,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +22,"?",153131,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",64671,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +20,"Private",174391,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +48,"Private",377757,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States","<=50K" +30,"Local-gov",364310,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"Germany","<=50K" +31,"Private",110643,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",70240,"HS-grad",9,"Never-married","Sales","Own-child","Asian-Pac-Islander","Female",0,0,24,"Philippines","<=50K" +57,"State-gov",32694,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Private",264936,"HS-grad",9,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +27,"Private",367329,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",56026,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +22,"Private",186452,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +50,"Private",125417,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,40,"United-States",">50K" +40,"Self-emp-not-inc",242082,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +37,"Private",31023,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,51,"United-States","<=50K" +40,"?",397346,"Assoc-acdm",12,"Divorced","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"State-gov",261979,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Private",55507,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +22,"?",291407,"12th",8,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +18,"Private",353358,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +33,"Private",235109,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",208180,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +67,"State-gov",423561,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",403671,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Local-gov",49325,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",370494,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +25,"Private",267012,"Assoc-voc",11,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +33,"Private",191856,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Private",80445,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",379798,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Local-gov",168387,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",274809,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States","<=50K" +58,"Private",233193,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,27,"United-States","<=50K" +19,"Private",236396,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",688355,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-inc",37019,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +43,"Private",122975,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Black","Female",0,0,21,"Trinadad&Tobago","<=50K" +52,"State-gov",349795,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",229846,"Assoc-voc",11,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"?","<=50K" +43,"Private",108945,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,38,"United-States","<=50K" +22,"Private",237498,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",324019,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",82488,"Some-college",10,"Divorced","Sales","Unmarried","Asian-Pac-Islander","Female",0,0,38,"United-States","<=50K" +54,"Private",206964,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",37088,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",152540,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +65,"Private",143554,"Some-college",10,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +30,"Private",126242,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +22,"Private",127185,"9th",5,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",210184,"11th",7,"Separated","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"?",117528,"Assoc-voc",11,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States",">50K" +23,"Private",182117,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Male",0,0,60,"United-States","<=50K" +42,"Private",220049,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States",">50K" +39,"Self-emp-not-inc",247975,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,30,"United-States","<=50K" +55,"Private",50164,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +24,"State-gov",123160,"Masters",14,"Married-spouse-absent","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,10,"China","<=50K" +53,"Private",79324,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",129100,"11th",7,"Separated","Other-service","Unmarried","Black","Female",0,0,60,"United-States","<=50K" +40,"Private",210275,"HS-grad",9,"Separated","Transport-moving","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",171114,"Assoc-voc",11,"Separated","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +22,"Private",201799,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"?",200426,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,12,"United-States","<=50K" +20,"?",24395,"Some-college",10,"Never-married","?","Unmarried","White","Female",0,0,20,"United-States","<=50K" +43,"Private",191149,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Local-gov",34173,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,25,"United-States","<=50K" +30,"Private",350979,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Laos","<=50K" +41,"Private",147314,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Amer-Indian-Eskimo","Male",0,0,50,"United-States","<=50K" +38,"Private",136081,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +77,"?",232894,"9th",5,"Married-civ-spouse","?","Husband","Black","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",373403,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"Private",120601,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +32,"Federal-gov",72338,"Assoc-voc",11,"Never-married","Prof-specialty","Other-relative","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +27,"Private",129624,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +25,"State-gov",328697,"Some-college",10,"Divorced","Protective-serv","Other-relative","White","Male",0,0,45,"United-States","<=50K" +40,"Private",191196,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"?",191117,"11th",7,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +49,"Private",110243,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +17,"Private",181580,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +29,"Private",89030,"HS-grad",9,"Never-married","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Self-emp-not-inc",277700,"Some-college",10,"Separated","Handlers-cleaners","Own-child","White","Male",0,0,45,"United-States","<=50K" +58,"?",198478,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,24,"United-States","<=50K" +29,"Private",250679,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",168837,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,24,"Canada",">50K" +30,"Private",142675,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +19,"Private",299050,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +47,"Private",121958,"7th-8th",4,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +28,"Private",176683,"Assoc-acdm",12,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"France","<=50K" +46,"Private",34377,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Self-emp-not-inc",209833,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +66,"State-gov",41506,"10th",6,"Divorced","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",147206,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,12,"United-States","<=50K" +21,"Private",315065,"7th-8th",4,"Never-married","Other-service","Other-relative","White","Male",0,0,48,"Mexico","<=50K" +59,"Private",381851,"9th",5,"Widowed","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +35,"Local-gov",185769,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",312667,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",343925,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"Jamaica","<=50K" +26,"Private",195994,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +48,"Private",398843,"Some-college",10,"Separated","Sales","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +31,"Private",73514,"HS-grad",9,"Never-married","Sales","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +36,"Private",288049,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +48,"Private",54759,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,38,"United-States","<=50K" +33,"Private",401104,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States",">50K" +19,"?",124884,"9th",5,"Never-married","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +53,"Private",113995,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +18,"Private",146378,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"?","<=50K" +34,"Private",34374,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +45,"Private",162187,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States",">50K" +33,"Local-gov",147654,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +35,"Private",182467,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,44,"United-States","<=50K" +22,"Private",183970,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",332588,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +45,"Private",26781,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,0,8,"United-States","<=50K" +17,"Private",48610,"11th",7,"Never-married","Farming-fishing","Own-child","White","Male",0,0,45,"United-States","<=50K" +50,"Private",162632,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +38,"Local-gov",91711,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +46,"Private",179048,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"?","<=50K" +64,"Private",102470,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Self-emp-not-inc",123170,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,10,"United-States","<=50K" +32,"Private",164243,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,60,"United-States",">50K" +17,"Private",262511,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +61,"Private",51170,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +40,"State-gov",91949,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",123727,"HS-grad",9,"Never-married","Exec-managerial","Other-relative","White","Female",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",120301,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +29,"Private",250967,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Federal-gov",285432,"Assoc-acdm",12,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",36235,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"?",317219,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States",">50K" +51,"Local-gov",110965,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",123283,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","Black","Female",0,0,15,"United-States","<=50K" +20,"?",249087,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Private",152940,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",376680,"HS-grad",9,"Never-married","Tech-support","Own-child","Black","Male",0,0,40,"United-States","<=50K" +56,"Private",231232,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,30,"Canada","<=50K" +55,"Self-emp-not-inc",168625,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",0,0,12,"United-States",">50K" +26,"Private",33939,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,20,"United-States","<=50K" +32,"Local-gov",190228,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",216178,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",587310,"7th-8th",4,"Never-married","Other-service","Other-relative","White","Male",0,0,35,"Guatemala","<=50K" +23,"Private",155919,"9th",5,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +59,"Private",227386,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",138152,"12th",8,"Never-married","Craft-repair","Other-relative","Other","Male",0,0,48,"Guatemala","<=50K" +36,"Private",167482,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",57957,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +33,"Private",157747,"9th",5,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +60,"Self-emp-not-inc",88570,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Wife","White","Female",0,0,15,"Germany",">50K" +40,"Private",273308,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,48,"Mexico","<=50K" +48,"Private",216292,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,43,"United-States","<=50K" +27,"Self-emp-not-inc",131298,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +19,"Private",386378,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +38,"Private",179668,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",210812,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,43,"United-States","<=50K" +20,"Private",215247,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +32,"Federal-gov",125856,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +22,"Private",74631,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,13,"United-States","<=50K" +22,"Private",24008,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",308334,"1st-4th",2,"Widowed","Other-service","Unmarried","Other","Female",0,0,30,"Mexico","<=50K" +39,"Private",245361,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +79,"Self-emp-not-inc",158319,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +60,"?",204486,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States",">50K" +24,"Private",314823,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"Dominican-Republic","<=50K" +23,"Private",126550,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +29,"Private",114224,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +22,"State-gov",64292,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,43,"United-States","<=50K" +69,"?",628797,"Some-college",10,"Widowed","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +55,"Local-gov",219775,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,38,"United-States","<=50K" +43,"Private",212894,"HS-grad",9,"Divorced","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +23,"Private",260019,"7th-8th",4,"Never-married","Farming-fishing","Unmarried","Other","Male",0,0,36,"Mexico","<=50K" +29,"Private",228075,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,35,"Mexico","<=50K" +22,"Private",239806,"Assoc-voc",11,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"Mexico","<=50K" +22,"Private",324637,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +29,"Private",194200,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,45,"United-States","<=50K" +25,"State-gov",129200,"Some-college",10,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +33,"Federal-gov",207172,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",135312,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +31,"Private",100734,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +55,"Private",110871,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"?",224108,"HS-grad",9,"Widowed","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",107762,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Private",183611,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,55,"Germany","<=50K" +62,"Local-gov",249078,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +65,"Self-emp-inc",208452,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States",">50K" +23,"Private",302195,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"?",199947,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,32,"United-States","<=50K" +47,"Private",379118,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,60,"United-States",">50K" +50,"Self-emp-inc",174855,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +70,"?",173736,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,6,"United-States","<=50K" +32,"Self-emp-not-inc",39369,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Federal-gov",196348,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +76,"Private",97077,"10th",6,"Widowed","Sales","Unmarried","Black","Female",0,0,12,"United-States","<=50K" +54,"Private",200098,"Bachelors",13,"Divorced","Sales","Not-in-family","Black","Female",0,0,60,"United-States","<=50K" +32,"Federal-gov",127651,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",315128,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,52,"United-States","<=50K" +31,"Federal-gov",206823,"Bachelors",13,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,50,"United-States",">50K" +30,"Private",112115,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"Ireland",">50K" +63,"?",203821,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",250051,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,10,"United-States","<=50K" +26,"State-gov",109193,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",130849,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,8,"United-States","<=50K" +34,"Local-gov",43959,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Self-emp-not-inc",27242,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,60,"United-States","<=50K" +30,"Private",53158,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",206520,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",164190,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",287988,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +28,"?",200819,"7th-8th",4,"Divorced","?","Own-child","White","Male",0,0,84,"United-States","<=50K" +23,"Private",83891,"HS-grad",9,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",363418,"Bachelors",13,"Separated","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +19,"Private",278870,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,16,"United-States","<=50K" +25,"Private",228608,"Some-college",10,"Never-married","Craft-repair","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Cambodia","<=50K" +24,"Private",184400,"HS-grad",9,"Never-married","Transport-moving","Own-child","Asian-Pac-Islander","Male",0,0,30,"?","<=50K" +46,"Private",263568,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",117381,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"Federal-gov",83411,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Self-emp-not-inc",49156,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,20,"United-States","<=50K" +44,"Private",421449,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",238944,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",188982,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,20,"United-States",">50K" +48,"Private",175925,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +34,"Private",164190,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",232914,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",120121,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Local-gov",180805,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +59,"Local-gov",161944,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +29,"Private",319149,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Mexico","<=50K" +50,"?",22428,"Masters",14,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",290528,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",123984,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,35,"Philippines","<=50K" +48,"Private",34186,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +49,"State-gov",55938,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",209900,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,20,"United-States","<=50K" +26,"Private",150361,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +69,"?",164102,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States",">50K" +59,"Private",252714,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,30,"Italy","<=50K" +30,"Private",205204,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Local-gov",168906,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States","<=50K" +30,"Private",112115,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",116531,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"?",202994,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,16,"United-States","<=50K" +24,"Private",341294,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",216734,"Bachelors",13,"Divorced","Sales","Unmarried","White","Female",0,0,50,"United-States","<=50K" +51,"Private",182187,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +34,"Private",424988,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +47,"Private",379118,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Male",0,0,9,"United-States","<=50K" +47,"Private",168232,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,44,"United-States",">50K" +20,"Private",147171,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +34,"Self-emp-inc",207668,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,54,"?",">50K" +31,"Private",193650,"11th",7,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",200187,"Assoc-voc",11,"Divorced","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +52,"Private",188644,"5th-6th",3,"Married-spouse-absent","Craft-repair","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +56,"Private",398067,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Private",29658,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",154966,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +81,"Private",364099,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +28,"?",291374,"10th",6,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +57,"Federal-gov",97837,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,48,"United-States",">50K" +34,"Private",117983,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"?",345497,"10th",6,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",64167,"Assoc-voc",11,"Never-married","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +60,"Private",225526,"HS-grad",9,"Separated","Sales","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +37,"Federal-gov",289653,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",179462,"7th-8th",4,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +36,"Federal-gov",67317,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",77764,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",253438,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +31,"Private",150309,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +47,"Self-emp-not-inc",83064,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +60,"Self-emp-not-inc",376973,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States",">50K" +75,"Private",311184,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,24,"United-States","<=50K" +43,"Local-gov",159449,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",168288,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",275190,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +32,"Private",189838,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +57,"Self-emp-inc",101338,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States","<=50K" +43,"Private",331894,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +18,"Self-emp-not-inc",40293,"HS-grad",9,"Never-married","Farming-fishing","Other-relative","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",88904,"Bachelors",13,"Separated","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",145041,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"Dominican-Republic","<=50K" +41,"State-gov",363591,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",267859,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"El-Salvador","<=50K" +58,"Private",190747,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",162869,"Some-college",10,"Never-married","Sales","Other-relative","White","Male",0,0,65,"United-States","<=50K" +33,"Private",141229,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +42,"Self-emp-not-inc",174216,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +25,"Private",366416,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Private",172538,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +35,"Private",193026,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +49,"Local-gov",337768,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Local-gov",179059,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Federal-gov",99549,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",72619,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +42,"State-gov",55764,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +37,"Private",30267,"11th",7,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States",">50K" +25,"Private",308144,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +26,"Private",282304,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +26,"?",176077,"Some-college",10,"Never-married","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-inc",142719,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",114973,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Female",0,0,30,"United-States","<=50K" +33,"Federal-gov",159548,"Assoc-acdm",12,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",91209,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",196564,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +51,"Self-emp-not-inc",149220,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,75,"United-States","<=50K" +21,"Private",169699,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +23,"Private",218215,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +30,"Private",156718,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",55720,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +38,"Self-emp-inc",257250,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +20,"Private",194630,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",196266,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Local-gov",197332,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",97842,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",57324,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +43,"Private",116852,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,36,"Portugal",">50K" +37,"Private",38468,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Local-gov",188808,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",187322,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +38,"Private",168680,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",256755,"Bachelors",13,"Never-married","Handlers-cleaners","Other-relative","White","Female",0,0,40,"Cuba","<=50K" +18,"Private",188476,"11th",7,"Never-married","Exec-managerial","Own-child","White","Male",0,0,20,"United-States","<=50K" +47,"Private",30457,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",252752,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +41,"Self-emp-not-inc",443508,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"Private",244408,"Some-college",10,"Never-married","Adm-clerical","Other-relative","Asian-Pac-Islander","Female",0,0,24,"Vietnam","<=50K" +41,"Private",178983,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +30,"Local-gov",247328,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",201732,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",246829,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"?",290267,"Bachelors",13,"Never-married","?","Not-in-family","White","Male",0,0,18,"United-States","<=50K" +29,"Private",119170,"Some-college",10,"Separated","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +21,"Private",207923,"Some-college",10,"Married-spouse-absent","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +48,"State-gov",170142,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +44,"Self-emp-not-inc",187164,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Male",0,0,60,"United-States","<=50K" +34,"Local-gov",303867,"9th",5,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",291429,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +32,"Private",213179,"Some-college",10,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States",">50K" +31,"State-gov",111843,"Assoc-acdm",12,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +47,"Federal-gov",68493,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +46,"Federal-gov",340718,"11th",7,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",194059,"12th",8,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"State-gov",286310,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",207202,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States",">50K" +33,"Self-emp-inc",132601,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +17,"?",139183,"10th",6,"Never-married","?","Own-child","White","Female",0,0,15,"United-States","<=50K" +41,"Private",160785,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Local-gov",225605,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,44,"United-States","<=50K" +24,"Private",190290,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +49,"Private",164799,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +60,"Federal-gov",21876,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +44,"Private",160785,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +63,"Self-emp-inc",272425,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",168538,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +45,"Self-emp-inc",204205,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Private",169926,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +65,"Local-gov",205024,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,8,"United-States","<=50K" +41,"Private",374764,"Bachelors",13,"Widowed","Exec-managerial","Unmarried","White","Male",0,0,20,"United-States","<=50K" +25,"Private",108779,"Masters",14,"Separated","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"?",293136,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +60,"Private",227332,"Assoc-voc",11,"Widowed","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Local-gov",246308,"11th",7,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"Puerto-Rico","<=50K" +28,"Private",51331,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,16,"United-States",">50K" +31,"Private",153078,"Assoc-acdm",12,"Never-married","Craft-repair","Own-child","Other","Male",0,0,50,"United-States","<=50K" +47,"Private",169180,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +45,"Self-emp-not-inc",193451,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +51,"Private",305147,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",138892,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,40,"United-States","<=50K" +34,"Private",223267,"HS-grad",9,"Never-married","Exec-managerial","Other-relative","White","Male",0,0,50,"United-States","<=50K" +19,"Private",29250,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,10,"United-States","<=50K" +51,"?",203953,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +46,"State-gov",29696,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",632613,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"Mexico","<=50K" +56,"Private",282023,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +29,"Private",77760,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +46,"Self-emp-not-inc",148599,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +55,"Private",414994,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",499249,"HS-grad",9,"Married-spouse-absent","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"Guatemala","<=50K" +45,"?",144354,"9th",5,"Separated","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +41,"Private",252058,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"?",99543,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +34,"Private",117963,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",194652,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",299705,"Some-college",10,"Never-married","Handlers-cleaners","Unmarried","Black","Male",0,0,37,"United-States","<=50K" +19,"Federal-gov",27433,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +47,"Local-gov",39986,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-inc",135342,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Private",270142,"Assoc-voc",11,"Separated","Exec-managerial","Unmarried","Black","Female",0,0,60,"United-States","<=50K" +33,"Self-emp-not-inc",118267,"Assoc-acdm",12,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +29,"Private",266043,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",35633,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",74568,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",214816,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +43,"Private",222971,"5th-6th",3,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +31,"Private",259425,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Self-emp-inc",212120,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",245880,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +58,"Local-gov",54947,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +28,"Private",161674,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",62346,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +40,"Private",227236,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +19,"Private",283033,"11th",7,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",251229,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +76,"Private",199949,"9th",5,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,13,"United-States","<=50K" +23,"State-gov",305498,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",203836,"5th-6th",3,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"State-gov",79440,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,30,"Japan","<=50K" +48,"Local-gov",142719,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Private",119859,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States",">50K" +32,"Private",141410,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +44,"Local-gov",202872,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,25,"United-States","<=50K" +27,"Private",198813,"HS-grad",9,"Divorced","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +33,"Federal-gov",129707,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +22,"Private",445758,"5th-6th",3,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +18,"?",30246,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +44,"Private",173981,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",108506,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,60,"United-States","<=50K" +34,"Private",134886,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-inc",282913,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Cuba","<=50K" +59,"Local-gov",196013,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Federal-gov",348491,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,40,"United-States",">50K" +52,"Private",416164,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Other","Male",0,0,49,"Mexico","<=50K" +17,"Private",121037,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +29,"Private",103111,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"Canada","<=50K" +63,"Self-emp-not-inc",147589,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States",">50K" +20,"Private",24008,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,24,"United-States","<=50K" +50,"Self-emp-not-inc",175456,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +55,"Private",84774,"HS-grad",9,"Married-civ-spouse","Priv-house-serv","Wife","White","Female",0,0,30,"United-States","<=50K" +27,"Private",194590,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,25,"United-States","<=50K" +28,"Private",134566,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +55,"Private",211678,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +44,"Federal-gov",44822,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"State-gov",144586,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",119156,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",371987,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"State-gov",144125,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",121124,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +46,"Private",58126,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",318518,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",296509,"7th-8th",4,"Separated","Farming-fishing","Not-in-family","White","Male",0,0,45,"Mexico","<=50K" +32,"Private",473133,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",155434,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States","<=50K" +39,"Private",56648,"HS-grad",9,"Separated","Sales","Not-in-family","White","Female",0,0,47,"United-States","<=50K" +22,"State-gov",119838,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,10,"United-States","<=50K" +26,"Private",330695,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"State-gov",58039,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",313022,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +42,"Private",178134,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +40,"Private",165309,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,43,"United-States","<=50K" +22,"Private",216181,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,45,"United-States","<=50K" +62,"Private",178745,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +44,"Private",111067,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"?",163788,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",295591,"1st-4th",2,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +45,"Private",123075,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +18,"Private",78045,"11th",7,"Married-civ-spouse","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Local-gov",255004,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",254221,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States",">50K" +20,"Private",174714,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,15,"United-States","<=50K" +68,"Self-emp-not-inc",450580,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,20,"United-States","<=50K" +61,"Private",128230,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +48,"Private",192894,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",325390,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Federal-gov",128714,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,32,"United-States","<=50K" +35,"Private",170797,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",269186,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",127671,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",211840,"Some-college",10,"Separated","Sales","Unmarried","Black","Female",0,0,16,"United-States","<=50K" +37,"Private",163392,"HS-grad",9,"Never-married","Transport-moving","Other-relative","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +40,"Private",201495,"Bachelors",13,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +25,"Private",251854,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"Jamaica","<=50K" +41,"Private",279297,"HS-grad",9,"Never-married","Sales","Not-in-family","Black","Female",0,0,60,"United-States","<=50K" +52,"Self-emp-not-inc",195462,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,98,"United-States",">50K" +33,"Private",170769,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",142443,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +53,"Private",121441,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +44,"Private",275094,"1st-4th",2,"Never-married","Other-service","Own-child","White","Male",0,0,10,"United-States","<=50K" +35,"Private",170263,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",172571,"Some-college",10,"Divorced","Craft-repair","Own-child","White","Male",0,0,58,"Poland","<=50K" +34,"Private",178615,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",279524,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"State-gov",165201,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,45,"United-States","<=50K" +65,"Local-gov",323006,"HS-grad",9,"Widowed","Other-service","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +29,"Private",235168,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +46,"Local-gov",216414,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +47,"State-gov",80914,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,47,"United-States",">50K" +62,"Private",73292,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",212165,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +90,"Private",52386,"Some-college",10,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,35,"United-States","<=50K" +33,"Private",205649,"Assoc-acdm",12,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +25,"Private",200408,"Assoc-acdm",12,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-inc",187720,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Private",236180,"Bachelors",13,"Married-spouse-absent","Other-service","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +21,"Private",118693,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",363130,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Male",0,0,18,"United-States","<=50K" +39,"Private",225544,"Masters",14,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Poland","<=50K" +59,"Federal-gov",243612,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",160786,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +49,"Private",234320,"7th-8th",4,"Never-married","Prof-specialty","Other-relative","Black","Male",0,0,45,"United-States","<=50K" +34,"Private",314646,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",124971,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",209184,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Other","Male",0,0,40,"Puerto-Rico","<=50K" +39,"State-gov",121838,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",265275,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Private",45522,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",120283,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,24,"United-States","<=50K" +20,"Private",216972,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +20,"Private",116791,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,0,40,"United-States","<=50K" +55,"State-gov",26290,"Assoc-voc",11,"Widowed","Exec-managerial","Not-in-family","Amer-Indian-Eskimo","Female",0,0,38,"United-States","<=50K" +22,"Private",216134,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",143932,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",217120,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +47,"State-gov",223944,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,30,"United-States","<=50K" +23,"Private",185452,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,35,"Canada","<=50K" +57,"Local-gov",44273,"HS-grad",9,"Widowed","Transport-moving","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +52,"Private",178983,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",219288,"7th-8th",4,"Widowed","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +25,"Private",349190,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +41,"Federal-gov",57924,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"State-gov",270324,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,30,"United-States","<=50K" +38,"Private",33001,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +58,"Private",204021,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"Canada","<=50K" +26,"Private",192506,"Bachelors",13,"Never-married","Other-service","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +57,"Private",372967,"10th",6,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,70,"Germany","<=50K" +42,"Private",195821,"HS-grad",9,"Separated","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +17,"?",127003,"9th",5,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",124090,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",199600,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",218311,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,50,"United-States","<=50K" +27,"Private",167336,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,39,"United-States","<=50K" +41,"Private",59938,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,43,"United-States","<=50K" +28,"Private",263728,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +73,"?",180603,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +49,"Private",43910,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,30,"United-States","<=50K" +47,"Private",190139,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",109001,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,49,"United-States","<=50K" +42,"Local-gov",159931,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +32,"Private",194987,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +32,"Local-gov",87310,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,41,"United-States","<=50K" +27,"Private",133937,"Masters",14,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",207064,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",36011,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +58,"Self-emp-not-inc",49884,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",229977,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +21,"Private",64520,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +32,"?",134886,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,2,"United-States",">50K" +37,"Private",305379,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",202284,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +42,"Self-emp-not-inc",99185,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",159662,"HS-grad",9,"Married-civ-spouse","Sales","Own-child","White","Male",0,0,26,"United-States",">50K" +67,"Private",197865,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Local-gov",175149,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","Black","Female",0,0,38,"United-States","<=50K" +49,"Local-gov",349633,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +18,"Private",242893,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +25,"Private",218667,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",144811,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +21,"Private",206861,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,20,"?","<=50K" +65,"Self-emp-not-inc",226215,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,15,"United-States","<=50K" +66,"Private",114447,"Assoc-voc",11,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +33,"Private",124187,"11th",7,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,60,"United-States","<=50K" +17,"Private",156501,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +61,"?",161279,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +38,"Private",225707,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Cuba",">50K" +43,"Local-gov",115603,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"State-gov",506329,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Taiwan",">50K" +76,"?",172637,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States",">50K" +42,"Private",56483,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Federal-gov",144778,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +76,"Self-emp-not-inc",33213,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"?",">50K" +17,"Private",137042,"10th",6,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +30,"Self-emp-not-inc",33308,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",158420,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"Iran","<=50K" +22,"Private",41763,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +53,"?",220640,"Bachelors",13,"Divorced","?","Other-relative","Other","Female",0,0,20,"United-States","<=50K" +28,"Private",149734,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,52,"United-States","<=50K" +24,"Private",349691,"Some-college",10,"Never-married","Sales","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +47,"Private",185385,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Self-emp-not-inc",174463,"Assoc-voc",11,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +26,"Private",236068,"Some-college",10,"Never-married","Sales","Other-relative","White","Female",0,0,20,"United-States","<=50K" +63,"?",445168,"Bachelors",13,"Widowed","?","Not-in-family","Amer-Indian-Eskimo","Female",0,0,56,"United-States","<=50K" +25,"Private",91334,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,75,"United-States","<=50K" +28,"Private",33895,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +36,"Private",214816,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",229773,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-inc",166386,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","Asian-Pac-Islander","Female",0,0,35,"Taiwan","<=50K" +44,"Private",266135,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +18,"Private",300379,"12th",8,"Never-married","Adm-clerical","Own-child","White","Male",0,0,12,"United-States","<=50K" +54,"Federal-gov",392502,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +61,"Private",73809,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Private",193720,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +43,"Private",316183,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",162944,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",186888,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,40,"United-States",">50K" +27,"?",330132,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +24,"Private",192017,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,30,"United-States","<=50K" +20,"State-gov",161978,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +52,"Private",202930,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +57,"Local-gov",323309,"7th-8th",4,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-inc",197332,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +42,"Self-emp-inc",204033,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"?","<=50K" +22,"Private",271274,"11th",7,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",174242,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",209483,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +52,"Self-emp-not-inc",102346,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,35,"United-States","<=50K" +25,"Private",181666,"Assoc-acdm",12,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Private",207367,"Some-college",10,"Married-spouse-absent","Other-service","Not-in-family","White","Female",0,0,40,"Cuba","<=50K" +35,"State-gov",82622,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,80,"United-States","<=50K" +50,"Private",202296,"Assoc-voc",11,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +58,"Private",142182,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,25,"United-States","<=50K" +48,"Federal-gov",94342,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +30,"Private",41493,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"Canada","<=50K" +18,"Private",181712,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,12,"United-States","<=50K" +29,"Self-emp-not-inc",164607,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",41496,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +36,"Local-gov",196529,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +24,"Private",157332,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,42,"United-States","<=50K" +30,"Local-gov",154935,"Assoc-acdm",12,"Never-married","Protective-serv","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",223231,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,40,"Mexico","<=50K" +35,"?",253860,"HS-grad",9,"Divorced","?","Unmarried","White","Female",0,0,20,"United-States","<=50K" +21,"Private",362589,"Bachelors",13,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +28,"Private",94880,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,43,"Mexico","<=50K" +20,"Private",309580,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",130389,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,20,"Scotland","<=50K" +21,"Private",349365,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +27,"Private",376936,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",179557,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",105577,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +51,"Private",224207,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Federal-gov",47907,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Self-emp-not-inc",191283,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"State-gov",186569,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,12,"United-States","<=50K" +59,"Private",43221,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +38,"Private",161141,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",203003,"HS-grad",9,"Never-married","Transport-moving","Other-relative","White","Male",0,0,40,"United-States","<=50K" +90,"Private",141758,"9th",5,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",113322,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",343847,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,38,"United-States",">50K" +45,"Private",214068,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Private",116632,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",240160,"Assoc-acdm",12,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",516337,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +23,"Self-emp-inc",284651,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +39,"State-gov",141420,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",42750,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +54,"Private",165278,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",167265,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,43,"United-States","<=50K" +44,"Private",139907,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,50,"United-States","<=50K" +31,"Self-emp-inc",236415,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States",">50K" +25,"Private",312966,"9th",5,"Separated","Handlers-cleaners","Other-relative","White","Male",0,0,40,"El-Salvador","<=50K" +33,"Private",118941,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,32,"United-States",">50K" +32,"Private",198068,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +36,"Private",373952,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",236111,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",0,0,55,"United-States",">50K" +80,"Private",157778,"Masters",14,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +21,"Private",143604,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,8,"United-States","<=50K" +35,"Self-emp-not-inc",319831,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +77,"?",132728,"Masters",14,"Divorced","?","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +35,"?",61343,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",268234,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",34973,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"Private",323790,"HS-grad",9,"Divorced","Handlers-cleaners","Unmarried","White","Male",0,0,55,"United-States","<=50K" +57,"Private",319733,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Poland",">50K" +21,"?",180339,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +19,"Private",125591,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"Private",60772,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,45,"United-States","<=50K" +29,"Self-emp-not-inc",141185,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States","<=50K" +38,"?",204668,"Assoc-voc",11,"Separated","?","Unmarried","White","Female",0,0,25,"United-States","<=50K" +26,"Private",273792,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +40,"Private",343068,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",177907,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +28,"Private",144063,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Self-emp-not-inc",257574,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +42,"Self-emp-not-inc",67065,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +32,"Private",183356,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",152940,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +37,"Private",227128,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",45607,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,56,"United-States","<=50K" +49,"Private",155489,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"?",230704,"HS-grad",9,"Never-married","?","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +24,"?",267955,"9th",5,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +19,"Private",165115,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",49923,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",272240,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",255476,"7th-8th",4,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"Mexico","<=50K" +59,"Private",194290,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,48,"United-States","<=50K" +52,"Private",145548,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",175262,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Local-gov",37306,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +58,"Private",137547,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +53,"Private",276515,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"Cuba","<=50K" +23,"Private",174626,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +35,"Private",215310,"11th",7,"Divorced","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +49,"Private",332355,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",204057,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",391591,"12th",8,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",169092,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States",">50K" +28,"Private",230743,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",190963,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +74,"?",204840,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,56,"Mexico","<=50K" +19,"Private",169853,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,24,"United-States","<=50K" +31,"Private",202822,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +61,"?",226989,"Some-college",10,"Married-spouse-absent","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",140011,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,53,"United-States","<=50K" +20,"?",432376,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"Germany","<=50K" +35,"Private",90273,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"?",">50K" +23,"Private",224424,"Bachelors",13,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",168943,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,30,"United-States",">50K" +19,"Private",571853,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +30,"Private",156464,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +26,"Private",108542,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +34,"Local-gov",194325,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +49,"Private",114797,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",204756,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",228190,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,20,"United-States","<=50K" +33,"Private",163392,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,0,48,"United-States",">50K" +54,"Private",138845,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Local-gov",169853,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Never-worked",206359,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +60,"Private",224097,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",160786,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",190044,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Local-gov",145290,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",120268,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,70,"United-States","<=50K" +17,"Private",327434,"10th",6,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +41,"Self-emp-inc",218302,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +30,"Private",1184622,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,35,"United-States","<=50K" +25,"Private",206343,"HS-grad",9,"Never-married","Protective-serv","Other-relative","White","Male",0,0,40,"United-States","<=50K" +27,"Private",36851,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +29,"Private",148550,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",157079,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"?",">50K" +31,"Federal-gov",142470,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",86750,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,99,"United-States","<=50K" +63,"Private",361631,"Masters",14,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +46,"Private",163229,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Private",179594,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",254773,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,50,"United-States",">50K" +26,"Private",58065,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +26,"Private",205428,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +20,"?",41183,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +19,"?",308064,"HS-grad",9,"Never-married","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +61,"Private",173924,"9th",5,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"Puerto-Rico",">50K" +23,"State-gov",142547,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",119704,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",207392,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,12,"United-States","<=50K" +31,"Private",147215,"12th",8,"Divorced","Other-service","Unmarried","White","Female",0,0,21,"United-States","<=50K" +31,"Private",101562,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,55,"United-States","<=50K" +63,"Private",216413,"Bachelors",13,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +43,"State-gov",52849,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",304710,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,10,"Vietnam","<=50K" +17,"Private",265657,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +35,"Private",360814,"9th",5,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +32,"Private",53260,"HS-grad",9,"Divorced","Other-service","Unmarried","Other","Female",0,0,28,"United-States","<=50K" +25,"Private",233777,"HS-grad",9,"Never-married","Transport-moving","Other-relative","White","Male",0,0,40,"?","<=50K" +26,"Local-gov",197530,"Masters",14,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",340940,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",88432,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Private",183810,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +90,"Private",51744,"Masters",14,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,50,"United-States",">50K" +35,"Private",175614,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States",">50K" +31,"Self-emp-not-inc",235237,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,60,"United-States",">50K" +60,"Private",227266,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,33,"United-States","<=50K" +71,"Local-gov",337064,"Masters",14,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",141003,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +50,"Local-gov",117791,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",172846,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +23,"Private",73514,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +74,"Private",211075,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +59,"Private",43221,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States",">50K" +45,"Private",26781,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +63,"Self-emp-not-inc",271550,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,20,"United-States","<=50K" +39,"Private",250157,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,63,"United-States","<=50K" +33,"State-gov",913447,"Some-college",10,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +32,"Private",153078,"Bachelors",13,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +39,"Private",231491,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +29,"State-gov",95423,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,36,"United-States","<=50K" +22,"Private",234663,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",328669,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States","<=50K" +51,"Private",143741,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States",">50K" +56,"State-gov",81954,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",261375,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +52,"Private",310045,"9th",5,"Married-spouse-absent","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Female",0,0,30,"China","<=50K" +39,"Private",316211,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +37,"Private",61299,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +33,"Private",113364,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"?",476573,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,4,"United-States","<=50K" +46,"Private",267107,"5th-6th",3,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,45,"Italy","<=50K" +35,"Private",48123,"12th",8,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,50,"United-States","<=50K" +33,"Private",214635,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,50,"United-States","<=50K" +48,"Private",115585,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",194141,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,50,"United-States","<=50K" +18,"?",23233,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",89991,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,32,"United-States","<=50K" +35,"Private",101709,"HS-grad",9,"Never-married","Transport-moving","Own-child","Asian-Pac-Islander","Male",0,0,60,"United-States","<=50K" +19,"Private",237455,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,25,"United-States","<=50K" +21,"Private",206492,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"?","<=50K" +56,"Private",28729,"11th",7,"Separated","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",153475,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,16,"El-Salvador","<=50K" +45,"Private",275517,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",128002,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,45,"United-States","<=50K" +44,"Private",175485,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,12,"United-States","<=50K" +55,"Private",189664,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",209808,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",176992,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",154669,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,55,"United-States","<=50K" +25,"Private",191271,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"Private",375482,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",169182,"10th",6,"Married-spouse-absent","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"Columbia","<=50K" +49,"Self-emp-inc",30751,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +22,"Private",145477,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +31,"Private",91964,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-inc",49249,"Some-college",10,"Divorced","Other-service","Unmarried","White","Male",0,0,80,"United-States","<=50K" +19,"Private",218956,"HS-grad",9,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",241306,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"?",251572,"HS-grad",9,"Widowed","?","Not-in-family","White","Male",0,0,35,"Poland","<=50K" +23,"Private",319842,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +54,"Local-gov",182388,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"United-States","<=50K" +23,"Private",205939,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,38,"United-States","<=50K" +21,"Private",203914,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,10,"United-States","<=50K" +19,"State-gov",156294,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,25,"United-States","<=50K" +51,"Private",254211,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States",">50K" +19,"Self-emp-not-inc",30800,"10th",6,"Married-spouse-absent","Adm-clerical","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +22,"Private",131230,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",61850,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Private",227800,"7th-8th",4,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,32,"United-States","<=50K" +35,"Private",133454,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +38,"Private",104094,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",105422,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Private",142182,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +41,"Private",336643,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,80,"United-States","<=50K" +62,"Self-emp-inc",200577,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +27,"Private",208703,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"Japan","<=50K" +55,"?",193895,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,40,"England","<=50K" +26,"Private",288592,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",266439,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +53,"Federal-gov",276868,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",131435,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Private",175127,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,35,"United-States","<=50K" +25,"Private",277444,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +60,"Private",63296,"Masters",14,"Divorced","Prof-specialty","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +28,"Private",96337,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",221955,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"Mexico","<=50K" +29,"Private",632593,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",205970,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Female",0,0,25,"United-States","<=50K" +25,"Private",139730,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,80,"United-States",">50K" +18,"Private",201901,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,10,"United-States","<=50K" +32,"State-gov",230224,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"United-States","<=50K" +27,"Private",113464,"1st-4th",2,"Never-married","Other-service","Own-child","Other","Male",0,0,35,"Dominican-Republic","<=50K" +48,"Private",94461,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +20,"Private",271379,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +55,"Private",231738,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"England","<=50K" +33,"Local-gov",198183,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States",">50K" +21,"State-gov",140764,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,12,"United-States","<=50K" +43,"Self-emp-not-inc",183479,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +35,"Private",165767,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",139364,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +19,"Private",227491,"HS-grad",9,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +25,"Private",222254,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",193494,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,72,"United-States",">50K" +27,"Private",29261,"Assoc-acdm",12,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +39,"Private",174368,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +69,"Private",108196,"10th",6,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +34,"Private",110622,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +20,"?",201680,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,35,"United-States","<=50K" +37,"Private",130277,"5th-6th",3,"Separated","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Local-gov",98130,"Bachelors",13,"Divorced","Prof-specialty","Own-child","White","Female",0,0,39,"United-States","<=50K" +62,"?",235521,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,48,"United-States","<=50K" +34,"State-gov",595000,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"United-States",">50K" +31,"Self-emp-not-inc",349148,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +26,"Private",164583,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +39,"Private",340091,"Some-college",10,"Separated","Other-service","Unmarried","White","Female",0,0,75,"United-States","<=50K" +25,"Private",49092,"Bachelors",13,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"Local-gov",186884,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,30,"United-States","<=50K" +44,"State-gov",167265,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +21,"Self-emp-inc",265116,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",128378,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,55,"?","<=50K" +33,"Private",158416,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Self-emp-inc",169878,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +44,"Private",296728,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Local-gov",342458,"Assoc-acdm",12,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +21,"Local-gov",38771,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",269300,"Bachelors",13,"Never-married","Other-service","Not-in-family","Black","Female",0,0,60,"United-States","<=50K" +57,"?",199114,"10th",6,"Separated","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +51,"Local-gov",33863,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +29,"Private",132874,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Local-gov",277024,"HS-grad",9,"Separated","Protective-serv","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",112160,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",703067,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +58,"Private",127264,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Self-emp-inc",257200,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",57206,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +37,"Private",201319,"Some-college",10,"Separated","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",114079,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States","<=50K" +45,"Private",230979,"Some-college",10,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",292472,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Cambodia",">50K" +64,"?",286732,"7th-8th",4,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Local-gov",134444,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,72,"United-States","<=50K" +30,"Private",172403,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +46,"Private",191357,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"?",279288,"10th",6,"Never-married","?","Other-relative","White","Female",0,0,30,"United-States","<=50K" +60,"Private",389254,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",303867,"HS-grad",9,"Separated","Transport-moving","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +39,"Private",111499,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",61580,"Some-college",10,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +44,"Private",231348,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",164748,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",205337,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +58,"Self-emp-not-inc",54566,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +45,"Private",34419,"Bachelors",13,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +59,"Private",116442,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",290740,"Assoc-acdm",12,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +27,"Private",255582,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",112517,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,20,"United-States",">50K" +44,"Private",169397,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",172664,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +27,"Private",329005,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",123253,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +55,"Private",81865,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",173314,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",0,0,60,"United-States","<=50K" +31,"Private",34572,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Private",149184,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +78,"?",363134,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,1,"United-States","<=50K" +28,"Private",308709,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +29,"Private",168479,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +66,"Private",142501,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Female",0,0,3,"United-States","<=50K" +60,"Private",338345,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +31,"Private",177675,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",200997,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,45,"United-States","<=50K" +29,"Private",176683,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +44,"Private",376072,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +34,"Local-gov",177675,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +23,"Private",320451,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Asian-Pac-Islander","Male",0,0,24,"United-States","<=50K" +23,"Private",38151,"11th",7,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"Philippines","<=50K" +55,"Local-gov",123382,"Assoc-voc",11,"Separated","Prof-specialty","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +39,"Self-emp-inc",151029,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",484475,"11th",7,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +57,"Private",329792,"7th-8th",4,"Divorced","Transport-moving","Unmarried","White","Male",0,0,75,"United-States","<=50K" +35,"Private",148903,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Local-gov",301614,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,48,"United-States",">50K" +47,"Private",176319,"HS-grad",9,"Married-civ-spouse","Sales","Own-child","White","Female",0,0,38,"United-States",">50K" +53,"State-gov",53197,"Doctorate",16,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",291407,"Some-college",10,"Never-married","Sales","Own-child","Black","Male",0,0,25,"United-States","<=50K" +35,"Private",204527,"Masters",14,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States",">50K" +44,"Private",476391,"Some-college",10,"Divorced","Farming-fishing","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",224964,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +26,"Private",306225,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Poland","<=50K" +23,"Private",292023,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +32,"Private",94041,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,25,"Ireland","<=50K" +49,"Self-emp-inc",187563,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Private",749105,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,36,"United-States","<=50K" +41,"?",230020,"5th-6th",3,"Married-civ-spouse","?","Husband","Other","Male",0,0,40,"United-States","<=50K" +21,"Private",216070,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","Amer-Indian-Eskimo","Female",0,0,46,"United-States",">50K" +54,"Self-emp-not-inc",105010,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",198203,"Some-college",10,"Married-spouse-absent","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +35,"Local-gov",215419,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",120460,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States",">50K" +46,"Private",199316,"Some-college",10,"Married-civ-spouse","Craft-repair","Other-relative","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +46,"Private",146919,"HS-grad",9,"Separated","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Private",174744,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"?",189564,"Masters",14,"Married-civ-spouse","?","Wife","White","Female",0,0,1,"United-States","<=50K" +21,"Private",249957,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",146574,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +47,"State-gov",156417,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,20,"United-States","<=50K" +42,"Private",236110,"5th-6th",3,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"Puerto-Rico","<=50K" +19,"Private",63363,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +25,"Private",190107,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",126569,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,60,"United-States",">50K" +35,"Private",176756,"12th",8,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +40,"Private",115161,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States","<=50K" +57,"Self-emp-not-inc",138892,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,15,"United-States","<=50K" +38,"Private",256864,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +48,"Private",265083,"10th",6,"Divorced","Sales","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +34,"Private",249948,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,34,"United-States","<=50K" +46,"Federal-gov",31141,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",164190,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,38,"?","<=50K" +45,"State-gov",67544,"Masters",14,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Self-emp-not-inc",174789,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +35,"Private",199753,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,48,"United-States","<=50K" +56,"?",188166,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",96586,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",189590,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",140590,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Male",0,0,33,"United-States","<=50K" +35,"Private",255702,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,27,"United-States","<=50K" +33,"Private",260782,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,41,"United-States",">50K" +37,"State-gov",151322,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Private",192869,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",86958,"9th",5,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +53,"Local-gov",228723,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","Other","Male",0,0,40,"?",">50K" +33,"Private",192644,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","White","Male",0,0,35,"Puerto-Rico","<=50K" +72,"Private",284080,"1st-4th",2,"Divorced","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +54,"Private",43269,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +30,"Private",190040,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Private",306108,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +30,"Private",381645,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Private",216361,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,16,"United-States","<=50K" +30,"Private",213722,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +35,"Private",112271,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",208277,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Female",0,0,44,"United-States",">50K" +38,"State-gov",352628,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",129620,"10th",6,"Never-married","Other-service","Other-relative","White","Female",0,0,30,"United-States","<=50K" +32,"Private",249550,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +49,"Private",178749,"Masters",14,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +76,"?",173542,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,10,"United-States","<=50K" +60,"Private",167670,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +60,"Private",81578,"9th",5,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",160662,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,80,"United-States",">50K" +41,"Private",163322,"Bachelors",13,"Divorced","Tech-support","Not-in-family","White","Female",0,0,30,"?","<=50K" +24,"Private",152189,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",78410,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +32,"Private",131379,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Private",166929,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Private",380357,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",79190,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +40,"Private",342164,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,37,"United-States","<=50K" +44,"Private",182616,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +63,"Private",339473,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +51,"Private",300816,"Bachelors",13,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,20,"United-States","<=50K" +51,"Private",240988,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +23,"Private",149224,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",168216,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +39,"Private",305597,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Self-emp-not-inc",188798,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",240170,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"Germany","<=50K" +31,"Private",459465,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +44,"Local-gov",162506,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +43,"Self-emp-not-inc",145441,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States",">50K" +37,"Federal-gov",129573,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,72,"?",">50K" +41,"Private",27444,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,46,"United-States",">50K" +43,"Private",195258,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +47,"State-gov",55272,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",27802,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"State-gov",165289,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",274657,"5th-6th",3,"Never-married","Other-service","Not-in-family","White","Male",0,0,50,"Guatemala","<=50K" +24,"Private",317175,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +39,"Self-emp-inc",163237,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,65,"United-States","<=50K" +37,"Private",170408,"Assoc-voc",11,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +28,"?",55950,"Bachelors",13,"Never-married","?","Own-child","Black","Female",0,0,40,"Germany","<=50K" +40,"Private",76625,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +27,"Private",366066,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",349368,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +21,"Private",286824,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,12,"United-States","<=50K" +32,"Private",373263,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +20,"Private",161978,"HS-grad",9,"Separated","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",109089,"Prof-school",15,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",110151,"Assoc-voc",11,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +26,"Private",34110,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +47,"Self-emp-not-inc",118506,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Own-child","White","Male",0,0,60,"United-States","<=50K" +22,"Private",117789,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,10,"United-States","<=50K" +34,"Self-emp-not-inc",353881,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +49,"Private",200471,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Portugal","<=50K" +20,"Private",258517,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +28,"Private",190367,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Private",174704,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",179413,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",329530,"9th",5,"Never-married","Priv-house-serv","Own-child","White","Male",0,0,40,"Mexico","<=50K" +31,"Private",273818,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,55,"Mexico","<=50K" +46,"Private",256522,"1st-4th",2,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"Puerto-Rico","<=50K" +42,"Private",196001,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",282660,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",72630,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +27,"Private",50295,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States","<=50K" +20,"Private",203240,"9th",5,"Never-married","Sales","Own-child","White","Female",0,0,32,"United-States","<=50K" +41,"Private",202168,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +61,"Private",176839,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",176140,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States",">50K" +33,"Private",292465,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"?",161285,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,25,"United-States","<=50K" +48,"Private",355320,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"Canada",">50K" +56,"Private",182460,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Self-emp-not-inc",102058,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",165804,"Some-college",10,"Never-married","Adm-clerical","Own-child","Other","Female",0,0,40,"United-States","<=50K" +46,"Private",318259,"Assoc-voc",11,"Divorced","Tech-support","Other-relative","White","Female",0,0,36,"United-States","<=50K" +21,"Private",117606,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",170718,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",413297,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",190457,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +62,"?",97231,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,1,"United-States","<=50K" +50,"Private",123429,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Federal-gov",420282,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",498325,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",248533,"Some-college",10,"Never-married","Sales","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",137354,"Masters",14,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +42,"Private",272910,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +52,"Self-emp-inc",206054,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Local-gov",92141,"Assoc-acdm",12,"Widowed","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +37,"Private",163199,"Some-college",10,"Divorced","Tech-support","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +34,"Private",195860,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",120029,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,20,"United-States","<=50K" +33,"Private",221762,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +41,"Private",342164,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +21,"Private",176356,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +23,"Private",133239,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Federal-gov",169101,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +33,"Private",159442,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +24,"Private",174461,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,45,"United-States","<=50K" +43,"Private",361280,"10th",6,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,42,"China","<=50K" +52,"State-gov",447579,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"England","<=50K" +27,"?",308995,"Some-college",10,"Divorced","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +61,"Private",248448,"7th-8th",4,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",161141,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",212465,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Local-gov",233865,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Private",163052,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",348690,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Federal-gov",34845,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"Germany",">50K" +22,"Private",206861,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-inc",349230,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +20,"Private",130840,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +19,"Private",415354,"10th",6,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",132191,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",202466,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,45,"United-States","<=50K" +27,"?",224421,"Some-college",10,"Divorced","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Self-emp-not-inc",236804,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,35,"United-States","<=50K" +20,"Private",107658,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +47,"Private",102771,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"Private",221403,"12th",8,"Never-married","Other-service","Own-child","Black","Male",0,0,18,"United-States","<=50K" +76,"?",211574,"10th",6,"Married-civ-spouse","?","Husband","White","Male",0,0,1,"United-States","<=50K" +39,"Private",52645,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",276310,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +31,"Private",134613,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,43,"United-States","<=50K" +44,"Private",215479,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","Black","Male",0,0,20,"Haiti","<=50K" +53,"Private",266529,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",265807,"Some-college",10,"Separated","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +45,"Self-emp-not-inc",67716,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Private",178951,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"Private",241126,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",176544,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +45,"Private",169180,"Some-college",10,"Widowed","Other-service","Unmarried","White","Female",0,0,45,"United-States","<=50K" +37,"Self-emp-not-inc",282461,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +53,"Private",157069,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Self-emp-not-inc",414991,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,70,"?","<=50K" +65,"Self-emp-inc",338316,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",59612,"10th",6,"Divorced","Farming-fishing","Unmarried","White","Male",0,0,70,"United-States","<=50K" +24,"Private",220426,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",115912,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",27032,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,12,"United-States","<=50K" +19,"Private",170720,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +60,"Private",183162,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",192360,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +78,"?",165694,"Masters",14,"Widowed","?","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +26,"Private",128553,"Some-college",10,"Never-married","Exec-managerial","Own-child","Black","Female",0,0,40,"United-States","<=50K" +58,"Private",209423,"1st-4th",2,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,38,"Cuba","<=50K" +37,"Self-emp-not-inc",121510,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,55,"United-States","<=50K" +41,"Private",93793,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +30,"Private",133602,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",391329,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +48,"Private",96359,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"Greece",">50K" +22,"Private",203894,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +50,"Private",196193,"Masters",14,"Married-spouse-absent","Prof-specialty","Other-relative","White","Male",0,0,60,"?","<=50K" +25,"Private",195994,"1st-4th",2,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,40,"Guatemala","<=50K" +18,"Private",50879,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,6,"United-States","<=50K" +21,"Private",186849,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",201127,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Private",110998,"HS-grad",9,"Never-married","Other-service","Other-relative","Amer-Indian-Eskimo","Female",0,0,36,"United-States","<=50K" +67,"Self-emp-not-inc",173935,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,8,"United-States",">50K" +18,"Private",110230,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,11,"United-States","<=50K" +36,"Private",287658,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",224954,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,25,"United-States","<=50K" +25,"?",394820,"Some-college",10,"Separated","?","Unmarried","White","Female",0,0,20,"United-States","<=50K" +40,"Private",37618,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?","<=50K" +73,"Self-emp-not-inc",29306,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",420749,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",482732,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",206215,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Private",101364,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +66,"Self-emp-inc",185369,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +66,"Private",216856,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +64,"Private",256019,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +24,"Private",190293,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",25932,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Private",176729,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +33,"Private",166961,"11th",7,"Separated","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +50,"Private",86373,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +51,"Private",320513,"7th-8th",4,"Married-spouse-absent","Craft-repair","Not-in-family","Black","Male",0,0,50,"Dominican-Republic","<=50K" +34,"State-gov",190290,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +41,"Local-gov",111891,"7th-8th",4,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",45796,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",323155,"1st-4th",2,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,85,"Mexico","<=50K" +28,"Private",65389,"HS-grad",9,"Never-married","Other-service","Not-in-family","Amer-Indian-Eskimo","Male",0,0,30,"United-States","<=50K" +19,"Private",414871,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",161607,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +62,"Private",224953,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",231818,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Greece","<=50K" +43,"Self-emp-inc",133060,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",35032,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"State-gov",304212,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +64,"Local-gov",50442,"9th",5,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,40,"United-States","<=50K" +39,"Private",146091,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,20,"United-States",">50K" +26,"Private",267431,"Bachelors",13,"Never-married","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +19,"Private",121240,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +21,"Private",192572,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,45,"United-States","<=50K" +32,"Private",211028,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",202203,"Bachelors",13,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,50,"United-States","<=50K" +20,"Private",159297,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,15,"United-States","<=50K" +19,"Private",310158,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,30,"United-States","<=50K" +33,"Federal-gov",193246,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,42,"United-States",">50K" +23,"Private",200089,"Some-college",10,"Married-civ-spouse","Craft-repair","Other-relative","White","Male",0,0,40,"El-Salvador","<=50K" +29,"Private",38353,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +42,"Private",76280,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",243665,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +63,"Private",68872,"HS-grad",9,"Married-civ-spouse","Transport-moving","Wife","Asian-Pac-Islander","Female",0,0,20,"United-States","<=50K" +34,"Private",103596,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",88055,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,24,"United-States","<=50K" +48,"Private",186203,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Private",257910,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +27,"Private",200227,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +32,"Private",227669,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +22,"Private",117210,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,25,"Greece","<=50K" +25,"Private",76144,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +18,"Private",98667,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +24,"Local-gov",155818,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,44,"United-States","<=50K" +29,"Private",283760,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +73,"?",281907,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,3,"United-States","<=50K" +39,"Private",186183,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Self-emp-inc",202153,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",365683,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States",">50K" +22,"Private",187538,"10th",6,"Separated","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"?",209432,"HS-grad",9,"Separated","?","Unmarried","White","Female",0,0,20,"United-States","<=50K" +33,"Private",126950,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +42,"Private",110028,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",104660,"Bachelors",13,"Separated","Prof-specialty","Unmarried","White","Male",0,0,45,"United-States","<=50K" +57,"Self-emp-not-inc",437281,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,38,"United-States",">50K" +21,"?",134746,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +42,"Self-emp-not-inc",120539,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +39,"Private",25803,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +41,"Private",63596,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,32,"United-States",">50K" +20,"Local-gov",325493,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +47,"Private",211239,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",206686,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",427965,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +71,"Private",163385,"Some-college",10,"Widowed","Sales","Not-in-family","White","Male",0,0,35,"United-States",">50K" +52,"Private",124993,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,55,"United-States","<=50K" +36,"Private",107410,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",152373,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,48,"United-States",">50K" +37,"Private",161226,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,30,"United-States",">50K" +26,"Private",213799,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",204461,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +35,"Private",377798,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +20,"Private",116375,"9th",5,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",258752,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +39,"Private",327435,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,36,"United-States",">50K" +24,"Private",301199,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,20,"United-States","<=50K" +24,"Private",186221,"11th",7,"Divorced","Sales","Unmarried","White","Female",0,0,35,"United-States","<=50K" +23,"Private",203924,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +27,"Private",192236,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +25,"Private",152035,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",201454,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",156580,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,37,"United-States",">50K" +51,"Private",115851,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Private",359292,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +29,"Private",83003,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +18,"Private",78817,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +24,"Private",200967,"HS-grad",9,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,36,"United-States","<=50K" +38,"State-gov",107164,"Some-college",10,"Separated","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",189674,"HS-grad",9,"Never-married","Priv-house-serv","Unmarried","Black","Female",0,0,28,"?","<=50K" +34,"Self-emp-not-inc",90614,"HS-grad",9,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +45,"Self-emp-not-inc",242552,"12th",8,"Divorced","Craft-repair","Other-relative","Black","Male",0,0,35,"United-States","<=50K" +21,"Private",90935,"Assoc-voc",11,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",162604,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +45,"Private",205424,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +53,"Private",97411,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"Laos","<=50K" +42,"Private",184857,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,16,"United-States","<=50K" +32,"Private",165226,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Private",115784,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",368476,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,24,"Mexico","<=50K" +28,"Private",53063,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +29,"?",134566,"Doctorate",16,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States",">50K" +32,"Private",153471,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +38,"Private",180303,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,50,"Japan",">50K" +44,"Local-gov",236321,"HS-grad",9,"Divorced","Transport-moving","Own-child","White","Male",0,0,25,"United-States","<=50K" +19,"Private",141868,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"?",367655,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",203518,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +58,"Private",119558,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +56,"Private",108276,"Bachelors",13,"Widowed","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",385452,"10th",6,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",162003,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",349028,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",45114,"Bachelors",13,"Never-married","Sales","Own-child","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",112797,"9th",5,"Divorced","Other-service","Own-child","White","Female",0,0,50,"United-States","<=50K" +28,"Private",183639,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +35,"Private",177121,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +38,"Private",239755,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",150361,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",293091,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,60,"United-States","<=50K" +24,"Private",200089,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"Mexico",">50K" +40,"Private",91836,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +23,"Private",324960,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +79,"Local-gov",84616,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,7,"United-States","<=50K" +44,"Private",252930,"10th",6,"Divorced","Adm-clerical","Unmarried","Other","Female",0,0,42,"United-States","<=50K" +30,"Private",154843,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",182567,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"?",">50K" +33,"Private",93206,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +50,"Private",100109,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,45,"United-States",">50K" +41,"Private",121287,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",189916,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,30,"United-States",">50K" +28,"Private",39232,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +31,"Self-emp-inc",133861,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",505980,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",140752,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",549349,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",179008,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Self-emp-not-inc",190554,"10th",6,"Divorced","Exec-managerial","Own-child","White","Male",0,0,60,"United-States",">50K" +47,"Private",80924,"Some-college",10,"Widowed","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +51,"Local-gov",319054,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,60,"United-States","<=50K" +34,"Private",297094,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +52,"Private",170562,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +29,"Private",240738,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",297544,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",169905,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",149637,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",182526,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",158315,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +61,"Self-emp-inc",227232,"Bachelors",13,"Separated","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +41,"Private",286970,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Local-gov",223529,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Male",0,0,43,"United-States","<=50K" +40,"Private",170214,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Self-emp-not-inc",224361,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,75,"United-States","<=50K" +43,"Private",124919,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,60,"Japan","<=50K" +55,"?",103654,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +25,"Private",306352,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"Mexico","<=50K" +26,"Self-emp-not-inc",227858,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +43,"Self-emp-inc",150533,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,68,"United-States",">50K" +25,"Private",144478,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"Poland","<=50K" +22,"Private",254547,"Some-college",10,"Never-married","Adm-clerical","Other-relative","Black","Female",0,0,30,"Jamaica","<=50K" +52,"Self-emp-not-inc",313243,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +42,"Private",125461,"Bachelors",13,"Never-married","Sales","Unmarried","White","Male",0,0,40,"United-States","<=50K" +21,"Private",306967,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",192976,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +56,"?",131608,"HS-grad",9,"Divorced","?","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +33,"Federal-gov",339388,"Assoc-acdm",12,"Divorced","Other-service","Unmarried","White","Male",0,0,40,"United-States","<=50K" +22,"Private",203240,"10th",6,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",83827,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +45,"Self-emp-inc",160440,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +42,"Private",108502,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +37,"Private",410913,"HS-grad",9,"Married-spouse-absent","Farming-fishing","Unmarried","Other","Male",0,0,40,"Mexico","<=50K" +56,"Private",193818,"9th",5,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"?",163582,"10th",6,"Divorced","?","Unmarried","White","Female",0,0,16,"?","<=50K" +40,"Private",103789,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +31,"Private",34572,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +26,"Private",43408,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"State-gov",105787,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-inc",90693,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +45,"Self-emp-not-inc",285575,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +22,"Private",496025,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +33,"Private",382764,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",259284,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +48,"Self-emp-not-inc",185385,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,98,"United-States","<=50K" +57,"Self-emp-not-inc",286836,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,8,"United-States","<=50K" +47,"Private",139145,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +58,"Local-gov",44246,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",169611,"11th",7,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"Private",133403,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +29,"Private",187327,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",180032,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",46561,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +23,"Private",86065,"12th",8,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +46,"Self-emp-not-inc",256014,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +30,"Private",188403,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",60485,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +32,"Private",271276,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,80,"United-States",">50K" +56,"Private",229525,"9th",5,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +33,"Private",34574,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,43,"United-States","<=50K" +19,"State-gov",112432,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,10,"United-States","<=50K" +20,"Private",105312,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,18,"United-States","<=50K" +34,"Private",221396,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",304872,"9th",5,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",319733,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",176012,"9th",5,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,23,"United-States","<=50K" +31,"Private",213750,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +30,"Private",248384,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",351187,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Male",0,0,40,"United-States","<=50K" +59,"Private",50223,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",117477,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,36,"United-States","<=50K" +40,"Private",194360,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",118108,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +18,"Self-emp-inc",38307,"11th",7,"Never-married","Farming-fishing","Own-child","White","Male",0,0,30,"United-States","<=50K" +41,"Private",116391,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",210496,"10th",6,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",168475,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",174386,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,24,"United-States","<=50K" +39,"Private",166744,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,38,"United-States","<=50K" +19,"Private",375114,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",373469,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",339667,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,41,"United-States","<=50K" +39,"Private",91711,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",82049,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",236242,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +57,"Self-emp-inc",140319,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Local-gov",34080,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Private",204816,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +60,"Private",187124,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",72310,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +58,"Private",175127,"12th",8,"Married-civ-spouse","Transport-moving","Other-relative","White","Male",0,0,40,"United-States","<=50K" +18,"Private",71792,"HS-grad",9,"Never-married","Sales","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +56,"Private",87584,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",136878,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +38,"Private",110607,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +58,"Private",109015,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",235071,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,50,"United-States","<=50K" +63,"Private",88653,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?","<=50K" +51,"Private",332243,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +22,"?",291547,"5th-6th",3,"Married-civ-spouse","?","Wife","Other","Female",0,0,40,"Mexico","<=50K" +44,"Private",45093,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +46,"Federal-gov",161337,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +64,"State-gov",211222,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",295117,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"England",">50K" +31,"Private",206541,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",238415,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +21,"Private",29810,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +30,"Private",108023,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",114324,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +59,"Local-gov",197290,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Local-gov",191177,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,20,"United-States",">50K" +57,"Private",562558,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",79531,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +53,"Self-emp-inc",157881,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +58,"Self-emp-not-inc",204816,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +19,"Private",185695,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +39,"Self-emp-inc",167482,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Self-emp-inc",83748,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","Asian-Pac-Islander","Female",0,0,70,"South","<=50K" +27,"Private",39232,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",236827,"9th",5,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",154410,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",135308,"Bachelors",13,"Never-married","Sales","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",204042,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +20,"Private",308239,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +55,"Private",183884,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +39,"Private",98948,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",141642,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",162623,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Self-emp-inc",186934,"Bachelors",13,"Married-spouse-absent","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",179512,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +25,"Private",391192,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,24,"United-States","<=50K" +31,"Private",87054,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +51,"Private",30008,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"Private",113466,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +70,"Private",642830,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +23,"Private",182117,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +61,"Private",162432,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",242184,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +56,"Private",435022,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +20,"Private",170800,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +30,"Private",268575,"HS-grad",9,"Never-married","Craft-repair","Unmarried","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +27,"Private",269354,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,25,"?","<=50K" +40,"Private",224232,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +60,"?",153072,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,5,"United-States","<=50K" +58,"Private",177368,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +71,"Self-emp-not-inc",163293,"Prof-school",15,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,2,"United-States","<=50K" +50,"Private",178530,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +29,"Local-gov",183523,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"Iran","<=50K" +60,"State-gov",27037,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States",">50K" +33,"Private",176711,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +43,"Private",163215,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"?",">50K" +33,"Private",394727,"10th",6,"Never-married","Handlers-cleaners","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +33,"Private",195488,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,52,"United-States","<=50K" +32,"State-gov",443546,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,45,"United-States","<=50K" +21,"Private",121023,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,9,"United-States","<=50K" +38,"Private",51838,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +38,"Private",258888,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States",">50K" +39,"State-gov",189385,"Some-college",10,"Separated","Exec-managerial","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +17,"Private",198146,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +21,"Private",337766,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",210525,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,20,"United-States",">50K" +42,"Private",185602,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +36,"Private",173804,"11th",7,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",251243,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +37,"Self-emp-not-inc",415847,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",119793,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",181705,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",182360,"HS-grad",9,"Separated","Prof-specialty","Unmarried","Other","Female",0,0,60,"Puerto-Rico","<=50K" +49,"Private",61885,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",146520,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",323790,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",146268,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Local-gov",292217,"HS-grad",9,"Divorced","Protective-serv","Unmarried","White","Male",0,0,40,"United-States","<=50K" +24,"Private",88126,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",143046,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",401623,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","Black","Male",0,0,40,"Jamaica",">50K" +84,"Self-emp-not-inc",155057,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,20,"United-States","<=50K" +23,"Private",260254,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",152292,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +30,"Self-emp-not-inc",523095,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +46,"Private",175262,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +34,"Private",316470,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",163815,"Masters",14,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +27,"Private",72208,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,40,"United-States","<=50K" +52,"Local-gov",74784,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +25,"Self-emp-not-inc",266668,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Private",347519,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +24,"Private",336088,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","Amer-Indian-Eskimo","Female",0,0,50,"United-States","<=50K" +36,"Private",190350,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",204052,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +66,"?",31362,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +47,"Private",26994,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +55,"Self-emp-not-inc",189933,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",101283,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +48,"Private",113598,"Some-college",10,"Separated","Adm-clerical","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",188793,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Other","Male",0,0,35,"United-States","<=50K" +33,"Private",109996,"Assoc-acdm",12,"Married-spouse-absent","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Private",195681,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,48,"?","<=50K" +47,"Private",436770,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",84253,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,24,"United-States","<=50K" +44,"Self-emp-inc",383493,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Private",216867,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,37,"Mexico","<=50K" +18,"Private",401051,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +56,"Private",83196,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",325596,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,35,"United-States","<=50K" +43,"Private",187322,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",193949,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,60,"United-States","<=50K" +26,"Private",133373,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,42,"United-States","<=50K" +42,"Private",113324,"HS-grad",9,"Widowed","Sales","Unmarried","White","Male",0,0,40,"United-States","<=50K" +23,"Private",178818,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",152810,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",436493,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +27,"Private",704108,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +24,"Local-gov",150084,"Some-college",10,"Separated","Protective-serv","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +42,"Private",341204,"HS-grad",9,"Divorced","Craft-repair","Other-relative","White","Female",0,0,40,"United-States","<=50K" +41,"Private",187336,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",204209,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,10,"United-States","<=50K" +42,"Self-emp-not-inc",206066,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,65,"United-States","<=50K" +38,"Private",63509,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +63,"Self-emp-not-inc",391121,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +31,"Private",56026,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Self-emp-not-inc",60981,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,4,"United-States","<=50K" +21,"Private",228255,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +24,"Private",86745,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +55,"Private",234327,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",137814,"Some-college",10,"Divorced","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +23,"Private",167692,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +35,"Private",245090,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +51,"Self-emp-not-inc",256963,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"Private",160033,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Female",0,0,30,"United-States","<=50K" +38,"Local-gov",289430,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +70,"Self-emp-not-inc",172370,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,25,"United-States","<=50K" +53,"Private",320510,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"Private",171355,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",65027,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,43,"United-States","<=50K" +18,"Private",215190,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +41,"?",149385,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +19,"?",169324,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,10,"United-States","<=50K" +24,"Private",138938,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",557082,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +32,"Private",273287,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,40,"Jamaica","<=50K" +35,"Private",317153,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",302859,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +37,"Private",333651,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +30,"Private",177596,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,36,"United-States","<=50K" +22,"Private",184779,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Local-gov",138358,"Some-college",10,"Separated","Other-service","Unmarried","Black","Female",0,0,28,"United-States","<=50K" +70,"Private",176285,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,23,"United-States","<=50K" +43,"Private",102180,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +77,"Self-emp-not-inc",209507,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",229741,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",324546,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,39,"United-States","<=50K" +22,"Private",250647,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,12,"United-States","<=50K" +33,"Private",477106,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",104329,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",224566,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +32,"Private",169841,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +41,"Private",42563,"Bachelors",13,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,25,"United-States",">50K" +37,"Private",31368,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",132755,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +50,"Private",279129,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States",">50K" +31,"?",86143,"HS-grad",9,"Married-civ-spouse","?","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +54,"State-gov",44172,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Female",0,0,38,"United-States","<=50K" +23,"State-gov",93076,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +40,"Private",146653,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +38,"Private",189404,"HS-grad",9,"Married-spouse-absent","Other-service","Not-in-family","White","Male",0,0,35,"?","<=50K" +30,"Private",172304,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +20,"Private",116666,"Some-college",10,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,8,"India","<=50K" +43,"Self-emp-not-inc",64112,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Private",55718,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,25,"United-States","<=50K" +39,"Private",126675,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +48,"Private",102112,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Self-emp-not-inc",226505,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",211527,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +20,"Private",175069,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"Yugoslavia","<=50K" +25,"Private",25249,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Private",73411,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",207185,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,35,"Puerto-Rico",">50K" +66,"Private",127139,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",41809,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +46,"Private",141483,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +42,"Local-gov",117227,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,45,"United-States","<=50K" +34,"Local-gov",167063,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",253759,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","Black","Female",0,0,40,"United-States","<=50K" +42,"Private",183096,"Some-college",10,"Divorced","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Private",269654,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +70,"?",293076,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States","<=50K" +32,"Private",34104,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Federal-gov",80057,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Germany",">50K" +42,"Self-emp-inc",369781,"7th-8th",4,"Divorced","Craft-repair","Unmarried","White","Male",0,0,25,"United-States","<=50K" +21,"Private",223811,"Assoc-voc",11,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",163053,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",189461,"HS-grad",9,"Never-married","Sales","Other-relative","White","Male",0,0,55,"United-States","<=50K" +37,"Private",86310,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +19,"?",263224,"11th",7,"Never-married","?","Unmarried","White","Female",0,0,30,"United-States","<=50K" +44,"Federal-gov",280362,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",301031,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",74966,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,24,"United-States","<=50K" +36,"Private",254493,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States","<=50K" +49,"Self-emp-not-inc",204241,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +29,"Private",225024,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Local-gov",148222,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +75,"State-gov",113868,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,20,"United-States",">50K" +42,"Private",132633,"HS-grad",9,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,40,"?","<=50K" +37,"Private",44780,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Private",86373,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,25,"United-States","<=50K" +61,"Local-gov",176753,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,48,"United-States","<=50K" +50,"Local-gov",370733,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +59,"Private",216851,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",137951,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,30,"United-States","<=50K" +22,"Private",185279,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,16,"United-States","<=50K" +56,"Private",159724,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",103233,"Bachelors",13,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",63509,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Private",174353,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",159724,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",179112,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Male",0,0,40,"?","<=50K" +46,"Private",364913,"11th",7,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",155664,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +61,"Private",230568,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States",">50K" +33,"Private",86492,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,87,"United-States","<=50K" +40,"Private",71305,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-inc",189933,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +35,"Private",38948,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Self-emp-inc",139127,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +37,"Private",301568,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Private",197344,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,54,"United-States","<=50K" +44,"Self-emp-not-inc",315406,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,88,"United-States","<=50K" +41,"State-gov",47170,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","Amer-Indian-Eskimo","Female",0,0,48,"United-States",">50K" +37,"Private",196338,"9th",5,"Separated","Priv-house-serv","Unmarried","White","Female",0,0,16,"Mexico","<=50K" +34,"Private",269243,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +24,"Federal-gov",215115,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"?","<=50K" +20,"Private",117767,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",176101,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",138283,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Self-emp-not-inc",132320,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,45,"United-States","<=50K" +22,"Federal-gov",471452,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Male",0,0,8,"United-States","<=50K" +55,"Private",147653,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,73,"United-States","<=50K" +20,"Private",49179,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +26,"Private",174921,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Self-emp-inc",95997,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,70,"United-States","<=50K" +40,"Private",247245,"9th",5,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",67072,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +54,"?",95329,"Some-college",10,"Divorced","?","Own-child","White","Male",0,0,50,"United-States","<=50K" +24,"Private",107882,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",241825,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,46,"United-States","<=50K" +18,"Private",79443,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,8,"United-States","<=50K" +49,"Self-emp-not-inc",233059,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +17,"Private",226980,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,17,"United-States","<=50K" +34,"Self-emp-not-inc",181087,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"Private",305597,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +49,"Federal-gov",311671,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",83375,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",141657,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,35,"United-States",">50K" +44,"Private",228057,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,40,"Puerto-Rico","<=50K" +40,"Private",222848,"10th",6,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,32,"United-States","<=50K" +58,"Private",121111,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"Greece","<=50K" +44,"Private",298885,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",149909,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,25,"United-States",">50K" +39,"Private",387430,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,18,"United-States","<=50K" +19,"Private",121972,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +29,"State-gov",191355,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Federal-gov",112115,"Some-college",10,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +38,"?",104094,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,15,"United-States","<=50K" +54,"Private",199307,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Female",0,0,48,"United-States","<=50K" +40,"Private",205175,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +19,"Private",257750,"Some-college",10,"Never-married","Sales","Other-relative","White","Female",0,0,25,"United-States","<=50K" +33,"Private",342730,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States","<=50K" +80,"Private",249983,"7th-8th",4,"Widowed","Other-service","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +24,"Self-emp-not-inc",161508,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +28,"Private",338376,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Private",334308,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,30,"United-States",">50K" +21,"Private",133471,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",129177,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +19,"Private",178811,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +42,"Private",178537,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +60,"Self-emp-not-inc",235535,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States","<=50K" +20,"?",298155,"Some-college",10,"Never-married","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +51,"Private",145114,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",194096,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"State-gov",191779,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",159732,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +40,"Private",104719,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",163083,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",403552,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,32,"United-States","<=50K" +47,"Private",179313,"10th",6,"Divorced","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +26,"Private",51961,"12th",8,"Never-married","Sales","Other-relative","Black","Male",0,0,51,"United-States","<=50K" +59,"Private",426001,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,0,20,"Puerto-Rico","<=50K" +70,"Local-gov",176493,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,17,"United-States","<=50K" +26,"Private",124068,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +47,"Private",108510,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States","<=50K" +25,"Private",181528,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +46,"Private",169699,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +67,"Private",126849,"10th",6,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,20,"United-States","<=50K" +34,"Private",204470,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",117363,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +39,"Local-gov",106297,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Male",0,0,42,"United-States","<=50K" +54,"Self-emp-not-inc",108933,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +24,"Private",190143,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",246677,"HS-grad",9,"Separated","Prof-specialty","Unmarried","White","Female",0,0,38,"United-States","<=50K" +41,"Local-gov",210259,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",166304,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,33,"United-States","<=50K" +39,"Private",49308,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",192262,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,45,"United-States","<=50K" +37,"Self-emp-not-inc",48063,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +43,"Private",170214,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +54,"Federal-gov",51048,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Self-emp-inc",246562,"5th-6th",3,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Mexico",">50K" +57,"Local-gov",215175,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"Private",114967,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",464536,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",451996,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",138852,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"State-gov",353012,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-inc",321822,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,75,"United-States",">50K" +50,"Self-emp-not-inc",324506,"HS-grad",9,"Widowed","Exec-managerial","Unmarried","Asian-Pac-Islander","Female",0,0,48,"South","<=50K" +36,"Private",162256,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Local-gov",356689,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",260199,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +36,"Private",103605,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",316211,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",308691,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +18,"Private",334427,"10th",6,"Never-married","Farming-fishing","Own-child","White","Male",0,0,36,"United-States","<=50K" +33,"Private",213226,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +23,"Private",33105,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +37,"Private",147638,"Bachelors",13,"Separated","Other-service","Unmarried","Asian-Pac-Islander","Female",0,0,36,"Philippines","<=50K" +25,"Private",315643,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +51,"Federal-gov",106257,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",342768,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",108960,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +66,"?",168071,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States","<=50K" +32,"Private",136935,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,13,"United-States","<=50K" +37,"Self-emp-not-inc",188774,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,55,"United-States",">50K" +29,"Private",280344,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",202496,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,37,"United-States","<=50K" +61,"Self-emp-inc",134768,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",175686,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",194748,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Female",0,0,49,"United-States","<=50K" +49,"Private",61307,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,38,"United-States","<=50K" +34,"Private",325658,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"?",201844,"HS-grad",9,"Separated","?","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +20,"Private",505980,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",185336,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +26,"Private",126829,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +63,"Private",264600,"10th",6,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +36,"Private",82743,"Assoc-acdm",12,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,55,"Iran","<=50K" +63,"Self-emp-not-inc",125178,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",128487,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +40,"Private",321758,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",128220,"7th-8th",4,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +49,"Private",176814,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"Canada","<=50K" +23,"State-gov",156423,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +34,"?",157289,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",176972,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Private",91811,"HS-grad",9,"Separated","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"?",454614,"11th",7,"Never-married","?","Own-child","White","Female",0,0,8,"United-States","<=50K" +61,"Private",132972,"9th",5,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +53,"Private",157947,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Local-gov",177482,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,45,"United-States",">50K" +48,"Private",246891,"Some-college",10,"Widowed","Sales","Unmarried","White","Male",0,0,50,"United-States",">50K" +28,"State-gov",158834,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +30,"?",203834,"Bachelors",13,"Never-married","?","Not-in-family","Asian-Pac-Islander","Female",0,0,50,"Taiwan","<=50K" +29,"Private",110442,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Private",240676,"Some-college",10,"Divorced","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Private",192939,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",260696,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,55,"United-States","<=50K" +40,"Local-gov",55363,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",144949,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +31,"Local-gov",357954,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +21,"?",170038,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",190290,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Italy","<=50K" +26,"Private",167761,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Private",138845,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",144844,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,52,"United-States",">50K" +26,"Private",55743,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +40,"Self-emp-not-inc",117721,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"Self-emp-not-inc",116385,"11th",7,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +58,"Private",301867,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",238913,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Self-emp-not-inc",123983,"Some-college",10,"Married-civ-spouse","Sales","Own-child","Asian-Pac-Islander","Male",0,0,63,"South","<=50K" +26,"Private",165510,"Bachelors",13,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +64,"Private",183513,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +42,"Self-emp-inc",119281,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +41,"Private",152629,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",110171,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",211440,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Local-gov",359259,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",125796,"11th",7,"Separated","Other-service","Not-in-family","Black","Female",0,0,40,"Jamaica","<=50K" +34,"Private",39609,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",120066,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,60,"United-States","<=50K" +41,"Private",132633,"11th",7,"Divorced","Priv-house-serv","Unmarried","White","Female",0,0,25,"Guatemala","<=50K" +39,"Private",192702,"Masters",14,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +41,"Private",166813,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +33,"Self-emp-inc",40444,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",290504,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"United-States","<=50K" +25,"Private",175370,"Some-college",10,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +77,"Self-emp-not-inc",72931,"7th-8th",4,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Male",0,0,20,"Italy",">50K" +33,"?",234542,"Assoc-voc",11,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +66,"Private",284021,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",277974,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +44,"Private",111275,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +28,"Private",125527,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +33,"Private",198660,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Private",216116,"HS-grad",9,"Married-spouse-absent","Other-service","Not-in-family","Black","Female",0,0,40,"Jamaica","<=50K" +62,"Private",200922,"7th-8th",4,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",153372,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Private",406603,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,6,"Iran","<=50K" +23,"Local-gov",248344,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Male",0,0,30,"United-States","<=50K" +48,"Private",240629,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Italy",">50K" +38,"Private",314310,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"Private",259785,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Private",127111,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +29,"Private",178272,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +66,"Local-gov",75134,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,25,"United-States","<=50K" +19,"Private",195985,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +23,"Private",221955,"9th",5,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,39,"Mexico","<=50K" +34,"Private",177675,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",182828,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +33,"Self-emp-not-inc",270889,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +43,"Private",183096,"Some-college",10,"Separated","Sales","Unmarried","White","Female",0,0,10,"United-States","<=50K" +27,"Private",336951,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,99,"United-States","<=50K" +33,"State-gov",295589,"Some-college",10,"Separated","Adm-clerical","Own-child","Black","Male",0,0,35,"United-States","<=50K" +26,"Private",289980,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"Mexico","<=50K" +46,"Private",163352,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,36,"United-States","<=50K" +38,"Private",190776,"Assoc-acdm",12,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +90,"Private",313986,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +72,"Self-emp-inc",473748,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,25,"United-States",">50K" +20,"Private",163003,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,15,"United-States","<=50K" +29,"Private",183061,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,48,"United-States","<=50K" +49,"Private",123584,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,75,"United-States","<=50K" +23,"Private",120910,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +20,"Private",227554,"Some-college",10,"Married-spouse-absent","Sales","Own-child","Black","Female",0,0,18,"United-States","<=50K" +46,"Private",214955,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",209768,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",258120,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,55,"Jamaica","<=50K" +49,"Private",110015,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"Greece","<=50K" +54,"Private",152652,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States","<=50K" +31,"Self-emp-not-inc",114639,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +18,"?",128538,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,6,"United-States","<=50K" +19,"Private",131615,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",353824,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",178417,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"Private",178644,"HS-grad",9,"Widowed","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",271665,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"?",223732,"Some-college",10,"Separated","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +21,"Federal-gov",169003,"12th",8,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,25,"United-States","<=50K" +52,"State-gov",338816,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,70,"United-States",">50K" +34,"Private",506858,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,32,"United-States",">50K" +28,"Private",265628,"Assoc-voc",11,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",173495,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",177413,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",31670,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,65,"United-States","<=50K" +49,"Private",154451,"11th",7,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +35,"Private",265535,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,50,"Jamaica",">50K" +31,"Private",118941,"Some-college",10,"Divorced","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +18,"Private",214617,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +43,"Private",124692,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",434102,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"?",387641,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +58,"Private",87329,"11th",7,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,48,"United-States","<=50K" +36,"Private",263130,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",262882,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +19,"Private",27433,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",393945,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +26,"Private",173927,"Assoc-voc",11,"Never-married","Prof-specialty","Own-child","Other","Female",0,0,60,"Jamaica","<=50K" +38,"Private",343403,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +36,"Private",111128,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +40,"Private",193882,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",310864,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Black","Male",0,0,40,"?","<=50K" +41,"Private",128354,"Bachelors",13,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,25,"United-States",">50K" +33,"Private",113364,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +63,"?",198559,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,16,"United-States","<=50K" +51,"Private",136913,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",115488,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",154227,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",279667,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Self-emp-not-inc",281030,"HS-grad",9,"Never-married","Sales","Unmarried","White","Male",0,0,66,"United-States","<=50K" +19,"Private",283945,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,25,"United-States","<=50K" +47,"Private",454989,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +26,"Private",391349,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"State-gov",166704,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,14,"United-States","<=50K" +36,"Private",151835,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"United-States",">50K" +60,"Private",199085,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",61487,"HS-grad",9,"Never-married","Prof-specialty","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +19,"Private",120251,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,14,"United-States","<=50K" +42,"Private",273230,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,90,"United-States","<=50K" +36,"Private",358373,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","Black","Female",0,0,36,"United-States","<=50K" +35,"Private",267891,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,38,"United-States","<=50K" +22,"Private",234880,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +54,"Private",48358,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",96452,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +55,"Private",204751,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States","<=50K" +57,"Private",375868,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",413373,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,36,"United-States","<=50K" +24,"Private",537222,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Local-gov",33975,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Self-emp-inc",162327,"11th",7,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",182691,"HS-grad",9,"Divorced","Exec-managerial","Own-child","White","Male",0,0,44,"United-States","<=50K" +36,"Private",300829,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,42,"United-States","<=50K" +51,"Local-gov",114508,"9th",5,"Separated","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",214627,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +25,"State-gov",120041,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",361138,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,50,"United-States","<=50K" +37,"Private",76893,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",205424,"Bachelors",13,"Divorced","Sales","Unmarried","White","Male",0,0,40,"United-States",">50K" +40,"Private",229148,"12th",8,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"Jamaica","<=50K" +58,"Self-emp-inc",154537,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,20,"United-States",">50K" +52,"Private",181901,"HS-grad",9,"Married-spouse-absent","Farming-fishing","Other-relative","White","Male",0,0,20,"Mexico","<=50K" +18,"Private",152004,"11th",7,"Never-married","Other-service","Own-child","Black","Male",0,0,20,"United-States","<=50K" +27,"Private",205188,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Private",66634,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,16,"United-States","<=50K" +38,"Self-emp-not-inc",180220,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +40,"Self-emp-not-inc",99651,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +41,"Private",327723,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",127384,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +30,"Private",363296,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","Black","Male",0,0,72,"United-States","<=50K" +28,"Private",30070,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +31,"Private",595000,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","Black","Female",0,0,35,"United-States","<=50K" +21,"?",152328,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +33,"?",177824,"HS-grad",9,"Separated","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"State-gov",111483,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",199555,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,25,"United-States","<=50K" +42,"Private",50018,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"?","<=50K" +36,"Private",218490,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +31,"Private",159187,"HS-grad",9,"Divorced","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",83033,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"Germany","<=50K" +34,"Self-emp-not-inc",24961,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,80,"United-States","<=50K" +21,"Private",182117,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +75,"Self-emp-not-inc",146576,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Male",0,0,48,"United-States",">50K" +21,"Private",176690,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,24,"United-States","<=50K" +81,"Private",122651,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,15,"United-States","<=50K" +54,"Self-emp-inc",149650,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"Canada","<=50K" +34,"Private",454508,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,65,"Iran","<=50K" +41,"Private",266530,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Amer-Indian-Eskimo","Male",0,0,45,"United-States","<=50K" +61,"?",198542,"Bachelors",13,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",217961,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",221661,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"Mexico","<=50K" +44,"Local-gov",60735,"Bachelors",13,"Divorced","Prof-specialty","Own-child","White","Female",0,0,60,"United-States","<=50K" +47,"Self-emp-not-inc",121124,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",48588,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",240138,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +44,"Private",104196,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +37,"Private",230035,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,46,"United-States",">50K" +28,"Private",38918,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"Germany",">50K" +71,"?",205011,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,10,"United-States","<=50K" +57,"Private",176079,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",180052,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,10,"United-States","<=50K" +30,"Private",378723,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Female",0,0,55,"United-States","<=50K" +20,"Private",233624,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",192591,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +54,"Private",249860,"11th",7,"Divorced","Priv-house-serv","Unmarried","Black","Female",0,0,10,"United-States","<=50K" +20,"Private",247564,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +34,"Private",238912,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",190227,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"State-gov",293287,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +51,"Private",180807,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Private",250217,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,70,"United-States","<=50K" +19,"Private",217418,"Some-college",10,"Never-married","Adm-clerical","Other-relative","Black","Female",0,0,38,"United-States","<=50K" +22,"Local-gov",137510,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +59,"State-gov",163047,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +18,"Private",577521,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,13,"United-States","<=50K" +22,"Private",221533,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +42,"Local-gov",255675,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",114079,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",155781,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",243762,"11th",7,"Separated","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",113062,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,7,"United-States","<=50K" +67,"Private",217028,"Masters",14,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",110723,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +47,"Federal-gov",191858,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",179423,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,5,"United-States","<=50K" +20,"Private",339588,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"Peru","<=50K" +22,"Private",206815,"HS-grad",9,"Never-married","Sales","Unmarried","White","Female",0,0,40,"Peru","<=50K" +47,"State-gov",103743,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",235683,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +64,"?",207321,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +35,"State-gov",197495,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +52,"Federal-gov",424012,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",178469,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +73,"Self-emp-inc",92886,"10th",6,"Widowed","Sales","Unmarried","White","Female",0,0,40,"Canada","<=50K" +38,"Self-emp-not-inc",214008,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +18,"Private",118376,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +24,"Private",51799,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +33,"Local-gov",115488,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",190621,"Some-college",10,"Divorced","Exec-managerial","Other-relative","Black","Female",0,0,55,"United-States","<=50K" +55,"Private",193568,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",192878,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",264663,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,60,"United-States","<=50K" +22,"Private",234731,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Private",308373,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +45,"Private",205644,"HS-grad",9,"Separated","Tech-support","Not-in-family","White","Female",0,0,26,"United-States","<=50K" +47,"Local-gov",321851,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States",">50K" +56,"Private",206399,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",124563,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +32,"State-gov",198211,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +17,"Private",130795,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +44,"Private",71269,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Self-emp-not-inc",319280,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +35,"Private",125933,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +27,"Private",107236,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",32732,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +68,"Private",284763,"11th",7,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +20,"Private",112668,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +33,"Private",376483,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +24,"Private",402778,"9th",5,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,12,"United-States","<=50K" +48,"Private",36177,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +45,"Private",125489,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States","<=50K" +48,"Private",304791,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",209205,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +60,"?",112821,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,35,"United-States",">50K" +39,"Local-gov",178100,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",70261,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +23,"State-gov",186634,"12th",8,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",32958,"Some-college",10,"Separated","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +25,"Private",254746,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +52,"Private",158746,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",140854,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",51506,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",189564,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,42,"United-States",">50K" +37,"Federal-gov",325538,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +58,"Private",213975,"Assoc-voc",11,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +67,"Self-emp-not-inc",431426,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,2,"United-States","<=50K" +48,"Private",199763,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,8,"United-States","<=50K" +63,"Private",161563,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +24,"Local-gov",252024,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,72,"United-States",">50K" +43,"Private",43945,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",178487,"HS-grad",9,"Divorced","Transport-moving","Own-child","White","Male",0,0,60,"United-States","<=50K" +32,"Private",604506,"HS-grad",9,"Married-civ-spouse","Transport-moving","Own-child","White","Male",0,0,72,"Mexico","<=50K" +36,"Private",228157,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Laos","<=50K" +43,"Private",199191,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +27,"Private",189775,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +17,"Private",171080,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,12,"United-States","<=50K" +45,"Private",117310,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,46,"United-States","<=50K" +41,"Self-emp-inc",82049,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",126094,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States","<=50K" +18,"?",202516,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +48,"Local-gov",246392,"Assoc-acdm",12,"Separated","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +51,"?",69328,"Assoc-voc",11,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",292803,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,24,"United-States","<=50K" +54,"Private",286989,"Preschool",1,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +22,"Private",190483,"Some-college",10,"Divorced","Sales","Own-child","White","Female",0,0,48,"Iran","<=50K" +19,"Private",235849,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,35,"United-States","<=50K" +47,"Private",359766,"7th-8th",4,"Divorced","Handlers-cleaners","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",128016,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +30,"Private",170154,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States",">50K" +35,"Private",337286,"Masters",14,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +73,"Self-emp-not-inc",143833,"12th",8,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,18,"United-States","<=50K" +17,"Private",365613,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,10,"Canada","<=50K" +32,"Private",100135,"Bachelors",13,"Separated","Prof-specialty","Unmarried","White","Female",0,0,32,"United-States","<=50K" +43,"Local-gov",180096,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +19,"?",371827,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"Portugal","<=50K" +26,"Private",61270,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Other","Female",0,0,40,"Columbia","<=50K" +41,"Federal-gov",564135,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +52,"State-gov",303462,"Some-college",10,"Separated","Protective-serv","Unmarried","White","Male",0,0,40,"United-States","<=50K" +35,"Private",193106,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,32,"United-States","<=50K" +57,"Private",250201,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,52,"United-States","<=50K" +35,"Private",200426,"Assoc-voc",11,"Married-spouse-absent","Prof-specialty","Unmarried","White","Female",0,0,44,"United-States","<=50K" +33,"Private",222654,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Private",53366,"7th-8th",4,"Divorced","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +42,"Private",132222,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,60,"United-States","<=50K" +17,"Private",100828,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +49,"Private",31264,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +39,"Private",202027,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +34,"Self-emp-not-inc",168906,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States","<=50K" +37,"Self-emp-not-inc",255454,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",245524,"12th",8,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +27,"Private",386040,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +21,"Private",35424,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +59,"?",93655,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",151159,"10th",6,"Married-spouse-absent","Transport-moving","Not-in-family","White","Male",0,0,99,"United-States","<=50K" +26,"Private",410240,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",138970,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +39,"Private",269722,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +34,"Private",223678,"HS-grad",9,"Never-married","Other-service","Unmarried","Amer-Indian-Eskimo","Female",0,0,32,"United-States","<=50K" +54,"State-gov",197184,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States","<=50K" +50,"Private",140516,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Local-gov",85341,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +40,"Self-emp-not-inc",192507,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +30,"Private",186932,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +31,"Private",236861,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +46,"Local-gov",327886,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Self-emp-inc",197060,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +38,"Private",229180,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,40,"Cuba","<=50K" +24,"Private",284317,"Bachelors",13,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +24,"Private",73514,"Some-college",10,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Female",0,0,50,"Philippines","<=50K" +27,"Private",47907,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +43,"State-gov",134782,"Assoc-acdm",12,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +48,"Private",118831,"HS-grad",9,"Divorced","Handlers-cleaners","Unmarried","Asian-Pac-Islander","Female",0,0,40,"South","<=50K" +41,"Private",299505,"HS-grad",9,"Separated","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",267161,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","Black","Female",0,0,45,"United-States","<=50K" +38,"Private",119177,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",327886,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +45,"Private",187730,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Private",109015,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +46,"Self-emp-not-inc",110015,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,75,"Greece","<=50K" +24,"Private",104146,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +31,"Local-gov",50442,"Some-college",10,"Never-married","Adm-clerical","Own-child","Amer-Indian-Eskimo","Female",0,0,25,"United-States","<=50K" +35,"Private",57640,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +37,"Local-gov",333664,"Some-college",10,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",224858,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +56,"Private",290641,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Private",245378,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",179136,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",116788,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",129699,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Federal-gov",39606,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"England",">50K" +44,"Self-emp-inc",95150,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +63,"Private",102479,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",199191,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,30,"United-States","<=50K" +31,"Private",229636,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"Mexico","<=50K" +26,"Private",53833,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States","<=50K" +37,"Self-emp-inc",27997,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +60,"?",124487,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States",">50K" +33,"Private",111363,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +38,"Private",107630,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",134287,"Assoc-voc",11,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +46,"Self-emp-inc",283004,"Assoc-voc",11,"Divorced","Exec-managerial","Unmarried","Asian-Pac-Islander","Female",0,0,63,"Thailand","<=50K" +24,"Private",33616,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +47,"Local-gov",121124,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +27,"Private",188189,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +46,"Private",106255,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Federal-gov",282830,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +47,"Private",243904,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Male",0,0,40,"Honduras","<=50K" +51,"Private",427781,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",334291,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Local-gov",173224,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +29,"Private",87507,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,60,"India","<=50K" +27,"Private",204497,"10th",6,"Divorced","Transport-moving","Not-in-family","Amer-Indian-Eskimo","Male",0,0,75,"United-States","<=50K" +60,"Private",230545,"7th-8th",4,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"Cuba","<=50K" +31,"Private",118161,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",150499,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Local-gov",96554,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Private",288551,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,52,"United-States",">50K" +69,"Self-emp-not-inc",104003,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +54,"Self-emp-inc",124963,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Private",198388,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Federal-gov",126204,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",91709,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +34,"Self-emp-not-inc",152109,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"Self-emp-not-inc",191954,"7th-8th",4,"Never-married","Farming-fishing","Own-child","White","Male",0,0,50,"United-States","<=50K" +29,"Local-gov",289991,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +64,"Private",92115,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",320277,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",33610,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,60,"United-States","<=50K" +36,"Private",168276,"10th",6,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",254973,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",0,0,40,"United-States",">50K" +37,"Private",95336,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +33,"Private",227282,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"Private",138153,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +20,"?",111252,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +20,"?",168863,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +25,"Private",394503,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",141657,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",172230,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",282944,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Local-gov",55377,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States","<=50K" +35,"State-gov",49352,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,38,"United-States","<=50K" +32,"Private",213887,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,45,"United-States","<=50K" +61,"Self-emp-not-inc",24046,"HS-grad",9,"Widowed","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +26,"State-gov",208122,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +22,"Private",227994,"Some-college",10,"Married-spouse-absent","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,39,"United-States","<=50K" +49,"Private",215389,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,48,"United-States","<=50K" +40,"Private",99434,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,12,"United-States","<=50K" +37,"Private",190964,"HS-grad",9,"Separated","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"?",113700,"Bachelors",13,"Never-married","?","Own-child","White","Male",0,0,50,"United-States","<=50K" +28,"Private",259840,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +27,"Private",168827,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-inc",28984,"Assoc-voc",11,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",182211,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"Private",82393,"Some-college",10,"Never-married","Craft-repair","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +28,"Private",183639,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,21,"United-States","<=50K" +38,"Private",342448,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +28,"Local-gov",211920,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Federal-gov",34178,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",400630,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,36,"United-States",">50K" +73,"Self-emp-not-inc",161251,"HS-grad",9,"Widowed","Craft-repair","Not-in-family","White","Male",0,0,24,"United-States","<=50K" +21,"Private",255685,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"Outlying-US(Guam-USVI-etc)","<=50K" +38,"Private",199256,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +64,"?",143716,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,2,"United-States","<=50K" +47,"Private",221666,"Some-college",10,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",39615,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +44,"Private",104440,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +61,"Self-emp-not-inc",503675,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,60,"United-States",">50K" +49,"Private",50748,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,55,"England","<=50K" +23,"Private",107190,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,20,"United-States","<=50K" +19,"Private",206874,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",83141,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,53,"United-States","<=50K" +56,"Private",444089,"11th",7,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",141896,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Federal-gov",33487,"Some-college",10,"Divorced","Tech-support","Unmarried","Amer-Indian-Eskimo","Female",0,0,20,"United-States","<=50K" +41,"Private",65372,"Doctorate",16,"Divorced","Sales","Unmarried","White","Female",0,0,50,"United-States",">50K" +30,"Private",341346,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",343403,"Doctorate",16,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,20,"?","<=50K" +47,"Private",287480,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",199067,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,32,"United-States","<=50K" +22,"?",182771,"Assoc-voc",11,"Never-married","?","Own-child","Asian-Pac-Islander","Male",0,0,20,"United-States","<=50K" +31,"Private",159737,"10th",6,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +24,"Private",117583,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,48,"United-States","<=50K" +49,"Self-emp-not-inc",43479,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",203003,"7th-8th",4,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,25,"Germany","<=50K" +50,"Private",133963,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +38,"Private",227794,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +20,"Self-emp-not-inc",112137,"Some-college",10,"Never-married","Prof-specialty","Other-relative","Asian-Pac-Islander","Female",0,0,20,"South","<=50K" +49,"Self-emp-not-inc",110457,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Private",281565,"HS-grad",9,"Widowed","Other-service","Other-relative","Asian-Pac-Islander","Female",0,0,50,"South","<=50K" +46,"Federal-gov",297906,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,50,"United-States",">50K" +19,"Private",151506,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +31,"Federal-gov",139455,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"Cuba","<=50K" +38,"Private",26987,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",233312,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",161092,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +58,"Local-gov",98361,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Private",188928,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",164922,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",185673,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",193598,"Preschool",1,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +56,"Private",274111,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +32,"Private",245482,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +56,"Private",160932,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,44,"United-States",">50K" +50,"Private",44368,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"?",291374,"HS-grad",9,"Separated","?","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +30,"Private",280927,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",222993,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Federal-gov",25240,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",204052,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",74054,"11th",7,"Never-married","Sales","Own-child","Other","Female",0,0,20,"?","<=50K" +46,"Private",169042,"10th",6,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"Ecuador","<=50K" +31,"Private",104509,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,65,"United-States",">50K" +44,"Local-gov",254146,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",183041,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +45,"Private",107682,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +50,"Self-emp-inc",287598,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States","<=50K" +53,"Private",182186,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Dominican-Republic","<=50K" +45,"Private",112305,"Some-college",10,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",212661,"10th",6,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,39,"United-States","<=50K" +37,"Private",32709,"Bachelors",13,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +42,"Federal-gov",46366,"HS-grad",9,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",24106,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,30,"United-States","<=50K" +45,"Self-emp-not-inc",40666,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +32,"Private",182975,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +30,"Private",345122,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"?",208311,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,80,"United-States",">50K" +37,"Private",120045,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,56,"United-States","<=50K" +18,"?",201299,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +32,"Private",152940,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",243580,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +36,"?",176458,"HS-grad",9,"Divorced","?","Unmarried","White","Female",0,0,28,"United-States","<=50K" +33,"Private",101562,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Private",108699,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",175878,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Female",0,0,40,"United-States","<=50K" +34,"Local-gov",177675,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,50,"United-States",">50K" +33,"Private",213887,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",357619,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,60,"Germany","<=50K" +39,"Private",165799,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",71469,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +19,"Private",229745,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,20,"United-States","<=50K" +46,"Private",28419,"Assoc-voc",11,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +47,"Private",26950,"Masters",14,"Divorced","Sales","Not-in-family","White","Female",0,0,6,"United-States","<=50K" +47,"Self-emp-not-inc",107231,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +52,"Local-gov",512103,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",245090,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +58,"Private",314153,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",243988,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +54,"Self-emp-not-inc",82551,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Other-relative","White","Female",0,0,10,"United-States","<=50K" +20,"Private",42706,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +25,"Private",235795,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +25,"Self-emp-not-inc",108001,"9th",5,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +69,"Self-emp-not-inc",128206,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,30,"United-States","<=50K" +28,"Private",224634,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +20,"Private",362999,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +21,"Private",346693,"7th-8th",4,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,40,"United-States","<=50K" +37,"Private",175759,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",99199,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,32,"United-States","<=50K" +25,"?",219987,"Assoc-acdm",12,"Married-civ-spouse","?","Husband","White","Male",0,0,13,"United-States","<=50K" +39,"Private",143445,"HS-grad",9,"Married-civ-spouse","Other-service","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +34,"Private",118710,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Local-gov",224185,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",118972,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Private",165360,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Private",38950,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,89,"United-States","<=50K" +29,"Private",247151,"11th",7,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",213722,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",209955,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +41,"Private",174395,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +22,"?",179973,"Assoc-voc",11,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",200207,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,44,"United-States","<=50K" +19,"Private",156587,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,38,"United-States","<=50K" +24,"Private",33016,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",197496,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,30,"?","<=50K" +32,"Private",153588,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",284166,"HS-grad",9,"Never-married","Sales","Unmarried","White","Male",0,0,60,"United-States",">50K" +18,"Private",716066,"10th",6,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,30,"United-States","<=50K" +27,"Private",188519,"HS-grad",9,"Divorced","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",109080,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +52,"Private",174421,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,32,"United-States","<=50K" +24,"Private",259351,"Some-college",10,"Never-married","Craft-repair","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"Mexico","<=50K" +42,"Federal-gov",284403,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +20,"?",201766,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +20,"State-gov",340475,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +39,"Private",487486,"HS-grad",9,"Widowed","Handlers-cleaners","Unmarried","White","Male",0,0,40,"?","<=50K" +68,"?",484298,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States","<=50K" +35,"Private",170617,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,48,"United-States","<=50K" +54,"Private",94055,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",117779,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",209770,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +20,"Private",317443,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,15,"United-States","<=50K" +64,"?",140237,"Preschool",1,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",107411,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +36,"Self-emp-not-inc",122493,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,47,"United-States","<=50K" +44,"Self-emp-inc",195124,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"?","<=50K" +22,"Private",335453,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +56,"Private",318329,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",100321,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +24,"Self-emp-not-inc",81145,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,75,"United-States","<=50K" +22,"Private",62865,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",176262,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,30,"United-States","<=50K" +42,"Private",168103,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Local-gov",208174,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,55,"United-States","<=50K" +67,"Self-emp-not-inc",226092,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,44,"United-States","<=50K" +20,"Private",212668,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +32,"Private",381583,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,40,"United-States","<=50K" +46,"Private",239439,"HS-grad",9,"Separated","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +52,"Private",172493,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +44,"Private",239876,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +65,"?",221881,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Mexico","<=50K" +27,"Self-emp-not-inc",206889,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Private",110668,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Black","Female",0,0,35,"United-States","<=50K" +30,"Private",211028,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +48,"Private",20296,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,37,"United-States",">50K" +35,"Private",194690,"7th-8th",4,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",204984,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +40,"Self-emp-not-inc",238574,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +33,"Private",345360,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",192381,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",479765,"7th-8th",4,"Never-married","Sales","Other-relative","White","Male",0,0,45,"Guatemala","<=50K" +45,"Self-emp-inc",34091,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States",">50K" +30,"Private",151773,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",299080,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +27,"Local-gov",52156,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"Private",318647,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",80145,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +39,"State-gov",343646,"Bachelors",13,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"Mexico",">50K" +42,"Self-emp-not-inc",198692,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +19,"Private",266635,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,30,"United-States","<=50K" +31,"Private",197672,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",185846,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",315110,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,20,"United-States","<=50K" +27,"Private",220754,"Doctorate",16,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",64292,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",126060,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +32,"Private",210562,"Assoc-voc",11,"Divorced","Craft-repair","Own-child","White","Male",0,0,46,"United-States","<=50K" +23,"Private",350181,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",233421,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +53,"Private",167170,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",260801,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +41,"Private",173370,"Bachelors",13,"Separated","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +27,"Private",135520,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"Dominican-Republic","<=50K" +30,"Private",121308,"Some-college",10,"Divorced","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",444743,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +21,"Private",65225,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +58,"State-gov",136982,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","Black","Female",0,0,40,"Honduras","<=50K" +45,"State-gov",271962,"Bachelors",13,"Divorced","Protective-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",204046,"10th",6,"Divorced","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",225823,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Private",121038,"Assoc-voc",11,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",49092,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",148709,"HS-grad",9,"Separated","Handlers-cleaners","Other-relative","White","Female",0,0,40,"United-States","<=50K" +27,"Private",209205,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",285865,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +22,"Federal-gov",216129,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,40,"United-States","<=50K" +37,"Federal-gov",40955,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"Japan","<=50K" +54,"Private",197189,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",33001,"HS-grad",9,"Divorced","Farming-fishing","Unmarried","White","Male",0,0,50,"United-States","<=50K" +44,"Private",227399,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States","<=50K" +38,"Private",164050,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States",">50K" +49,"Private",259087,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",236262,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,12,"United-States","<=50K" +26,"Private",177929,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +48,"Private",166929,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"?",">50K" +32,"Private",199963,"11th",7,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +35,"State-gov",98776,"HS-grad",9,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",135056,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +42,"State-gov",102343,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,72,"India",">50K" +30,"Private",231263,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",226913,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +36,"Private",129573,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +31,"Private",191001,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Federal-gov",69345,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +38,"Private",204556,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",192626,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Private",202812,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",405177,"10th",6,"Separated","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",227890,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,46,"United-States",">50K" +33,"Private",101352,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States",">50K" +49,"Private",82572,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +28,"Private",132686,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",245661,"HS-grad",9,"Separated","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +42,"State-gov",104663,"Doctorate",16,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"Italy",">50K" +30,"Private",347166,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +37,"Local-gov",108540,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",333305,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,35,"United-States","<=50K" +51,"Private",155408,"HS-grad",9,"Married-spouse-absent","Sales","Not-in-family","Black","Female",0,0,38,"United-States","<=50K" +27,"Federal-gov",246372,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",30290,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",347321,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-inc",205852,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +40,"Federal-gov",163215,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"?","<=50K" +54,"State-gov",93449,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"India",">50K" +47,"Self-emp-inc",116927,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States",">50K" +35,"Private",164526,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Yugoslavia",">50K" +33,"Private",31573,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Local-gov",125159,"Some-college",10,"Never-married","Adm-clerical","Other-relative","Black","Male",0,0,40,"Haiti","<=50K" +39,"State-gov",201105,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,55,"United-States",">50K" +33,"Private",150570,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",118941,"11th",7,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"Ireland","<=50K" +53,"Private",141388,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",174714,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Male",0,0,35,"United-States","<=50K" +63,"Private",133144,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +21,"Self-emp-not-inc",318865,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +59,"Private",109638,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",92969,"1st-4th",2,"Separated","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +66,"?",376028,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States","<=50K" +19,"Private",144161,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,30,"United-States","<=50K" +31,"Private",183778,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +23,"Private",398904,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +45,"Private",170846,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +35,"Local-gov",204277,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",205152,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",225395,"7th-8th",4,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,0,60,"Mexico","<=50K" +38,"Private",33975,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Other-relative","White","Male",0,0,40,"United-States",">50K" +49,"Private",147032,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",0,0,8,"Philippines","<=50K" +64,"Private",174826,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"Local-gov",232769,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,20,"United-States","<=50K" +25,"Private",36984,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +21,"Private",292264,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +23,"Private",287988,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +67,"Self-emp-inc",330144,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States",">50K" +24,"Private",191948,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +46,"Private",324601,"1st-4th",2,"Separated","Machine-op-inspct","Own-child","White","Female",0,0,40,"Guatemala","<=50K" +38,"State-gov",200289,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Taiwan","<=50K" +20,"Private",113307,"7th-8th",4,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +28,"?",194087,"Some-college",10,"Never-married","?","Other-relative","White","Female",0,0,40,"United-States","<=50K" +26,"Private",155213,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +58,"Private",175127,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"State-gov",358461,"Some-college",10,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +37,"State-gov",354929,"Assoc-acdm",12,"Divorced","Protective-serv","Not-in-family","Black","Male",0,0,38,"United-States","<=50K" +53,"State-gov",104501,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +45,"Private",112929,"7th-8th",4,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +33,"Private",132832,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +33,"State-gov",357691,"Masters",14,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",114605,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +60,"Self-emp-not-inc",525878,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",68358,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +38,"Private",174571,"10th",6,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,45,"United-States","<=50K" +40,"Private",42703,"Assoc-voc",11,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",220589,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +44,"Self-emp-not-inc",197558,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,70,"United-States",">50K" +27,"Private",423250,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Self-emp-not-inc",29254,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +20,"?",308924,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +49,"Local-gov",276247,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",213841,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Private",181677,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States",">50K" +46,"Private",160061,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",285295,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"?","<=50K" +43,"Private",265266,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"State-gov",194954,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,15,"United-States","<=50K" +48,"Private",156926,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",217414,"Some-college",10,"Divorced","Protective-serv","Unmarried","White","Male",0,0,55,"United-States","<=50K" +18,"?",192399,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,60,"United-States","<=50K" +42,"Private",383493,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +60,"Private",193235,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,24,"United-States","<=50K" +37,"Self-emp-inc",99452,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States",">50K" +44,"Local-gov",254134,"Assoc-acdm",12,"Divorced","Tech-support","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",90446,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",116613,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"Portugal","<=50K" +42,"Local-gov",238188,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +17,"Private",95909,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,12,"United-States","<=50K" +41,"Private",82319,"12th",8,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,10,"United-States","<=50K" +56,"Private",179625,"10th",6,"Separated","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +28,"Private",119793,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",254989,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",104830,"7th-8th",4,"Never-married","Transport-moving","Unmarried","White","Male",0,0,25,"Guatemala","<=50K" +49,"Federal-gov",110373,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Self-emp-not-inc",135416,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,50,"United-States","<=50K" +25,"Private",298225,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +42,"Private",166740,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",276624,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",226789,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,58,"United-States","<=50K" +37,"Private",31023,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +42,"Private",136986,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +41,"Private",179580,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,36,"United-States",">50K" +23,"Private",103277,"Some-college",10,"Divorced","Other-service","Own-child","White","Female",0,0,24,"United-States","<=50K" +31,"Federal-gov",351141,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",191161,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,57,"United-States",">50K" +20,"Private",148709,"Some-college",10,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,25,"United-States","<=50K" +36,"Private",128382,"Some-college",10,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,45,"United-States","<=50K" +50,"Private",144361,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",172538,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",46028,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,60,"United-States","<=50K" +32,"Private",198452,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,40,"United-States","<=50K" +59,"Private",193895,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +50,"Private",378747,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +42,"Private",31251,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,37,"United-States","<=50K" +32,"Private",71540,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",36480,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +18,"Private",116528,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +60,"Private",52152,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +60,"Private",216690,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?","<=50K" +42,"Local-gov",227065,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,22,"United-States","<=50K" +49,"Private",84013,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +35,"Self-emp-inc",82051,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",176185,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"Iran","<=50K" +59,"Private",115414,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Private",354923,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",393712,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +39,"Private",98941,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",141483,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +21,"Private",226145,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +23,"Private",394612,"Bachelors",13,"Never-married","Tech-support","Own-child","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",231085,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +55,"Self-emp-not-inc",183810,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +19,"Private",186159,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",162282,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +23,"Private",273206,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,23,"United-States","<=50K" +23,"Private",102729,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +42,"Private",198096,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +22,"State-gov",292933,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +18,"Private",135924,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +34,"Private",27409,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",299507,"Assoc-acdm",12,"Separated","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +62,"Self-emp-not-inc",102631,"Some-college",10,"Widowed","Farming-fishing","Unmarried","White","Female",0,0,50,"United-States","<=50K" +51,"Private",153486,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",434292,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,30,"United-States","<=50K" +28,"Self-emp-not-inc",240172,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +56,"Private",219426,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",295791,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +23,"Local-gov",496382,"Some-college",10,"Married-spouse-absent","Adm-clerical","Own-child","White","Female",0,0,40,"Guatemala","<=50K" +33,"Private",376483,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,30,"United-States","<=50K" +27,"Private",107218,"HS-grad",9,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +21,"Private",246207,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,20,"United-States","<=50K" +18,"?",80564,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,60,"United-States","<=50K" +37,"Local-gov",328301,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +39,"Local-gov",301614,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",121040,"Assoc-acdm",12,"Never-married","Exec-managerial","Own-child","Black","Female",0,0,40,"United-States","<=50K" +37,"Private",125550,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +34,"Private",170772,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Private",180551,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",48189,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,30,"United-States","<=50K" +20,"Private",432154,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,8,"Mexico","<=50K" +26,"Private",263200,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +47,"Private",123207,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States",">50K" +17,"Private",110798,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +31,"Private",185528,"Some-college",10,"Divorced","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +34,"Private",181311,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",528616,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +39,"Private",272950,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +22,"?",195532,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"Private",197583,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +40,"Private",48612,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +68,"?",170182,"Some-college",10,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +27,"Local-gov",230885,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,45,"United-States",">50K" +54,"Private",174102,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +23,"Private",352606,"HS-grad",9,"Divorced","Priv-house-serv","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",241153,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +54,"Private",155433,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"United-States","<=50K" +40,"Private",125461,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +19,"Private",331556,"10th",6,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"?",138575,"HS-grad",9,"Never-married","?","Other-relative","White","Male",0,0,60,"United-States","<=50K" +35,"Private",223514,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",147206,"12th",8,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",174592,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",268620,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +70,"Self-emp-not-inc",150886,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,25,"United-States","<=50K" +45,"Private",112362,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +83,"Private",195507,"HS-grad",9,"Widowed","Protective-serv","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +59,"Private",192983,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",120544,"9th",5,"Never-married","Other-service","Own-child","Black","Male",0,0,15,"United-States","<=50K" +31,"Private",59083,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",208277,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +24,"Local-gov",184678,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",278736,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +48,"Local-gov",39464,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,52,"United-States","<=50K" +27,"Private",162343,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Dominican-Republic","<=50K" +41,"Private",204046,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",255647,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,25,"Mexico","<=50K" +53,"Private",123011,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States",">50K" +66,"Self-emp-not-inc",291362,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +31,"Private",159187,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +30,"State-gov",126414,"Bachelors",13,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",227626,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +74,"Private",211075,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",331651,"Some-college",10,"Separated","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",515025,"10th",6,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",0,0,40,"United-States","<=50K" +53,"Private",394474,"Assoc-acdm",12,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",337505,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +42,"Private",211860,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",102684,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +62,"?",225657,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,24,"United-States","<=50K" +33,"Private",121966,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",396790,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Male",0,0,20,"United-States","<=50K" +46,"Local-gov",149949,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",252187,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",209934,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +29,"Federal-gov",229300,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +50,"Private",200618,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",216984,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +40,"Private",212760,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",150309,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Amer-Indian-Eskimo","Male",0,0,45,"United-States","<=50K" +54,"Private",174655,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",109621,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",225124,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",172695,"11th",7,"Widowed","Other-service","Not-in-family","White","Female",0,0,27,"El-Salvador","<=50K" +71,"Self-emp-not-inc",238479,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,8,"United-States","<=50K" +27,"Private",37754,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,80,"United-States","<=50K" +56,"Private",85018,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +64,"Private",256466,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,60,"Philippines",">50K" +23,"Private",169188,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,25,"United-States","<=50K" +36,"Private",210945,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Local-gov",287031,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +26,"Private",224361,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Federal-gov",108464,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",75826,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",120277,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",104439,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +27,"Private",56870,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",200819,"12th",8,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",170562,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,20,"United-States","<=50K" +30,"Private",80933,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",33088,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",177651,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +31,"Private",261943,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",169785,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"Italy","<=50K" +20,"Private",141481,"11th",7,"Married-civ-spouse","Sales","Other-relative","White","Female",0,0,50,"United-States","<=50K" +37,"Private",433491,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Local-gov",86615,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,30,"United-States","<=50K" +39,"Private",125550,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +46,"State-gov",421223,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",26999,"Bachelors",13,"Separated","Exec-managerial","Unmarried","White","Female",0,0,42,"United-States","<=50K" +34,"?",133861,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +44,"Private",115323,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Self-emp-inc",23778,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +28,"Self-emp-not-inc",190836,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Self-emp-inc",159179,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +64,"?",205479,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States",">50K" +19,"?",47713,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",163237,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States",">50K" +61,"Private",202202,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",168837,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",112271,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",52537,"HS-grad",9,"Never-married","Transport-moving","Unmarried","Black","Male",0,0,30,"United-States","<=50K" +27,"Private",38353,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +22,"Private",141698,"10th",6,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +26,"Private",28856,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",175652,"11th",7,"Never-married","Other-service","Other-relative","White","Female",0,0,15,"United-States","<=50K" +36,"Private",213008,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Private",92463,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"State-gov",125165,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +42,"Self-emp-not-inc",103980,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"?",180362,"Bachelors",13,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",53903,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",179735,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States","<=50K" +41,"?",277390,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,30,"United-States",">50K" +49,"Private",122177,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,80,"United-States","<=50K" +46,"Private",188161,"HS-grad",9,"Separated","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",170108,"HS-grad",9,"Separated","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +28,"Private",175262,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"Mexico","<=50K" +19,"?",204441,"HS-grad",9,"Never-married","?","Other-relative","Black","Male",0,0,20,"United-States","<=50K" +19,"Private",164395,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +18,"Private",115630,"11th",7,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,20,"United-States","<=50K" +39,"Private",178815,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +60,"Self-emp-not-inc",168223,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +38,"Private",100295,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,50,"Canada",">50K" +36,"Private",172256,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,44,"United-States",">50K" +45,"Private",51664,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",115963,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",333910,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +23,"Private",148948,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +48,"State-gov",130561,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,24,"United-States","<=50K" +46,"Private",428350,"HS-grad",9,"Married-civ-spouse","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +43,"Private",188808,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",112847,"HS-grad",9,"Married-civ-spouse","Transport-moving","Own-child","Other","Male",0,0,40,"United-States","<=50K" +50,"Private",110748,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-inc",156653,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +35,"Private",196491,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +65,"Local-gov",254413,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Private",91262,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Asian-Pac-Islander","Male",0,0,45,"United-States","<=50K" +43,"Self-emp-not-inc",154785,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Wife","Asian-Pac-Islander","Female",0,0,80,"Thailand","<=50K" +55,"Private",84231,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +22,"Private",226327,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",248406,"Some-college",10,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,32,"United-States","<=50K" +22,"?",32732,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,50,"United-States","<=50K" +20,"Private",95918,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",375675,"12th",8,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"United-States",">50K" +43,"Private",244172,"HS-grad",9,"Separated","Transport-moving","Unmarried","White","Male",0,0,40,"Mexico","<=50K" +46,"Federal-gov",233555,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"?","<=50K" +34,"Private",77271,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,20,"England","<=50K" +35,"Private",33397,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +30,"Private",446358,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,41,"United-States","<=50K" +25,"Private",151810,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,28,"United-States","<=50K" +44,"Private",125461,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +35,"Private",133906,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",155106,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",232766,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Private",305319,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",121023,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +29,"Private",198997,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States","<=50K" +20,"Private",38772,"10th",6,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,50,"United-States","<=50K" +41,"Private",253759,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +27,"Private",130067,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,65,"United-States","<=50K" +37,"Private",203828,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"State-gov",221558,"Masters",14,"Separated","Prof-specialty","Unmarried","White","Female",0,0,24,"?","<=50K" +31,"Private",156464,"10th",6,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",72333,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +33,"Local-gov",83671,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,50,"United-States","<=50K" +19,"Private",91928,"Some-college",10,"Never-married","Other-service","Other-relative","White","Female",0,0,35,"United-States","<=50K" +44,"Private",99203,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Self-emp-inc",455995,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,65,"United-States",">50K" +62,"Private",192515,"HS-grad",9,"Widowed","Farming-fishing","Unmarried","White","Female",0,0,40,"United-States","<=50K" +17,"Private",221129,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Private",85413,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,44,"United-States",">50K" +31,"Private",196125,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",265638,"Some-college",10,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +53,"Private",177727,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",205822,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",112607,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +18,"Private",183315,"11th",7,"Never-married","Sales","Own-child","Black","Female",0,0,10,"United-States","<=50K" +47,"Private",116279,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,43,"United-States","<=50K" +37,"Private",215419,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,25,"United-States","<=50K" +40,"Private",310101,"Some-college",10,"Separated","Sales","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-inc",61885,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,60,"United-States",">50K" +32,"Private",227214,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",0,0,40,"Ecuador","<=50K" +64,"Private",239450,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",118847,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +40,"Self-emp-not-inc",95226,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +17,"?",659273,"11th",7,"Never-married","?","Own-child","Black","Female",0,0,40,"Trinadad&Tobago","<=50K" +23,"Private",215395,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",170600,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",91044,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +27,"Private",318639,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,60,"Mexico","<=50K" +23,"Private",160398,"Some-college",10,"Married-spouse-absent","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",216824,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Asian-Pac-Islander","Male",0,0,30,"United-States","<=50K" +35,"Private",308945,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",0,0,75,"United-States","<=50K" +47,"Private",30840,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +33,"Private",99309,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",188576,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +46,"Private",83064,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",403865,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,56,"United-States","<=50K" +40,"Private",235786,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States",">50K" +44,"Private",191893,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,24,"United-States","<=50K" +31,"Local-gov",149184,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,97,"United-States",">50K" +23,"Private",435604,"Assoc-voc",11,"Separated","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +30,"Self-emp-inc",109282,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States",">50K" +31,"Private",248178,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,35,"United-States","<=50K" +24,"?",112683,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +27,"Private",183639,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Local-gov",107233,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Amer-Indian-Eskimo","Male",0,0,55,"United-States","<=50K" +30,"Self-emp-not-inc",178255,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"?","<=50K" +33,"Self-emp-not-inc",38223,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,70,"United-States","<=50K" +34,"Private",228873,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +29,"Private",202182,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Self-emp-not-inc",152587,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",204304,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +53,"Private",290640,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +29,"Private",134890,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",452924,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,40,"Mexico","<=50K" +57,"Private",245193,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +69,"State-gov",34339,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",184756,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,12,"United-States","<=50K" +56,"Private",392160,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",0,0,25,"Mexico","<=50K" +49,"Private",168337,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",309513,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +70,"Private",77219,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,37,"United-States","<=50K" +44,"Private",212888,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +58,"Local-gov",237879,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,58,"United-States","<=50K" +42,"Self-emp-not-inc",93099,"Some-college",10,"Married-civ-spouse","Prof-specialty","Own-child","White","Female",0,0,25,"United-States","<=50K" +41,"Private",225193,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",50814,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",249351,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +18,"Private",301762,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +50,"Private",195298,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +84,"Private",241065,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,66,"United-States","<=50K" +47,"Private",129513,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +19,"Private",374262,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +24,"Private",382146,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +48,"?",185291,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,6,"United-States","<=50K" +53,"Private",30447,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +58,"Private",49893,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",197387,"Some-college",10,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,24,"Mexico","<=50K" +36,"Self-emp-not-inc",111957,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,52,"United-States","<=50K" +34,"Private",340458,"12th",8,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",185670,"1st-4th",2,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,21,"Mexico","<=50K" +37,"Private",210945,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,24,"United-States","<=50K" +43,"Private",350661,"Prof-school",15,"Separated","Tech-support","Not-in-family","White","Male",0,0,50,"Columbia",">50K" +42,"Private",190543,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +21,"Private",70261,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +49,"Self-emp-not-inc",179048,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"Greece","<=50K" +35,"Private",242094,"HS-grad",9,"Married-civ-spouse","Other-service","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",117634,"Some-college",10,"Widowed","Craft-repair","Unmarried","White","Female",0,0,30,"United-States","<=50K" +28,"Private",82531,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +51,"Private",193374,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +30,"?",186420,"Bachelors",13,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",323605,"7th-8th",4,"Never-married","Other-service","Not-in-family","White","Male",0,0,60,"United-States",">50K" +56,"Private",371064,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",39927,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,8,"United-States","<=50K" +22,"Private",64292,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,37,"United-States","<=50K" +54,"?",196975,"HS-grad",9,"Divorced","?","Other-relative","White","Male",0,0,45,"United-States","<=50K" +22,"Private",210165,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +68,"Private",144137,"Some-college",10,"Divorced","Priv-house-serv","Other-relative","White","Female",0,0,30,"United-States","<=50K" +56,"Local-gov",155657,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"?",72953,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +69,"Self-emp-not-inc",107548,"9th",5,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",163258,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",221324,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",444822,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,8,"Mexico","<=50K" +17,"Private",154398,"11th",7,"Never-married","Other-service","Own-child","Black","Male",0,0,16,"Haiti","<=50K" +50,"Private",159650,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,60,"United-States",">50K" +62,"Private",290754,"10th",6,"Widowed","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",49654,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,52,"United-States","<=50K" +20,"Federal-gov",147352,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",227943,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +18,"Private",423024,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +53,"?",64322,"7th-8th",4,"Separated","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",445940,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +23,"Private",230824,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",48882,"HS-grad",9,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +47,"Private",168195,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +53,"Local-gov",188644,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +28,"Private",136077,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"State-gov",119793,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",336513,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +58,"Private",186991,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"?",218948,"7th-8th",4,"Never-married","?","Not-in-family","White","Female",0,0,32,"Mexico","<=50K" +26,"Private",211435,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",109997,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",286789,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",102460,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",287160,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +39,"Private",198097,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +52,"Private",119111,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",174461,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +26,"Self-emp-not-inc",281678,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States","<=50K" +24,"?",377725,"Bachelors",13,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",151053,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Local-gov",186539,"Masters",14,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +20,"?",149478,"Some-college",10,"Never-married","?","Other-relative","White","Female",0,0,25,"United-States","<=50K" +40,"Private",198452,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",176711,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",165310,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Other-relative","White","Male",0,0,20,"United-States","<=50K" +37,"Private",213008,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Japan","<=50K" +21,"State-gov",38251,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,20,"United-States","<=50K" +33,"Private",125761,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,36,"United-States","<=50K" +28,"Private",148645,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",208613,"Bachelors",13,"Separated","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",192565,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",183885,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +47,"Self-emp-not-inc",243631,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +37,"Private",191754,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",261278,"Some-college",10,"Separated","Sales","Other-relative","Black","Male",0,0,30,"United-States","<=50K" +55,"Private",127014,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"United-States","<=50K" +40,"Private",197919,"Assoc-acdm",12,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",217460,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",86551,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Self-emp-inc",98051,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,54,"United-States",">50K" +38,"Private",215917,"Some-college",10,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +53,"Self-emp-not-inc",192982,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,85,"United-States","<=50K" +27,"Self-emp-not-inc",334132,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,78,"United-States","<=50K" +42,"Private",136986,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +62,"Private",116812,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",89648,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +33,"?",190027,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +59,"Private",99248,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",57600,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +25,"Private",199224,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +58,"Private",140363,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,36,"United-States","<=50K" +30,"Private",308812,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +21,"Private",275421,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Female",0,0,40,"United-States","<=50K" +61,"Private",213321,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",157747,"Assoc-acdm",12,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",182314,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +70,"Private",220589,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +55,"?",208640,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States",">50K" +46,"Private",124071,"Masters",14,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +35,"Federal-gov",20469,"Some-college",10,"Divorced","Exec-managerial","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +31,"Private",154227,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States",">50K" +37,"Private",105044,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States",">50K" +43,"Private",35910,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,43,"United-States",">50K" +23,"Private",189203,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",19700,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +45,"Private",106113,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",256263,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"?",202498,"7th-8th",4,"Separated","?","Not-in-family","White","Male",0,0,40,"Guatemala","<=50K" +38,"Private",120074,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",122922,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +42,"Local-gov",222596,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",107302,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"India","<=50K" +36,"Private",156400,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",53373,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +22,"Private",58916,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +45,"Local-gov",167159,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",283806,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Private",140426,"1st-4th",2,"Married-spouse-absent","Other-service","Not-in-family","White","Male",0,0,35,"?","<=50K" +41,"Private",33310,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Self-emp-not-inc",202560,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,35,"United-States","<=50K" +25,"Self-emp-not-inc",60828,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Female",0,0,50,"United-States","<=50K" +53,"State-gov",153486,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Local-gov",167536,"Assoc-acdm",12,"Widowed","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +30,"Local-gov",370990,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",198867,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Local-gov",174924,"Some-college",10,"Divorced","Protective-serv","Unmarried","White","Male",0,0,48,"Germany","<=50K" +30,"Private",175856,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States","<=50K" +41,"Private",169628,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Black","Female",0,0,40,"?","<=50K" +29,"?",125159,"Some-college",10,"Never-married","?","Not-in-family","Black","Male",0,0,36,"?","<=50K" +31,"Private",220690,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +59,"Self-emp-not-inc",116878,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"Greece","<=50K" +33,"Self-emp-not-inc",134737,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +49,"State-gov",122177,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Federal-gov",69614,"10th",6,"Separated","Craft-repair","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +28,"Private",299422,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +81,"?",162882,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +24,"Private",112854,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +32,"Self-emp-not-inc",33417,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +47,"Federal-gov",224559,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States",">50K" +44,"?",468706,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,40,"United-States","<=50K" +24,"Private",357028,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",186303,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",127749,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +22,"Private",291386,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",138054,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","Other","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",174533,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",200835,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",108658,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +43,"Private",180985,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +25,"Private",34803,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,20,"United-States","<=50K" +59,"Private",75867,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +29,"Private",156819,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,35,"United-States","<=50K" +30,"Private",61272,"9th",5,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"Portugal","<=50K" +24,"Private",39827,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Wife","Other","Female",0,0,40,"Puerto-Rico","<=50K" +38,"Private",130007,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",80324,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +30,"Private",140869,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +73,"Local-gov",181902,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,10,"Poland",">50K" +30,"Private",287908,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +33,"Private",309630,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",28225,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,58,"United-States","<=50K" +18,"Private",39222,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",122272,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Self-emp-inc",198400,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,60,"United-States","<=50K" +62,"?",73091,"7th-8th",4,"Widowed","?","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",208946,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",348416,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",379046,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +29,"Private",183887,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",127961,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Private",211129,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +29,"Local-gov",187649,"HS-grad",9,"Separated","Protective-serv","Other-relative","White","Female",0,0,40,"United-States","<=50K" +49,"Federal-gov",94754,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",231826,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +28,"Private",142764,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +22,"Private",126822,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,60,"United-States","<=50K" +37,"Private",188069,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",284395,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +49,"Private",31267,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",161444,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Columbia","<=50K" +25,"Private",144483,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",133655,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"State-gov",112074,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +21,"Private",249727,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,22,"United-States","<=50K" +18,"Private",165754,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +30,"Local-gov",172822,"Assoc-voc",11,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",288433,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",33331,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +43,"Private",168071,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,44,"United-States","<=50K" +45,"Private",207277,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Private",130620,"Some-college",10,"Married-spouse-absent","Sales","Own-child","Asian-Pac-Islander","Female",0,0,26,"India","<=50K" +40,"Private",136244,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +43,"Private",972354,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,48,"United-States","<=50K" +20,"Private",245297,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +32,"State-gov",71151,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,20,"United-States","<=50K" +19,"Private",118352,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +21,"Private",117210,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",120068,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",48343,"11th",7,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +52,"Private",84451,"Assoc-voc",11,"Divorced","Other-service","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +51,"?",76437,"Some-college",10,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",281704,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +54,"Private",123011,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +50,"Private",104729,"HS-grad",9,"Divorced","Machine-op-inspct","Other-relative","White","Female",0,0,48,"United-States","<=50K" +29,"Private",110134,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Private",186067,"10th",6,"Never-married","Tech-support","Own-child","White","Male",0,0,10,"United-States","<=50K" +47,"Private",214702,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,37,"Puerto-Rico","<=50K" +46,"Private",384795,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +30,"Private",175931,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,44,"United-States","<=50K" +58,"Private",366324,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,30,"United-States","<=50K" +48,"Private",118717,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",219835,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"Mexico","<=50K" +23,"Private",176486,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,36,"United-States","<=50K" +45,"Private",273435,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",182661,"Some-college",10,"Never-married","Sales","Own-child","Black","Male",0,0,20,"United-States","<=50K" +26,"Private",212304,"7th-8th",4,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,48,"United-States","<=50K" +50,"Local-gov",133963,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States",">50K" +49,"Private",165152,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States",">50K" +26,"Private",274724,"Some-college",10,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"Nicaragua","<=50K" +47,"Private",196707,"Prof-school",15,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"?",26620,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"Private",361481,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"?","<=50K" +28,"Self-emp-not-inc",214689,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",174907,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",348099,"10th",6,"Divorced","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +30,"?",104965,"9th",5,"Never-married","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +31,"Private",31600,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",286282,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States","<=50K" +33,"Private",238912,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +37,"Private",197429,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States",">50K" +48,"Private",47343,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",249957,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Private",175942,"HS-grad",9,"Divorced","Priv-house-serv","Not-in-family","White","Female",0,0,40,"France","<=50K" +33,"Private",142675,"Bachelors",13,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +51,"Federal-gov",190333,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",196396,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",166740,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Local-gov",174533,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",210867,"7th-8th",4,"Never-married","Farming-fishing","Own-child","White","Male",0,0,50,"?","<=50K" +40,"Private",144067,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",106964,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",178136,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +38,"Private",196554,"Prof-school",15,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States",">50K" +40,"Self-emp-not-inc",403550,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Private",498216,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",192755,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,20,"United-States",">50K" +20,"?",53738,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,60,"United-States","<=50K" +33,"Private",156192,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +45,"Private",189802,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",179171,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,38,"Germany","<=50K" +32,"Private",77634,"11th",7,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +23,"Private",189830,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,50,"United-States","<=50K" +19,"Private",127190,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +44,"?",174147,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",138107,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,35,"United-States","<=50K" +44,"Self-emp-inc",269733,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +19,"Private",318822,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +48,"Private",48885,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +45,"Private",205424,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +40,"Private",173858,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,42,"Cambodia","<=50K" +34,"Private",202450,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +20,"Private",154779,"Some-college",10,"Never-married","Sales","Other-relative","Other","Female",0,0,40,"United-States","<=50K" +33,"Private",180551,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",177522,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +23,"Private",277328,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,32,"Cuba","<=50K" +34,"Private",112584,"10th",6,"Divorced","Other-service","Unmarried","White","Female",0,0,38,"United-States","<=50K" +48,"State-gov",85384,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +32,"?",123971,"11th",7,"Divorced","?","Not-in-family","White","Female",0,0,49,"United-States","<=50K" +42,"Private",69019,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +22,"Private",112847,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",52900,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States",">50K" +42,"Private",37937,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +45,"Private",59380,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +47,"Private",114770,"HS-grad",9,"Divorced","Other-service","Own-child","White","Female",0,0,32,"United-States","<=50K" +29,"Private",216481,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +34,"Private",176469,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +34,"Private",176831,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States",">50K" +39,"Federal-gov",410034,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",93662,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,24,"United-States","<=50K" +42,"Self-emp-inc",144236,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +48,"Private",240917,"11th",7,"Separated","Other-service","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +51,"Private",243361,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +44,"Self-emp-not-inc",35166,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,90,"United-States","<=50K" +46,"Self-emp-inc",182655,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +32,"Private",272944,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",228686,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +33,"Private",236818,"Assoc-voc",11,"Never-married","Prof-specialty","Unmarried","Black","Female",0,0,26,"United-States","<=50K" +47,"Self-emp-not-inc",117865,"HS-grad",9,"Married-AF-spouse","Craft-repair","Husband","White","Male",0,0,90,"United-States","<=50K" +64,"Self-emp-not-inc",106538,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +62,"Private",153891,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Private",190909,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",191002,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"Poland","<=50K" +42,"Private",89073,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States","<=50K" +55,"Private",259532,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"?",189282,"HS-grad",9,"Married-civ-spouse","?","Not-in-family","White","Female",0,0,27,"United-States","<=50K" +42,"Private",132481,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +30,"Private",205659,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"Thailand",">50K" +32,"Private",182323,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",152246,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +47,"Private",155659,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +33,"Private",155198,"9th",5,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +48,"Self-emp-not-inc",100931,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",162945,"7th-8th",4,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +31,"Federal-gov",334346,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",181597,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",133969,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,63,"South","<=50K" +50,"Private",210217,"Bachelors",13,"Divorced","Sales","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +49,"Private",169711,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Germany",">50K" +19,"Private",271521,"HS-grad",9,"Never-married","Other-service","Other-relative","Asian-Pac-Islander","Male",0,0,24,"United-States","<=50K" +18,"Private",51255,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,15,"United-States","<=50K" +44,"Self-emp-not-inc",26669,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,99,"United-States","<=50K" +54,"Private",194580,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"State-gov",177974,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +27,"State-gov",315640,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,20,"China","<=50K" +50,"Self-emp-inc",136913,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +43,"State-gov",230961,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",167062,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +47,"Private",120131,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",243368,"Preschool",1,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"Mexico","<=50K" +30,"Private",171876,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +19,"Private",136866,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,45,"United-States","<=50K" +55,"Private",185459,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +67,"?",81761,"HS-grad",9,"Divorced","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +31,"Private",43716,"Assoc-voc",11,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,43,"United-States","<=50K" +30,"Private",220939,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"?",148657,"Preschool",1,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"Mexico","<=50K" +51,"Federal-gov",40808,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Amer-Indian-Eskimo","Female",0,0,43,"United-States","<=50K" +34,"Private",183473,"HS-grad",9,"Divorced","Transport-moving","Own-child","White","Female",0,0,40,"United-States","<=50K" +59,"Private",108496,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +50,"Private",204838,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,38,"United-States","<=50K" +29,"Private",132686,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +17,"State-gov",117906,"10th",6,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",304386,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +52,"?",248113,"Preschool",1,"Married-spouse-absent","?","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +18,"?",215463,"12th",8,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +32,"Private",259719,"Some-college",10,"Divorced","Handlers-cleaners","Unmarried","Black","Male",0,0,40,"Nicaragua","<=50K" +25,"?",35829,"Some-college",10,"Divorced","?","Unmarried","White","Female",0,0,50,"United-States","<=50K" +34,"Private",248795,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +37,"Local-gov",128054,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-inc",113543,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",252153,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +45,"Federal-gov",45891,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Male",0,0,42,"United-States","<=50K" +30,"Private",112263,"11th",7,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",47791,"12th",8,"Divorced","Other-service","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +41,"Private",202980,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,4,"Peru","<=50K" +21,"Private",34918,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +48,"Private",91251,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,30,"China","<=50K" +34,"Private",306215,"Assoc-voc",11,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",203570,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",355918,"Bachelors",13,"Separated","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +35,"Self-emp-not-inc",198841,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Private",282964,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",312197,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,75,"Mexico",">50K" +32,"Private",200246,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",182771,"Some-college",10,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +23,"Private",199908,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",172104,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","Other","Male",0,0,40,"India",">50K" +53,"Self-emp-not-inc",35295,"Bachelors",13,"Never-married","Sales","Unmarried","White","Male",0,0,60,"United-States",">50K" +27,"Private",216858,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +27,"Private",332187,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,65,"United-States","<=50K" +57,"Private",255109,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +17,"Private",111332,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +59,"Local-gov",238431,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +34,"Private",131552,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +30,"Private",110239,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +31,"State-gov",255830,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,45,"United-States","<=50K" +18,"?",175648,"11th",7,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",82998,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +19,"Private",164320,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Self-emp-not-inc",263498,"Assoc-voc",11,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",162381,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",229651,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",357348,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,50,"United-States","<=50K" +19,"Private",269657,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +38,"Local-gov",82880,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,15,"United-States","<=50K" +19,"Private",389755,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,16,"United-States","<=50K" +41,"Private",207685,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"?","<=50K" +24,"?",196388,"Assoc-acdm",12,"Never-married","?","Not-in-family","White","Male",0,0,12,"United-States","<=50K" +24,"Private",50341,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",214134,"10th",6,"Never-married","Transport-moving","Not-in-family","Amer-Indian-Eskimo","Male",0,0,84,"United-States","<=50K" +45,"Private",114032,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +45,"Private",192053,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +48,"Private",240231,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Japan",">50K" +42,"Private",44402,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +35,"Self-emp-not-inc",191503,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",163530,"HS-grad",9,"Divorced","Other-service","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +51,"Local-gov",136823,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,32,"United-States","<=50K" +59,"Private",121912,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Local-gov",58624,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Local-gov",74056,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +57,"Private",182028,"Assoc-acdm",12,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +40,"Private",209040,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",206046,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",182494,"7th-8th",4,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",185057,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,35,"Scotland","<=50K" +60,"Private",147473,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"?",388811,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Private",221912,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",48189,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +29,"State-gov",382272,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",48347,"Bachelors",13,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",249571,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +79,"Private",121318,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,20,"United-States","<=50K" +29,"Private",185019,"12th",8,"Never-married","Other-service","Not-in-family","Other","Male",0,0,40,"United-States","<=50K" +60,"Private",27886,"7th-8th",4,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"Private",94741,"12th",8,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,24,"United-States","<=50K" +44,"Private",191256,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States",">50K" +47,"Private",256866,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States","<=50K" +59,"Private",197148,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,24,"United-States",">50K" +37,"Private",312271,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +21,"Private",118657,"HS-grad",9,"Separated","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +68,"Private",224338,"Assoc-voc",11,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"?",234970,"Some-college",10,"Never-married","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",227915,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Female",0,0,33,"United-States","<=50K" +45,"Self-emp-not-inc",160962,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +22,"Private",188950,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",201328,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",218678,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,49,"United-States","<=50K" +23,"Private",184255,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +39,"Federal-gov",200968,"Some-college",10,"Married-civ-spouse","Adm-clerical","Other-relative","White","Male",0,0,45,"United-States",">50K" +26,"Private",102264,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",300584,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +22,"Private",208946,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,25,"United-States","<=50K" +36,"Private",105021,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +20,"Private",124751,"Some-college",10,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,20,"United-States","<=50K" +18,"Private",274057,"11th",7,"Never-married","Other-service","Own-child","Black","Male",0,0,8,"United-States","<=50K" +38,"Private",132879,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Self-emp-inc",260960,"Bachelors",13,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +56,"Private",208415,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","Black","Male",0,0,40,"?","<=50K" +42,"Private",356934,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",154410,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",35378,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +32,"Private",73621,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,42,"United-States","<=50K" +66,"Private",217198,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,10,"United-States","<=50K" +22,"Private",157332,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +51,"Private",202956,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",173495,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +39,"Private",444219,"HS-grad",9,"Married-civ-spouse","Craft-repair","Wife","Black","Female",0,0,45,"United-States","<=50K" +48,"Private",125120,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,37,"United-States","<=50K" +20,"Private",190429,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"?",190303,"Assoc-acdm",12,"Never-married","?","Other-relative","White","Male",0,0,40,"United-States","<=50K" +29,"Federal-gov",208534,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,80,"United-States","<=50K" +36,"Self-emp-not-inc",343721,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"?",">50K" +35,"Self-emp-inc",196373,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +31,"Private",433788,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +48,"State-gov",122086,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",137314,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +40,"Self-emp-not-inc",33068,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Private",210688,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,15,"United-States","<=50K" +37,"State-gov",103474,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +65,"Private",115880,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Self-emp-not-inc",233933,"10th",6,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +42,"Private",52781,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",586657,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Japan",">50K" +62,"Private",113080,"7th-8th",4,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",251905,"Assoc-voc",11,"Never-married","Exec-managerial","Own-child","White","Male",0,0,50,"United-States","<=50K" +76,"Self-emp-not-inc",225964,"Some-college",10,"Widowed","Sales","Not-in-family","White","Male",0,0,8,"United-States","<=50K" +20,"?",194096,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",263831,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",133136,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",121634,"10th",6,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"Mexico","<=50K" +22,"Self-emp-inc",40767,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Federal-gov",355789,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,50,"United-States","<=50K" +43,"Local-gov",311914,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",91189,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +44,"Federal-gov",344060,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",113823,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",76107,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States",">50K" +23,"Private",117618,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +39,"Private",238008,"HS-grad",9,"Widowed","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +32,"Private",136480,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +19,"Private",351040,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"Puerto-Rico","<=50K" +35,"Private",1226583,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States",">50K" +23,"Private",195767,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",187540,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",79372,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",226665,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,42,"United-States",">50K" +52,"Private",213209,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",211005,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,60,"United-States","<=50K" +24,"Private",96178,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Private",110713,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Self-emp-not-inc",225456,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Private",180309,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +62,"Self-emp-not-inc",39630,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",273828,"5th-6th",3,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +56,"Private",172071,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"Jamaica","<=50K" +28,"Private",218887,"HS-grad",9,"Never-married","Farming-fishing","Unmarried","White","Female",0,0,35,"United-States","<=50K" +23,"Private",664670,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +43,"Private",209149,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +26,"Private",84619,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",447346,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +55,"Local-gov",37869,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +48,"State-gov",99086,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +38,"Private",326886,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +18,"Private",181755,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +56,"Self-emp-not-inc",249368,"HS-grad",9,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +39,"Self-emp-not-inc",326400,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",504725,"5th-6th",3,"Separated","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"Mexico","<=50K" +36,"Private",88967,"11th",7,"Never-married","Transport-moving","Unmarried","Amer-Indian-Eskimo","Male",0,0,65,"United-States","<=50K" +50,"Private",148953,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",342752,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +57,"Private",220871,"7th-8th",4,"Widowed","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +73,"Private",29675,"HS-grad",9,"Widowed","Other-service","Other-relative","White","Female",0,0,12,"United-States","<=50K" +50,"Federal-gov",183611,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",115215,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,45,"United-States","<=50K" +27,"Private",152231,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +24,"?",41356,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",225142,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Self-emp-not-inc",121313,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",134821,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Private",311350,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",102106,"10th",6,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +47,"Private",427055,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"Mexico","<=50K" +40,"Private",117860,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +58,"Private",285885,"9th",5,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",212800,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",194864,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,18,"United-States","<=50K" +36,"Private",31438,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,43,"United-States","<=50K" +46,"Private",148254,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +69,"Private",113035,"1st-4th",2,"Widowed","Priv-house-serv","Not-in-family","Black","Female",0,0,4,"United-States","<=50K" +28,"Private",144521,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",172232,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,48,"United-States","<=50K" +25,"Private",191921,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"Private",208463,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +53,"Federal-gov",68985,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",22418,"9th",5,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +57,"Private",163047,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,38,"United-States","<=50K" +20,"?",124954,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +47,"Private",197702,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",166415,"HS-grad",9,"Never-married","Transport-moving","Unmarried","White","Male",0,0,52,"United-States","<=50K" +50,"State-gov",116211,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,52,"United-States",">50K" +20,"Private",33644,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +46,"Private",73019,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +54,"Private",169182,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,38,"Puerto-Rico","<=50K" +53,"Private",20438,"Some-college",10,"Separated","Exec-managerial","Unmarried","Amer-Indian-Eskimo","Female",0,0,15,"United-States","<=50K" +21,"Private",109869,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,30,"United-States","<=50K" +58,"Private",316849,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",208043,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +61,"Private",153790,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +56,"State-gov",153451,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +59,"Private",96840,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +72,"Private",192732,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,20,"United-States","<=50K" +33,"Private",209101,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",146919,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +46,"Local-gov",192323,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,38,"United-States",">50K" +48,"Private",217019,"HS-grad",9,"Never-married","Prof-specialty","Unmarried","Black","Female",0,0,28,"United-States","<=50K" +33,"Private",198211,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",222490,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Private",106758,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +31,"Private",561334,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",203710,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Local-gov",203322,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +46,"State-gov",312015,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",209428,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,25,"El-Salvador","<=50K" +17,"Private",114420,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +35,"Private",100375,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +33,"Self-emp-not-inc",42485,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +37,"Private",130620,"12th",8,"Married-civ-spouse","Sales","Wife","Asian-Pac-Islander","Female",0,0,33,"?","<=50K" +39,"Local-gov",134367,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +42,"Private",147099,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +45,"Private",119904,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Female",0,0,50,"United-States",">50K" +47,"Self-emp-inc",105779,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States",">50K" +64,"Private",165020,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +43,"?",142030,"HS-grad",9,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",241360,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?","<=50K" +31,"Private",162572,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",35917,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-inc",35723,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Private",194773,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",62155,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +46,"Private",174370,"Some-college",10,"Separated","Sales","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +26,"Private",161007,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,80,"United-States","<=50K" +24,"Private",270517,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"Mexico","<=50K" +43,"Private",163847,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Private",193882,"Assoc-voc",11,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +61,"Private",160037,"7th-8th",4,"Divorced","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +34,"Federal-gov",189944,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,72,"United-States","<=50K" +85,"Private",115364,"HS-grad",9,"Widowed","Sales","Unmarried","White","Male",0,0,35,"United-States","<=50K" +41,"Private",163174,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",214399,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +60,"Private",156616,"HS-grad",9,"Widowed","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",204862,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +34,"?",55921,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",153082,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +45,"Local-gov",195418,"Masters",14,"Divorced","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +21,"Local-gov",276840,"12th",8,"Never-married","Other-service","Own-child","Black","Male",0,0,20,"United-States","<=50K" +50,"Self-emp-inc",119099,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,99,"United-States",">50K" +41,"Self-emp-not-inc",83411,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",198992,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,33,"United-States","<=50K" +45,"Private",337825,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +34,"Private",192002,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",189346,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",231962,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Male",0,0,40,"United-States","<=50K" +48,"Private",200471,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +41,"Private",184846,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",233851,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",499001,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"Mexico","<=50K" +65,"Local-gov",125768,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +28,"Private",157624,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Private",146767,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",118291,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,80,"United-States","<=50K" +43,"Private",313181,"HS-grad",9,"Divorced","Adm-clerical","Other-relative","Black","Male",0,0,38,"United-States","<=50K" +31,"Private",87891,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"Private",226443,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +45,"Private",81132,"Some-college",10,"Married-civ-spouse","Craft-repair","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +20,"Private",216436,"Bachelors",13,"Never-married","Sales","Other-relative","Black","Female",0,0,30,"United-States","<=50K" +25,"Private",213412,"Bachelors",13,"Never-married","Tech-support","Unmarried","White","Male",0,0,40,"United-States","<=50K" +36,"Private",179358,"HS-grad",9,"Widowed","Handlers-cleaners","Unmarried","White","Female",0,0,30,"United-States","<=50K" +56,"Private",199763,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +26,"Private",239390,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,18,"United-States","<=50K" +47,"Self-emp-not-inc",173613,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,65,"United-States","<=50K" +40,"Self-emp-inc",37869,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",302845,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,48,"United-States","<=50K" +34,"State-gov",85218,"Masters",14,"Never-married","Prof-specialty","Unmarried","Black","Female",0,0,24,"United-States","<=50K" +37,"Private",48268,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +38,"Private",173968,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +19,"Private",70982,"Assoc-voc",11,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Male",0,0,16,"United-States","<=50K" +49,"Private",166857,"9th",5,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"?",256191,"HS-grad",9,"Never-married","?","Own-child","Black","Female",0,0,25,"United-States","<=50K" +26,"Private",162872,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +82,"Private",152148,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,2,"United-States","<=50K" +40,"Private",139193,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",791084,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +23,"Private",137214,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,37,"United-States","<=50K" +19,"Private",183258,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +67,"Private",154035,"HS-grad",9,"Widowed","Handlers-cleaners","Other-relative","Black","Male",0,0,32,"United-States","<=50K" +41,"Private",213055,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","Other","Female",0,0,50,"United-States","<=50K" +37,"Private",155064,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",33551,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",169995,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +40,"Private",104196,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"State-gov",114055,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",274398,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,20,"United-States","<=50K" +67,"?",244122,"Assoc-voc",11,"Widowed","?","Not-in-family","White","Female",0,0,1,"United-States","<=50K" +49,"Private",196571,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +66,"Private",101607,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +59,"Self-emp-inc",255822,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +72,"Private",195184,"HS-grad",9,"Widowed","Priv-house-serv","Unmarried","White","Female",0,0,12,"Cuba","<=50K" +35,"Federal-gov",245372,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",169583,"Bachelors",13,"Married-AF-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +36,"Private",224531,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",186151,"HS-grad",9,"Separated","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"Private",118693,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +39,"Private",297449,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Self-emp-not-inc",125206,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",393264,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",108140,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +63,"Private",264968,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",318106,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",156025,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"State-gov",149455,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",359985,"5th-6th",3,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,33,"Mexico","<=50K" +44,"State-gov",165108,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",115178,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +21,"Private",149224,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,30,"United-States","<=50K" +41,"Local-gov",352056,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",174717,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +75,"?",173064,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,6,"United-States","<=50K" +52,"Self-emp-not-inc",135716,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +47,"Private",44216,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +24,"Private",178255,"Some-college",10,"Married-civ-spouse","Priv-house-serv","Wife","White","Female",0,0,40,"?","<=50K" +30,"State-gov",70617,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,10,"China","<=50K" +40,"Private",356934,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +27,"Private",271714,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +26,"Private",247025,"HS-grad",9,"Never-married","Protective-serv","Unmarried","White","Male",0,0,44,"United-States","<=50K" +32,"Private",107417,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +36,"State-gov",116554,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",917220,"12th",8,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",430084,"Some-college",10,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",202937,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"Poland","<=50K" +27,"Private",62737,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",508548,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Self-emp-not-inc",381931,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States","<=50K" +29,"Private",246974,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",105431,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",146311,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",159869,"Doctorate",16,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +21,"Private",204641,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",66297,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Philippines",">50K" +38,"Private",227615,"1st-4th",2,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +66,"?",107744,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",263340,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +18,"Private",141918,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,22,"United-States","<=50K" +37,"Private",294292,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",128736,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Local-gov",511289,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,48,"United-States",">50K" +27,"Private",302406,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Local-gov",101517,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +54,"State-gov",161334,"Masters",14,"Married-spouse-absent","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"China","<=50K" +24,"Self-emp-inc",189148,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",103111,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +48,"Self-emp-not-inc",51620,"Bachelors",13,"Separated","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +23,"Private",31606,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",34292,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,38,"United-States","<=50K" +21,"Private",107882,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Female",0,0,9,"United-States","<=50K" +18,"Private",39529,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,32,"United-States","<=50K" +18,"Private",135315,"9th",5,"Never-married","Sales","Own-child","Other","Female",0,0,32,"United-States","<=50K" +29,"Private",107812,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",229729,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",111891,"HS-grad",9,"Separated","Machine-op-inspct","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +32,"Private",340917,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Private",202952,"10th",6,"Divorced","Other-service","Not-in-family","Black","Female",0,0,24,"United-States","<=50K" +79,"Private",333230,"HS-grad",9,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,6,"United-States","<=50K" +34,"Private",114955,"Assoc-acdm",12,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",159869,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Self-emp-not-inc",57758,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +29,"Private",207064,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Private",151364,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Private",102828,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Greece","<=50K" +20,"?",210029,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",142519,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"Private",104455,"Bachelors",13,"Married-spouse-absent","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +77,"Self-emp-inc",192230,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",292592,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +27,"Private",330132,"Bachelors",13,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +22,"Private",51111,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Local-gov",258037,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Cuba",">50K" +35,"State-gov",349066,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +62,"?",191188,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",146497,"Some-college",10,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,55,"United-States","<=50K" +38,"Private",175120,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",416577,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,45,"United-States","<=50K" +29,"Private",253814,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +33,"Private",159247,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Self-emp-not-inc",102471,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,80,"Puerto-Rico","<=50K" +42,"Private",213464,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",211968,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +43,"Federal-gov",32016,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +69,"Private",512992,"11th",7,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,45,"United-States","<=50K" +39,"Private",135020,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",109133,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Portugal","<=50K" +28,"Private",142712,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Federal-gov",76900,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",112176,"Some-college",10,"Divorced","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +43,"Federal-gov",262233,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +49,"Private",122066,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"Hungary","<=50K" +28,"Private",194690,"7th-8th",4,"Separated","Other-service","Own-child","White","Male",0,0,60,"Mexico","<=50K" +35,"Local-gov",308945,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",46699,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +45,"Private",377757,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",102147,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",113770,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +35,"Private",139012,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +45,"Private",148900,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Federal-gov",329426,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +64,"Self-emp-inc",181408,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,10,"United-States","<=50K" +44,"Local-gov",101950,"Prof-school",15,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",32537,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",209547,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",202373,"Some-college",10,"Never-married","Sales","Own-child","Black","Male",0,0,25,"United-States","<=50K" +22,"Private",138768,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"Private",143482,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +53,"Private",200190,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,80,"United-States",">50K" +23,"Private",148315,"Some-college",10,"Separated","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",270517,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"Mexico","<=50K" +40,"Private",53506,"Bachelors",13,"Divorced","Craft-repair","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",105693,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",189589,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",164574,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +37,"Private",185744,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,20,"United-States","<=50K" +40,"Local-gov",33155,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",233571,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",211253,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",137895,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +62,"State-gov",159699,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,38,"United-States","<=50K" +31,"Private",295922,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",175856,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"Private",216129,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +62,"Local-gov",407669,"7th-8th",4,"Widowed","Other-service","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +43,"Local-gov",214242,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",285457,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,50,"United-States","<=50K" +22,"?",246386,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",142751,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"Local-gov",283635,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Private",76482,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"State-gov",431745,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +33,"Private",67006,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +23,"Private",240398,"Bachelors",13,"Never-married","Sales","Not-in-family","Black","Male",0,0,15,"United-States","<=50K" +33,"Federal-gov",182714,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,65,"United-States",">50K" +50,"Federal-gov",172046,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",185177,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,43,"United-States","<=50K" +21,"Private",115895,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +23,"Private",184589,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,21,"United-States","<=50K" +32,"Private",282611,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Private",218649,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"State-gov",157541,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +70,"Private",145419,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,5,"United-States","<=50K" +34,"Private",122616,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,84,"United-States",">50K" +53,"Private",204584,"Masters",14,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",117210,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,45,"United-States","<=50K" +37,"Private",69481,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",29312,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,80,"United-States",">50K" +57,"Private",120302,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +65,"?",111916,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",182227,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +30,"Private",219110,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,46,"United-States","<=50K" +31,"Private",200192,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"Germany","<=50K" +19,"Private",427862,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +23,"State-gov",33551,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,38,"United-States","<=50K" +44,"Private",164043,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"?",116632,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,45,"United-States",">50K" +42,"Private",175133,"Some-college",10,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",289731,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",256362,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",282612,"Assoc-voc",11,"Never-married","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",73679,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Private",237824,"HS-grad",9,"Married-spouse-absent","Priv-house-serv","Other-relative","Black","Female",0,0,60,"Jamaica","<=50K" +36,"Local-gov",357720,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",155489,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"Poland","<=50K" +44,"Private",138077,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,32,"United-States","<=50K" +42,"Private",183479,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",103596,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,99,"United-States","<=50K" +33,"Private",172304,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",313853,"Bachelors",13,"Divorced","Other-service","Unmarried","Black","Male",0,0,45,"United-States",">50K" +17,"Private",294485,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +20,"Private",637080,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +32,"Private",385959,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +33,"Self-emp-not-inc",116539,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",129263,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,60,"United-States","<=50K" +60,"Private",141253,"10th",6,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +35,"State-gov",35626,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,15,"United-States","<=50K" +43,"Federal-gov",94937,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +46,"Private",220269,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",214604,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,42,"United-States",">50K" +27,"Private",81540,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",24013,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,84,"United-States",">50K" +22,"Private",124940,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Amer-Indian-Eskimo","Female",0,0,44,"United-States","<=50K" +33,"State-gov",313729,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +61,"Private",192237,"10th",6,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"?",168524,"Assoc-voc",11,"Married-civ-spouse","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",113324,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States",">50K" +22,"Private",215477,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",199903,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",431861,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",274679,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +28,"Private",206125,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Local-gov",221740,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,30,"United-States",">50K" +58,"Private",202652,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +39,"Private",348960,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",171876,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +59,"Private",157932,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Private",201344,"Bachelors",13,"Divorced","Craft-repair","Own-child","White","Female",0,0,20,"United-States","<=50K" +38,"Private",354739,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,36,"Philippines",">50K" +34,"Private",40067,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",326862,"Some-college",10,"Divorced","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +48,"Local-gov",189762,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +65,"?",149049,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",226246,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +23,"Private",38251,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +33,"Private",196385,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,37,"United-States",">50K" +38,"Self-emp-not-inc",217054,"Some-college",10,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",104973,"Masters",14,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +40,"State-gov",34218,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Local-gov",292962,"HS-grad",9,"Never-married","Craft-repair","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +45,"Private",235924,"Bachelors",13,"Divorced","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",98656,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +70,"Private",102610,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +32,"Local-gov",296466,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +33,"Private",323069,"Assoc-voc",11,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",184756,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Local-gov",233993,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,15,"United-States","<=50K" +22,"Private",130724,"Some-college",10,"Never-married","Sales","Own-child","Black","Male",0,0,25,"United-States","<=50K" +55,"Private",113912,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,20,"United-States","<=50K" +29,"Private",216479,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +62,"Private",135480,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,16,"United-States","<=50K" +22,"Private",204160,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +64,"State-gov",114650,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",240172,"Bachelors",13,"Never-married","Exec-managerial","Other-relative","White","Male",0,0,50,"United-States","<=50K" +28,"Private",184831,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",124590,"HS-grad",9,"Never-married","Exec-managerial","Other-relative","White","Male",0,0,40,"United-States","<=50K" +26,"Private",202033,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",156874,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,27,"United-States","<=50K" +48,"Local-gov",334409,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +36,"Private",311255,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"Haiti","<=50K" +23,"Private",214227,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +41,"Private",115849,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"State-gov",671292,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,38,"United-States",">50K" +53,"Private",31460,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",141824,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",137952,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Other","Male",0,0,40,"Puerto-Rico","<=50K" +46,"Private",174426,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",169955,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,36,"Puerto-Rico","<=50K" +43,"Self-emp-not-inc",48087,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +37,"State-gov",210452,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States","<=50K" +22,"Local-gov",134181,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,50,"United-States","<=50K" +51,"Federal-gov",45487,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,80,"United-States","<=50K" +47,"Private",183522,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,40,"United-States",">50K" +40,"Private",199303,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",83064,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"?",134997,"Some-college",10,"Separated","?","Unmarried","White","Female",0,0,20,"United-States","<=50K" +30,"Private",44419,"Some-college",10,"Never-married","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",442612,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +31,"Local-gov",158092,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +31,"Private",374833,"1st-4th",2,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +30,"Private",112650,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",183390,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +27,"Private",207418,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +22,"?",335453,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,16,"United-States","<=50K" +29,"Private",243660,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",54243,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +54,"Private",50385,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","Black","Female",0,0,45,"United-States",">50K" +47,"State-gov",187581,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,48,"United-States",">50K" +34,"Private",37380,"HS-grad",9,"Married-spouse-absent","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",247025,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"?",29231,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,35,"United-States","<=50K" +23,"State-gov",101094,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,60,"United-States","<=50K" +42,"Local-gov",176716,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",118429,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +52,"Federal-gov",221532,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,45,"United-States",">50K" +22,"?",120572,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Local-gov",124680,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",153160,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"State-gov",142856,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",277700,"Preschool",1,"Never-married","Other-service","Own-child","White","Male",0,0,32,"United-States","<=50K" +55,"Self-emp-inc",67433,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +47,"Private",121124,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",394447,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,33,"United-States",">50K" +36,"Private",79649,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",203763,"Doctorate",16,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,80,"United-States","<=50K" +21,"?",494638,"Assoc-acdm",12,"Never-married","?","Own-child","White","Male",0,0,15,"United-States","<=50K" +48,"Private",162816,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Private",109117,"Assoc-voc",11,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,45,"United-States","<=50K" +24,"Private",32732,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Self-emp-not-inc",217692,"HS-grad",9,"Widowed","Craft-repair","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +20,"Private",34590,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,60,"United-States","<=50K" +36,"Private",91037,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +44,"Private",171484,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",36990,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,52,"United-States","<=50K" +33,"Private",198211,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"?",30475,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",245790,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +60,"Private",182687,"Assoc-acdm",12,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Local-gov",247807,"Assoc-voc",11,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States",">50K" +58,"Private",163113,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,35,"United-States",">50K" +50,"Private",180522,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +23,"Local-gov",203353,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,12,"United-States","<=50K" +30,"Private",87469,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"?",216563,"11th",7,"Never-married","?","Other-relative","White","Male",0,0,40,"United-States","<=50K" +49,"Local-gov",173584,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +34,"Private",319854,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"Taiwan",">50K" +37,"Federal-gov",408229,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",431307,"10th",6,"Married-civ-spouse","Protective-serv","Wife","Black","Female",0,0,50,"United-States","<=50K" +37,"Private",134088,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",246396,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Mexico","<=50K" +34,"Private",159255,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +34,"Private",106014,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",120130,"Some-college",10,"Separated","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"State-gov",203849,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,19,"United-States","<=50K" +24,"Private",207940,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,30,"United-States","<=50K" +28,"Private",302406,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +69,"?",171050,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,9,"United-States","<=50K" +32,"Private",459007,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,90,"United-States","<=50K" +58,"Private",372181,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States",">50K" +47,"Self-emp-not-inc",172034,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,75,"United-States",">50K" +35,"Self-emp-inc",338320,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",353696,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"Canada","<=50K" +46,"Self-emp-not-inc",342907,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,60,"United-States",">50K" +22,"Private",103762,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"State-gov",47570,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",119432,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Local-gov",144165,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Amer-Indian-Eskimo","Male",0,0,30,"United-States","<=50K" +35,"Private",180647,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +35,"State-gov",150488,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",200876,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,16,"United-States","<=50K" +43,"Private",188199,"9th",5,"Divorced","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +53,"State-gov",118793,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Local-gov",204325,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,52,"United-States","<=50K" +29,"Private",256671,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +46,"Private",231515,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,47,"Cuba","<=50K" +24,"Private",100669,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Asian-Pac-Islander","Male",0,0,30,"United-States","<=50K" +30,"Private",88913,"Some-college",10,"Separated","Other-service","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +23,"Private",363219,"Some-college",10,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,6,"United-States","<=50K" +27,"?",291547,"Bachelors",13,"Married-civ-spouse","?","Not-in-family","Other","Female",0,0,6,"Mexico","<=50K" +36,"Private",308945,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",100316,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +33,"Private",296453,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,15,"United-States","<=50K" +66,"Private",298834,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"Canada","<=50K" +45,"Self-emp-not-inc",188694,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +68,"?",29240,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +17,"Private",154908,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,10,"United-States","<=50K" +31,"Private",22201,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States",">50K" +46,"Private",216999,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States",">50K" +40,"Private",186916,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",116677,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",95763,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +42,"Private",266710,"Some-college",10,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,41,"United-States","<=50K" +46,"Private",117849,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +30,"Private",242460,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +33,"Self-emp-not-inc",202729,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",181652,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",174760,"Assoc-acdm",12,"Married-spouse-absent","Farming-fishing","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +34,"Private",56121,"11th",7,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +40,"Private",390369,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",149726,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",51262,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",190350,"12th",8,"Never-married","Other-service","Unmarried","Black","Female",0,0,35,"?","<=50K" +36,"Private",154835,"HS-grad",9,"Separated","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +36,"Private",194630,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +18,"Self-emp-not-inc",212207,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,11,"United-States","<=50K" +27,"Private",204788,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",158688,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",97723,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",193026,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Self-emp-not-inc",257250,"7th-8th",4,"Never-married","Farming-fishing","Own-child","White","Male",0,0,75,"United-States","<=50K" +48,"Private",355978,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",376929,"5th-6th",3,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +47,"State-gov",123219,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +41,"Private",82778,"1st-4th",2,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +61,"Self-emp-not-inc",115882,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +64,"Private",103021,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",297767,"Some-college",10,"Separated","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +44,"Private",259479,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Male",0,0,50,"United-States","<=50K" +20,"Private",167787,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +23,"Local-gov",40021,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,70,"United-States","<=50K" +52,"Private",245275,"10th",6,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"United-States","<=50K" +43,"Private",37402,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +32,"Private",103608,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +63,"Private",137192,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +29,"Private",137618,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,41,"United-States",">50K" +42,"Self-emp-inc",96509,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,60,"Taiwan","<=50K" +65,"Private",196174,"10th",6,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +24,"Private",172612,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",141186,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",228190,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +40,"Self-emp-inc",190290,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"?",">50K" +38,"Federal-gov",307404,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",152436,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +39,"Private",282153,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +29,"?",41281,"Bachelors",13,"Married-spouse-absent","?","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +42,"Private",162003,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,36,"United-States",">50K" +36,"Private",190759,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +26,"Private",208122,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +55,"Private",129173,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",287548,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +41,"Private",216116,"HS-grad",9,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"?","<=50K" +24,"Private",146706,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +47,"Private",285200,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-inc",314375,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +44,"Private",203943,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,35,"United-States",">50K" +18,"?",274746,"HS-grad",9,"Never-married","?","Unmarried","White","Female",0,0,20,"United-States","<=50K" +27,"Private",517000,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +36,"Private",66173,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +21,"Private",182823,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +29,"Private",159479,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Other","Male",0,0,55,"United-States","<=50K" +25,"Private",135568,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +73,"Private",333676,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +45,"Private",201699,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",96020,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +43,"Private",176138,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +47,"Private",47496,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +20,"Private",187158,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +22,"Private",249727,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,20,"United-States","<=50K" +76,"Self-emp-not-inc",237624,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,10,"United-States","<=50K" +24,"Private",175254,"Some-college",10,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",42924,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",205950,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",111985,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,58,"United-States","<=50K" +30,"Private",167476,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +40,"Private",221172,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +27,"?",188711,"Some-college",10,"Divorced","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +49,"Private",199448,"Assoc-voc",11,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",313038,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",148431,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Other","Female",0,0,40,"United-States","<=50K" +19,"Private",112432,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,58,"United-States","<=50K" +46,"Private",57914,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",145166,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States","<=50K" +56,"Private",247119,"7th-8th",4,"Widowed","Machine-op-inspct","Unmarried","Other","Female",0,0,40,"Dominican-Republic","<=50K" +53,"Private",196278,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"?",366531,"Assoc-voc",11,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",216481,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",188027,"Some-college",10,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +37,"Private",66686,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",74775,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,30,"Vietnam","<=50K" +65,"?",325537,"Assoc-voc",11,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States",">50K" +30,"Self-emp-not-inc",250499,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,55,"United-States",">50K" +57,"Self-emp-not-inc",192869,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,72,"United-States","<=50K" +44,"Self-emp-inc",121352,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Self-emp-not-inc",123116,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Local-gov",339163,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +59,"Self-emp-not-inc",124771,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +22,"Private",199266,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +39,"Private",190728,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Local-gov",421446,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,50,"United-States",">50K" +61,"Private",215944,"9th",5,"Divorced","Sales","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +24,"Private",72310,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,43,"United-States","<=50K" +25,"Private",57512,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +44,"Private",89413,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Local-gov",28151,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States",">50K" +30,"Private",226943,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +44,"Private",182402,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",305352,"10th",6,"Divorced","Craft-repair","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +63,"Self-emp-inc",189253,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +60,"Private",296485,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",204375,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States",">50K" +49,"Self-emp-not-inc",249585,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States","<=50K" +47,"Private",148995,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +42,"Self-emp-inc",168071,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,43,"United-States",">50K" +53,"Private",194995,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"Italy","<=50K" +28,"?",196630,"Assoc-voc",11,"Separated","?","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +20,"Private",50397,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,35,"United-States","<=50K" +43,"Private",60001,"Bachelors",13,"Divorced","Sales","Unmarried","White","Male",0,0,44,"United-States",">50K" +31,"Private",223046,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +29,"?",44921,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States","<=50K" +24,"Private",154571,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Male",0,0,20,"United-States","<=50K" +39,"Private",67136,"Assoc-voc",11,"Separated","Adm-clerical","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +29,"Private",188675,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"Jamaica",">50K" +20,"Private",390817,"5th-6th",3,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,25,"Mexico","<=50K" +23,"?",145964,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",30424,"11th",7,"Separated","Other-service","Unmarried","White","Female",0,0,38,"United-States","<=50K" +53,"Private",548361,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",189148,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,48,"United-States","<=50K" +51,"Self-emp-not-inc",311569,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",187653,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +38,"Private",235379,"Assoc-acdm",12,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,36,"United-States","<=50K" +41,"Private",188615,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Private",322691,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",184698,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"Dominican-Republic","<=50K" +50,"Private",144361,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",130057,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +31,"Self-emp-inc",117963,"Doctorate",16,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",123876,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +37,"Private",248445,"HS-grad",9,"Divorced","Handlers-cleaners","Other-relative","White","Male",0,0,40,"El-Salvador","<=50K" +32,"Private",207172,"Some-college",10,"Never-married","Sales","Other-relative","White","Female",0,0,40,"United-States","<=50K" +62,"Private",134768,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Local-gov",269168,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Other","Male",0,0,40,"?","<=50K" +37,"Private",60722,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Japan",">50K" +41,"Private",648223,"1st-4th",2,"Married-spouse-absent","Farming-fishing","Unmarried","White","Male",0,0,40,"Mexico","<=50K" +56,"Private",298695,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +20,"Private",219835,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +34,"Self-emp-not-inc",313729,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +45,"Private",140644,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +30,"Private",203488,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Self-emp-not-inc",132341,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +27,"Private",161683,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,42,"United-States","<=50K" +38,"Private",312771,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",258102,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"?",24127,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +47,"Private",254367,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +77,"?",185426,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,15,"United-States","<=50K" +43,"Private",152629,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Local-gov",141058,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States","<=50K" +41,"Private",233130,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",406641,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +30,"State-gov",119422,"10th",6,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",255486,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,25,"United-States","<=50K" +22,"Private",161532,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +25,"Private",75759,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,44,"United-States",">50K" +18,"Private",163332,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,22,"United-States","<=50K" +28,"Private",37933,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,48,"United-States","<=50K" +21,"Private",165107,"Some-college",10,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Private",126011,"Assoc-voc",11,"Divorced","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Federal-gov",56651,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",522881,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"Mexico","<=50K" +32,"Private",191777,"Assoc-voc",11,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,35,"England","<=50K" +27,"Private",132686,"12th",8,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,50,"United-States","<=50K" +55,"Private",201112,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",174283,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",208591,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",126399,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,32,"United-States","<=50K" +50,"Private",142073,"HS-grad",9,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +18,"Private",395567,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +74,"Private",180455,"Bachelors",13,"Widowed","Other-service","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +22,"Private",235853,"9th",5,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",160731,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"State-gov",31935,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,80,"United-States","<=50K" +23,"Private",223019,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +46,"State-gov",248895,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",200323,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +41,"Private",230020,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,40,"United-States","<=50K" +29,"Private",134890,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",162096,"9th",5,"Married-civ-spouse","Machine-op-inspct","Other-relative","Asian-Pac-Islander","Female",0,0,45,"China","<=50K" +51,"Private",103824,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"Haiti","<=50K" +34,"State-gov",61431,"12th",8,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +58,"Private",197319,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +52,"Private",183618,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",263729,"Some-college",10,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +54,"Private",39493,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,20,"United-States","<=50K" +36,"Private",185360,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Private",132661,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,60,"United-States","<=50K" +20,"Private",266400,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,48,"United-States","<=50K" +23,"Private",433669,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-inc",216473,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +20,"Self-emp-not-inc",217404,"10th",6,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",227778,"Assoc-voc",11,"Never-married","Other-service","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +73,"State-gov",96262,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +67,"Private",247566,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,24,"United-States","<=50K" +56,"Private",139616,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States",">50K" +32,"Private",73585,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",165814,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +37,"Private",108913,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",34975,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"Private",157078,"10th",6,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +59,"Private",232672,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",294295,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-inc",130454,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Local-gov",461678,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"State-gov",252284,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",256737,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Local-gov",96480,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"Germany","<=50K" +25,"Private",234263,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",109952,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",262570,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",65716,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +68,"Private",201732,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +66,"Self-emp-not-inc",174788,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +38,"Private",278924,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",101593,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +71,"?",193863,"7th-8th",4,"Widowed","?","Other-relative","White","Female",0,0,16,"Poland","<=50K" +37,"Private",342768,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"State-gov",176727,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",99179,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"State-gov",354104,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,10,"United-States","<=50K" +25,"Private",61956,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +47,"Federal-gov",137917,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +40,"Private",224658,"Some-college",10,"Married-civ-spouse","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +25,"Private",224361,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",362912,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Female",0,0,50,"United-States","<=50K" +23,"Private",218782,"10th",6,"Never-married","Handlers-cleaners","Other-relative","Other","Male",0,0,40,"United-States","<=50K" +28,"Private",103389,"Masters",14,"Divorced","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",308944,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",140092,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",202210,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +52,"Private",416059,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States",">50K" +33,"Self-emp-not-inc",281030,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,94,"United-States","<=50K" +19,"Private",169758,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +41,"Private",139907,"10th",6,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,50,"United-States","<=50K" +18,"Self-emp-inc",119422,"HS-grad",9,"Never-married","Other-service","Unmarried","Asian-Pac-Islander","Female",0,0,30,"India","<=50K" +40,"Private",259307,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +51,"Self-emp-not-inc",74160,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,60,"United-States",">50K" +49,"Private",134797,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"State-gov",41103,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +38,"Local-gov",193026,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +57,"Private",303986,"5th-6th",3,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"Cuba","<=50K" +66,"Private",166461,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,26,"United-States","<=50K" +27,"?",61387,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,15,"United-States","<=50K" +25,"Private",254746,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"?",180976,"10th",6,"Never-married","?","Unmarried","White","Female",0,0,35,"United-States","<=50K" +59,"Self-emp-not-inc",136413,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,48,"United-States","<=50K" +25,"Private",131463,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",218490,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"El-Salvador",">50K" +75,"?",260543,"10th",6,"Widowed","?","Other-relative","Asian-Pac-Islander","Female",0,0,1,"China","<=50K" +21,"?",80680,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Federal-gov",117628,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +32,"State-gov",175931,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",309566,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +53,"Private",123703,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"?",369678,"HS-grad",9,"Never-married","?","Not-in-family","Other","Male",0,0,30,"United-States","<=50K" +58,"Private",29928,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,36,"United-States","<=50K" +22,"Private",167868,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +23,"Private",235894,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +36,"Private",111545,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States","<=50K" +39,"Private",175972,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,15,"United-States","<=50K" +34,"Local-gov",254270,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Local-gov",185057,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",101345,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States",">50K" +32,"Self-emp-not-inc",97723,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",127601,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +37,"Private",227597,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"?",143995,"Some-college",10,"Never-married","?","Own-child","Black","Male",0,0,20,"United-States","<=50K" +21,"Private",250051,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,10,"United-States","<=50K" +26,"Private",284078,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",163787,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +27,"Private",119170,"11th",7,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +20,"Private",188612,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,38,"Nicaragua","<=50K" +36,"Private",114605,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +31,"?",317761,"Bachelors",13,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",164197,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +54,"Private",329266,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States",">50K" +34,"Local-gov",207383,"Masters",14,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",123598,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States",">50K" +33,"Private",259931,"11th",7,"Separated","Machine-op-inspct","Other-relative","White","Male",0,0,30,"United-States","<=50K" +42,"Private",106900,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",87054,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +37,"Private",82622,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",181659,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",231348,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",276096,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",290560,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +21,"Private",307315,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +39,"State-gov",99156,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",237928,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,39,"United-States","<=50K" +46,"Private",153501,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +47,"?",149700,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,36,"United-States",">50K" +35,"Private",374524,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,75,"United-States",">50K" +60,"Self-emp-not-inc",127805,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",150217,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,24,"Poland","<=50K" +33,"Private",295649,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,40,"China","<=50K" +21,"Private",197182,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",241998,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +48,"Federal-gov",156410,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,50,"United-States",">50K" +58,"Private",473836,"7th-8th",4,"Widowed","Farming-fishing","Other-relative","White","Female",0,0,45,"Guatemala","<=50K" +21,"Private",198431,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",113936,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",318915,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",175406,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,30,"United-States",">50K" +23,"Federal-gov",320294,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"State-gov",400285,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +24,"?",283731,"Bachelors",13,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",227154,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +49,"Private",298659,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,15,"Mexico","<=50K" +47,"Private",212120,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +21,"Private",175800,"HS-grad",9,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,55,"United-States","<=50K" +55,"Private",170169,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",344157,"11th",7,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",199441,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",225456,"HS-grad",9,"Never-married","Tech-support","Other-relative","White","Male",0,0,50,"United-States","<=50K" +36,"Private",61178,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",152568,"HS-grad",9,"Widowed","Sales","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +32,"Private",208291,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",224358,"10th",6,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",55176,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"State-gov",152711,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",68684,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",185452,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +23,"Private",173851,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",51424,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",262656,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",233194,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States",">50K" +22,"Private",151105,"Some-college",10,"Never-married","Sales","Other-relative","White","Female",0,0,18,"United-States","<=50K" +39,"Private",317434,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",745768,"Some-college",10,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,45,"United-States","<=50K" +19,"Private",69927,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,16,"United-States","<=50K" +26,"Private",302603,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,45,"United-States","<=50K" +52,"Private",46788,"Bachelors",13,"Divorced","Craft-repair","Unmarried","White","Male",0,0,25,"United-States","<=50K" +45,"Private",179135,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +58,"Federal-gov",175873,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",57426,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +36,"Private",312206,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Without-pay",344858,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,20,"United-States","<=50K" +26,"State-gov",177035,"11th",7,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"Private",88055,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",111095,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Private",192251,"10th",6,"Divorced","Other-service","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +27,"Private",29807,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","White","Female",0,0,40,"Japan","<=50K" +26,"Federal-gov",211596,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Private",268276,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,12,"United-States","<=50K" +59,"Self-emp-not-inc",181070,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"England",">50K" +53,"Local-gov",20676,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Amer-Indian-Eskimo","Male",0,0,48,"United-States","<=50K" +35,"Private",115803,"11th",7,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",124827,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",95336,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +36,"Private",257942,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",72593,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",147340,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",185325,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +59,"Self-emp-not-inc",357943,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Local-gov",30682,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Federal-gov",29591,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Other","Female",0,0,40,"United-States","<=50K" +36,"Private",215392,"Bachelors",13,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",133584,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +38,"Private",210438,"7th-8th",4,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"Private",256916,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",73541,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",109952,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +54,"Private",197975,"5th-6th",3,"Married-civ-spouse","Sales","Husband","White","Male",0,0,51,"United-States","<=50K" +27,"Private",401723,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +42,"Private",179524,"Bachelors",13,"Separated","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +33,"State-gov",296282,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",145844,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +54,"Private",96792,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +19,"?",233779,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,60,"United-States","<=50K" +45,"Private",347834,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",215373,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +35,"Self-emp-not-inc",169426,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",202856,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +33,"Private",50276,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",187454,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",126098,"HS-grad",9,"Separated","Craft-repair","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",250639,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,24,"United-States","<=50K" +64,"Self-emp-inc",195366,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",186845,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,8,"United-States","<=50K" +20,"Federal-gov",119156,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,20,"United-States","<=50K" +28,"Private",162343,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"Puerto-Rico","<=50K" +29,"Self-emp-not-inc",394927,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +51,"Private",172281,"Bachelors",13,"Separated","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Private",165681,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",258819,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +25,"Private",130793,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +36,"Private",118909,"Assoc-acdm",12,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"Jamaica","<=50K" +44,"Private",202466,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,60,"United-States","<=50K" +47,"Private",161558,"10th",6,"Married-spouse-absent","Transport-moving","Not-in-family","Black","Male",0,0,45,"United-States","<=50K" +32,"Private",188246,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",160120,"Masters",14,"Never-married","Prof-specialty","Unmarried","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +34,"Self-emp-not-inc",123429,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +35,"Self-emp-inc",340110,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",523067,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,3,"El-Salvador","<=50K" +49,"Self-emp-not-inc",113513,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +63,"?",186809,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States",">50K" +46,"Self-emp-not-inc",320421,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +31,"Local-gov",295589,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",370548,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +20,"Private",120572,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +52,"Private",110977,"Doctorate",16,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +26,"Private",55860,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +34,"Private",158800,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",131568,"9th",5,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",173613,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +22,"Private",216867,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +38,"Private",104089,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",208106,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Ecuador","<=50K" +27,"State-gov",340269,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",236246,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",213408,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"Cuba","<=50K" +40,"?",84232,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,4,"United-States","<=50K" +19,"Private",302945,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,10,"Thailand","<=50K" +69,"?",28197,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,60,"United-States",">50K" +20,"Private",262749,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +34,"Federal-gov",198265,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States","<=50K" +49,"Private",170871,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +27,"Private",177761,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","Other","Male",0,0,50,"United-States","<=50K" +59,"Private",175689,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,14,"Cuba",">50K" +21,"Private",77759,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +51,"State-gov",77905,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +64,"?",193575,"11th",7,"Never-married","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +41,"State-gov",116520,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +18,"?",85154,"12th",8,"Never-married","?","Own-child","Asian-Pac-Islander","Female",0,0,24,"Germany","<=50K" +49,"Private",180532,"Masters",14,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Private",508891,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",211345,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,20,"United-States","<=50K" +69,"Self-emp-not-inc",170877,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +18,"?",97318,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +43,"Private",184105,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +50,"Private",150941,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,44,"United-States","<=50K" +32,"Private",303942,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Local-gov",273929,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",197077,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",162825,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",159869,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +19,"Private",158343,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"?","<=50K" +17,"?",406920,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",227986,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",137527,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +36,"Private",180150,"12th",8,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",239539,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +58,"Private",281792,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",224799,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +66,"Private",22313,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +42,"Private",194636,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",156089,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",218667,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",358837,"Some-college",10,"Never-married","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",174685,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",168854,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,54,"United-States","<=50K" +28,"Private",133696,"Bachelors",13,"Never-married","Sales","Unmarried","White","Male",0,0,65,"United-States","<=50K" +23,"Federal-gov",350680,"Assoc-acdm",12,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"Poland","<=50K" +18,"Private",115215,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +43,"Self-emp-not-inc",152958,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +29,"Private",217200,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",235124,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,46,"Dominican-Republic","<=50K" +31,"Local-gov",144949,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +60,"Private",135470,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +42,"Private",281209,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Private",155489,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Private",290306,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",182042,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,19,"United-States","<=50K" +31,"Private",210008,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",30244,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,80,"United-States","<=50K" +50,"Local-gov",30008,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +38,"Self-emp-not-inc",201328,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,56,"United-States","<=50K" +36,"State-gov",96468,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",486332,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +19,"Private",46162,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,25,"United-States","<=50K" +60,"Local-gov",98350,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,60,"Philippines","<=50K" +45,"Local-gov",175958,"9th",5,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",204527,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +22,"?",57827,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",418176,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,32,"United-States","<=50K" +23,"Private",262744,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",177287,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,30,"United-States","<=50K" +30,"Private",255004,"Assoc-acdm",12,"Divorced","Sales","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +62,"Private",183735,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Self-emp-not-inc",318644,"Prof-school",15,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +42,"Federal-gov",132125,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,52,"United-States",">50K" +33,"Private",206051,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-inc",99185,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"?",">50K" +35,"Private",225750,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,32,"United-States","<=50K" +33,"Private",245777,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",169092,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +62,"Private",211035,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,30,"United-States",">50K" +24,"Private",285432,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",154779,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +54,"Private",37237,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Private",417419,"7th-8th",4,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-inc",33975,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",42485,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +27,"Private",170017,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",41721,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,60,"United-States","<=50K" +64,"Private",66634,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Self-emp-inc",257216,"Masters",14,"Widowed","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",167882,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +45,"Private",179428,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +26,"Private",57512,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",301614,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-inc",189092,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +47,"Private",217509,"HS-grad",9,"Widowed","Priv-house-serv","Not-in-family","Asian-Pac-Islander","Female",0,0,45,"Thailand","<=50K" +35,"Private",308691,"Masters",14,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +38,"Private",169672,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",120914,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",370156,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +28,"Private",398220,"5th-6th",3,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +44,"Self-emp-not-inc",208277,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,45,"United-States","<=50K" +40,"Private",337456,"HS-grad",9,"Divorced","Protective-serv","Unmarried","White","Female",0,0,40,"United-States","<=50K" +55,"Private",172666,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Self-emp-not-inc",32280,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +33,"Private",194901,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +19,"?",57329,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"Japan","<=50K" +45,"Local-gov",153312,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,10,"United-States",">50K" +23,"Private",274797,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +31,"Private",359249,"Assoc-voc",11,"Never-married","Protective-serv","Own-child","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",152744,"Some-college",10,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +59,"Private",188041,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",97723,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +49,"State-gov",354529,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",249727,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +26,"Private",189590,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +23,"State-gov",298871,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +55,"Self-emp-not-inc",205296,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,50,"United-States","<=50K" +47,"Private",303637,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,49,"United-States",">50K" +44,"Private",242861,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",37599,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,24,"United-States","<=50K" +32,"Self-emp-not-inc",56328,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,8,"United-States",">50K" +20,"Private",256211,"Some-college",10,"Never-married","Machine-op-inspct","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +84,"Local-gov",163685,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,33,"United-States","<=50K" +40,"Private",266084,"Some-college",10,"Divorced","Craft-repair","Other-relative","White","Male",0,0,50,"United-States","<=50K" +37,"Private",161111,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",166634,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"Germany","<=50K" +62,"Self-emp-not-inc",204085,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,25,"United-States","<=50K" +19,"?",369527,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +47,"Private",464945,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +44,"Local-gov",174684,"HS-grad",9,"Divorced","Craft-repair","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +26,"Local-gov",166295,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,41,"United-States","<=50K" +36,"Private",220511,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",246936,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",104509,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +48,"?",266337,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",252168,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",92093,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States","<=50K" +62,"Private",88055,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",129591,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",142719,"HS-grad",9,"Married-spouse-absent","Farming-fishing","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +18,"?",264924,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +46,"Private",128796,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,44,"United-States",">50K" +38,"Private",115336,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,70,"United-States","<=50K" +52,"Private",190333,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +63,"Self-emp-not-inc",179444,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,15,"United-States","<=50K" +49,"Private",218676,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,43,"United-States","<=50K" +17,"Local-gov",148194,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,12,"United-States","<=50K" +33,"Private",184833,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +19,"Private",217769,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +27,"?",180553,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States",">50K" +61,"Private",56009,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",255334,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,25,"United-States",">50K" +29,"Private",349154,"10th",6,"Separated","Farming-fishing","Unmarried","White","Female",0,0,40,"Guatemala","<=50K" +43,"State-gov",41834,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,38,"United-States",">50K" +24,"Private",113466,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",130856,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +61,"Self-emp-not-inc",268797,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,17,"United-States","<=50K" +48,"Private",202117,"11th",7,"Divorced","Other-service","Not-in-family","White","Female",0,0,34,"United-States","<=50K" +19,"Private",280146,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +30,"Private",70377,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",236696,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +39,"Local-gov",222572,"Masters",14,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,43,"United-States","<=50K" +40,"Private",96129,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,72,"United-States",">50K" +27,"Local-gov",200492,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",193820,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +58,"Private",220789,"Bachelors",13,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +33,"Private",101345,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,42,"Canada",">50K" +40,"Private",140559,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +40,"Self-emp-inc",64885,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States",">50K" +31,"Private",402361,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",143582,"HS-grad",9,"Separated","Other-service","Unmarried","Asian-Pac-Islander","Female",0,0,48,"China","<=50K" +49,"Private",185385,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +24,"Private",112706,"Assoc-voc",11,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",130364,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +58,"Local-gov",147428,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",205895,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +65,"?",273569,"HS-grad",9,"Widowed","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +43,"Private",153160,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",167918,"Masters",14,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,50,"India","<=50K" +41,"Private",195661,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,54,"United-States","<=50K" +27,"State-gov",146243,"Some-college",10,"Separated","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +52,"?",105428,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,12,"United-States","<=50K" +26,"Private",149943,"HS-grad",9,"Never-married","Other-service","Other-relative","Asian-Pac-Islander","Male",0,0,60,"?","<=50K" +52,"Local-gov",246197,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Local-gov",192563,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +19,"Private",244115,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,30,"United-States","<=50K" +39,"Local-gov",98587,"Some-college",10,"Divorced","Prof-specialty","Own-child","White","Female",0,0,45,"United-States","<=50K" +47,"Private",145886,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",244315,"HS-grad",9,"Divorced","Craft-repair","Other-relative","Other","Male",0,0,40,"United-States","<=50K" +48,"Private",192779,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",209464,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +60,"Private",25141,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"Private",405793,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +47,"Federal-gov",53498,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +69,"?",476653,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +40,"Self-emp-not-inc",162312,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,66,"South","<=50K" +41,"State-gov",109762,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",123031,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,48,"Trinadad&Tobago","<=50K" +46,"Federal-gov",119890,"Assoc-voc",11,"Separated","Tech-support","Not-in-family","Other","Female",0,0,30,"United-States","<=50K" +21,"Self-emp-not-inc",409230,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +44,"Private",223308,"Masters",14,"Separated","Sales","Unmarried","White","Female",0,0,48,"United-States","<=50K" +38,"?",129150,"10th",6,"Separated","?","Own-child","White","Male",0,0,35,"United-States","<=50K" +47,"Self-emp-not-inc",119199,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States",">50K" +42,"Local-gov",351161,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Private",174533,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States",">50K" +32,"Private",324386,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",126568,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,33,"United-States","<=50K" +26,"Private",275703,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",200471,"11th",7,"Never-married","Other-service","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +65,"Private",155261,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +73,"State-gov",74040,"7th-8th",4,"Divorced","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +34,"Private",226296,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",211968,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +49,"Local-gov",126446,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +25,"Private",262885,"11th",7,"Never-married","Other-service","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +39,"Private",188069,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,25,"United-States","<=50K" +19,"Private",113546,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +24,"Private",227070,"10th",6,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +34,"Private",136997,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +35,"?",119006,"HS-grad",9,"Widowed","?","Own-child","White","Female",0,0,38,"United-States","<=50K" +21,"Private",212407,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +43,"Private",197810,"Masters",14,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Federal-gov",35309,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Asian-Pac-Islander","Male",0,0,28,"?","<=50K" +39,"Private",141802,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +48,"?",184513,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,80,"United-States",">50K" +33,"Self-emp-not-inc",124187,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","Black","Male",0,0,32,"United-States","<=50K" +19,"Private",201743,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,26,"United-States","<=50K" +17,"Private",156736,"10th",6,"Never-married","Sales","Unmarried","White","Female",0,0,12,"United-States","<=50K" +43,"Self-emp-not-inc",47261,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +62,"Private",150693,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +53,"Local-gov",233734,"Masters",14,"Divorced","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States",">50K" +45,"State-gov",35969,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +47,"Private",159550,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +30,"Private",190823,"Some-college",10,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +53,"Private",213378,"HS-grad",9,"Separated","Sales","Not-in-family","White","Female",0,0,33,"United-States","<=50K" +24,"Private",257500,"HS-grad",9,"Separated","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +41,"Local-gov",488706,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Local-gov",239405,"5th-6th",3,"Divorced","Other-service","Other-relative","Black","Female",0,0,40,"Haiti","<=50K" +63,"State-gov",109735,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +50,"Private",172942,"Some-college",10,"Divorced","Other-service","Own-child","White","Male",0,0,28,"United-States","<=50K" +29,"Self-emp-inc",87745,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +55,"Private",234125,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",272944,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +23,"Local-gov",129232,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",195835,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +25,"Private",251854,"11th",7,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",103474,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,30,"United-States","<=50K" +38,"Private",22042,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,39,"United-States","<=50K" +37,"Private",343721,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",232368,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +55,"Private",174478,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,29,"United-States","<=50K" +28,"Private",274690,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +53,"Private",251675,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +32,"?",647882,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"?","<=50K" +32,"Private",37380,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +34,"Private",173730,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +49,"Private",353824,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +21,"Private",225890,"Some-college",10,"Never-married","Other-service","Other-relative","White","Female",0,0,30,"United-States","<=50K" +24,"State-gov",147147,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +29,"Private",394927,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"?","<=50K" +34,"Local-gov",188682,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +52,"?",115209,"Prof-school",15,"Married-spouse-absent","?","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +41,"Private",277192,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,40,"Mexico","<=50K" +21,"Private",314182,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",220776,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +31,"Local-gov",189269,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +62,"Private",161460,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +51,"Private",251487,"7th-8th",4,"Widowed","Machine-op-inspct","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +30,"Private",177531,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +24,"Private",53942,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",113481,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Private",361324,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",330087,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +33,"Private",276221,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",121055,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +62,"Private",118696,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Self-emp-not-inc",289741,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"United-States","<=50K" +18,"Private",238401,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +43,"Private",262038,"5th-6th",3,"Married-spouse-absent","Farming-fishing","Unmarried","White","Male",0,0,35,"Mexico","<=50K" +62,"Self-emp-not-inc",26911,"7th-8th",4,"Widowed","Other-service","Not-in-family","White","Female",0,0,66,"United-States","<=50K" +29,"Private",161155,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +43,"Private",252519,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"Haiti",">50K" +69,"?",167826,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",188900,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +25,"Private",134113,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +47,"Local-gov",165822,"Some-college",10,"Divorced","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +17,"Private",99161,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,8,"United-States","<=50K" +41,"Local-gov",74581,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,65,"United-States","<=50K" +19,"Private",304643,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +57,"Private",121821,"1st-4th",2,"Married-civ-spouse","Other-service","Husband","Other","Male",0,0,40,"Dominican-Republic","<=50K" +25,"Private",154863,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Male",0,0,35,"United-States","<=50K" +37,"Local-gov",365430,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Canada",">50K" +29,"Private",183111,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",50178,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +35,"Private",186845,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +52,"Private",159908,"12th",8,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",128509,"HS-grad",9,"Married-spouse-absent","Machine-op-inspct","Not-in-family","White","Female",0,0,38,"El-Salvador","<=50K" +23,"Private",143032,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,36,"United-States","<=50K" +31,"Private",382368,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",210013,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +19,"Private",293928,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +21,"Private",208503,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,10,"United-States","<=50K" +64,"Local-gov",202738,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States","<=50K" +37,"Local-gov",144322,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +22,"Private",160120,"10th",6,"Never-married","Transport-moving","Own-child","Asian-Pac-Islander","Male",0,0,30,"United-States","<=50K" +29,"Self-emp-inc",190450,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"Germany","<=50K" +37,"Private",212900,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",115677,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",252250,"11th",7,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +27,"Private",212041,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +58,"State-gov",198145,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States",">50K" +60,"Local-gov",113658,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States","<=50K" +20,"Private",32426,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +51,"Private",98791,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",203828,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States","<=50K" +22,"State-gov",186634,"12th",8,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +56,"Self-emp-not-inc",125147,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"Private",97215,"Some-college",10,"Separated","Sales","Unmarried","White","Female",0,0,25,"United-States","<=50K" +37,"Private",330826,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,30,"United-States","<=50K" +27,"Private",200802,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",156266,"HS-grad",9,"Never-married","Sales","Own-child","Amer-Indian-Eskimo","Male",0,0,20,"United-States","<=50K" +52,"Self-emp-not-inc",72257,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +45,"Private",363087,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",25955,"Some-college",10,"Never-married","Craft-repair","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +20,"Private",334633,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",109162,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +44,"Private",569761,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",209900,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"State-gov",272986,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,8,"United-States","<=50K" +55,"?",52267,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,18,"United-States","<=50K" +46,"Private",82946,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Private",104651,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Local-gov",58441,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Local-gov",269733,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"?",128453,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,28,"United-States","<=50K" +36,"Private",179468,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",183081,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",102938,"Bachelors",13,"Never-married","Other-service","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +30,"?",157289,"11th",7,"Never-married","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +24,"Private",359828,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,44,"United-States",">50K" +30,"Private",155659,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,36,"United-States","<=50K" +62,"Private",173601,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",163352,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,85,"United-States",">50K" +36,"Self-emp-not-inc",153976,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +49,"State-gov",155372,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +52,"Private",329733,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Private",162576,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",176520,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,53,"United-States","<=50K" +51,"State-gov",226885,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",120781,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +30,"Private",375827,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +46,"Private",205504,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +28,"Private",198813,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Female",0,0,40,"United-States","<=50K" +62,"Private",159908,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,38,"United-States",">50K" +69,"Private",102874,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +78,"Private",180239,"Masters",14,"Widowed","Craft-repair","Unmarried","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +61,"Private",539563,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Private",261561,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",81057,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",160120,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Other","Male",0,0,45,"?","<=50K" +17,"Private",41979,"10th",6,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",275110,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,80,"United-States",">50K" +64,"Private",265661,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",193246,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"France","<=50K" +32,"Private",236543,"12th",8,"Married-civ-spouse","Craft-repair","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +19,"Private",29510,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +42,"State-gov",105804,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",194604,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +23,"Private",1038553,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,45,"United-States","<=50K" +44,"Private",307468,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,29,"United-States",">50K" +44,"Local-gov",107845,"Assoc-acdm",12,"Divorced","Protective-serv","Not-in-family","White","Female",0,0,56,"United-States",">50K" +44,"Self-emp-not-inc",567788,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +38,"Private",91857,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +36,"Private",732569,"9th",5,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",86613,"1st-4th",2,"Never-married","Other-service","Not-in-family","White","Male",0,0,20,"El-Salvador","<=50K" +46,"Private",35961,"Assoc-acdm",12,"Divorced","Sales","Not-in-family","White","Female",0,0,25,"Germany","<=50K" +47,"Private",114754,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",329426,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +43,"Private",181015,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,50,"United-States","<=50K" +44,"Self-emp-not-inc",264740,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",381153,"Some-college",10,"Never-married","Exec-managerial","Unmarried","White","Male",0,0,60,"United-States","<=50K" +36,"Private",218542,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +78,"Private",111189,"7th-8th",4,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,35,"Dominican-Republic","<=50K" +24,"Private",168997,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",168894,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",149809,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",344073,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States",">50K" +22,"Private",416165,"Some-college",10,"Never-married","Sales","Unmarried","White","Female",0,0,32,"United-States","<=50K" +36,"Private",41490,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +61,"Private",40269,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +67,"?",243256,"9th",5,"Married-civ-spouse","?","Husband","White","Male",0,0,15,"United-States","<=50K" +42,"Private",250536,"Some-college",10,"Separated","Other-service","Unmarried","Black","Female",0,0,21,"Haiti","<=50K" +49,"Federal-gov",105586,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +58,"Private",51499,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Local-gov",189878,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Private",299765,"Some-college",10,"Separated","Adm-clerical","Other-relative","Black","Female",0,0,40,"Jamaica","<=50K" +45,"Self-emp-inc",155664,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?",">50K" +30,"Private",54608,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"?",174702,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +23,"Private",201145,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +51,"Private",125796,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,35,"Jamaica","<=50K" +55,"Private",249072,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +35,"Private",99156,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +45,"State-gov",94754,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"India","<=50K" +36,"Private",111128,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States",">50K" +32,"Local-gov",157887,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",74194,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +47,"Self-emp-inc",168191,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",28334,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +44,"Private",721161,"Some-college",10,"Separated","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",188069,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Private",145178,"Some-college",10,"Divorced","Craft-repair","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +17,"Private",52967,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,6,"United-States","<=50K" +18,"Private",177578,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,38,"United-States","<=50K" +30,"Self-emp-inc",185384,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,25,"United-States","<=50K" +66,"Private",66008,"HS-grad",9,"Widowed","Priv-house-serv","Not-in-family","White","Female",0,0,50,"England","<=50K" +59,"Private",329059,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Local-gov",348802,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +50,"Private",34233,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",509629,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +28,"Private",27956,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,99,"Philippines","<=50K" +44,"Local-gov",83286,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +25,"Private",309098,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",188950,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +20,"Private",224217,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +67,"Private",222899,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Self-emp-not-inc",123306,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +52,"Federal-gov",279337,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",347166,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +37,"Local-gov",251396,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"Canada",">50K" +17,"Self-emp-inc",143034,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,4,"United-States","<=50K" +25,"Private",57635,"Assoc-voc",11,"Married-civ-spouse","Sales","Wife","White","Female",0,0,42,"United-States",">50K" +35,"Local-gov",162651,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"Puerto-Rico","<=50K" +63,"Private",28334,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +38,"Local-gov",84570,"Some-college",10,"Never-married","Adm-clerical","Own-child","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +33,"Private",181091,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,60,"Iran",">50K" +51,"Local-gov",117496,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +64,"State-gov",216160,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"Columbia",">50K" +50,"Self-emp-inc",204447,"Some-college",10,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",374969,"10th",6,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +67,"Private",35015,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,99,"United-States","<=50K" +46,"Private",179869,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",137733,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",193125,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",103649,"Some-college",10,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",197932,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",0,0,40,"Mexico",">50K" +37,"Private",249720,"Bachelors",13,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,27,"United-States","<=50K" +55,"Private",223613,"1st-4th",2,"Divorced","Priv-house-serv","Unmarried","White","Female",0,0,30,"Cuba","<=50K" +24,"Private",259865,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +21,"Private",301694,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"Mexico","<=50K" +46,"Self-emp-inc",276934,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States",">50K" +25,"Private",395512,"12th",8,"Married-civ-spouse","Machine-op-inspct","Other-relative","Other","Male",0,0,40,"Mexico","<=50K" +40,"Private",168071,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,28,"United-States","<=50K" +23,"Private",45317,"Some-college",10,"Separated","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",311177,"Some-college",10,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,30,"United-States","<=50K" +59,"Private",221336,"10th",6,"Widowed","Other-service","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +18,"Private",120691,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,35,"?","<=50K" +28,"Private",107389,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Male",0,0,32,"United-States","<=50K" +17,"Private",293440,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +53,"Private",145409,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",213902,"5th-6th",3,"Never-married","Priv-house-serv","Other-relative","White","Female",0,0,40,"El-Salvador","<=50K" +63,"Private",100099,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",191856,"Masters",14,"Married-civ-spouse","Sales","Wife","White","Female",0,0,45,"United-States",">50K" +40,"Local-gov",233891,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +61,"Self-emp-not-inc",96073,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"England",">50K" +43,"Self-emp-not-inc",355856,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,50,"Philippines","<=50K" +48,"Self-emp-not-inc",139212,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"State-gov",143931,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Federal-gov",160703,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",191291,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Private",119986,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +37,"Private",227545,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States",">50K" +34,"Private",228881,"Some-college",10,"Separated","Machine-op-inspct","Not-in-family","Other","Male",0,0,40,"United-States","<=50K" +23,"Private",84648,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +63,"Federal-gov",101996,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +63,"?",68954,"HS-grad",9,"Widowed","?","Not-in-family","Black","Female",0,0,11,"United-States","<=50K" +55,"Self-emp-inc",209569,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,50,"United-States",">50K" +31,"Local-gov",331126,"Bachelors",13,"Never-married","Protective-serv","Own-child","Black","Male",0,0,48,"United-States","<=50K" +27,"Private",279872,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Local-gov",185647,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,48,"United-States","<=50K" +52,"Private",128871,"7th-8th",4,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,64,"United-States","<=50K" +31,"Federal-gov",386331,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,50,"United-States","<=50K" +53,"Private",117814,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +43,"Private",220609,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +43,"Local-gov",117022,"HS-grad",9,"Married-spouse-absent","Farming-fishing","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-inc",176751,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,80,"United-States",">50K" +68,"?",76371,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,35,"United-States","<=50K" +37,"Private",80410,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",127202,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",121471,"11th",7,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",219086,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +30,"Private",241583,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",374253,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +30,"Private",214993,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",199995,"Bachelors",13,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States",">50K" +29,"Private",120359,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",187513,"Assoc-voc",11,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +65,"Private",243569,"Some-college",10,"Widowed","Other-service","Unmarried","White","Female",0,0,24,"United-States","<=50K" +43,"Private",295510,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +29,"Private",29732,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,24,"United-States","<=50K" +32,"Private",211743,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +37,"Private",251396,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +64,"Private",477697,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,16,"United-States","<=50K" +49,"Private",151584,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",193882,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",411395,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,36,"United-States","<=50K" +53,"Private",191025,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +24,"Private",154571,"Assoc-voc",11,"Never-married","Sales","Unmarried","Asian-Pac-Islander","Male",0,0,50,"South","<=50K" +31,"Private",208657,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",29599,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,38,"United-States","<=50K" +36,"Private",423711,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +29,"Private",122000,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +37,"Private",148581,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Self-emp-not-inc",222978,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +30,"Private",149118,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-inc",218407,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,70,"Cuba","<=50K" +44,"Private",85604,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +19,"Private",111232,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",99199,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States","<=50K" +51,"Private",199995,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +69,"Private",122850,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,16,"United-States","<=50K" +73,"?",90557,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +18,"?",271935,"11th",7,"Never-married","?","Other-relative","White","Female",0,0,20,"United-States","<=50K" +33,"Self-emp-not-inc",361497,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Local-gov",399020,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +33,"Private",345277,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,45,"United-States",">50K" +20,"Federal-gov",55233,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",200515,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",188119,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",176683,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +22,"Private",309178,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +67,"Self-emp-not-inc",40021,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +31,"Self-emp-inc",49923,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"?",36635,"Some-college",10,"Never-married","?","Unmarried","White","Female",0,0,25,"United-States","<=50K" +43,"Federal-gov",325706,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,50,"India",">50K" +33,"Private",124407,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",301568,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,35,"United-States",">50K" +27,"Private",339956,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,60,"United-States","<=50K" +36,"Private",176335,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",198452,"Assoc-acdm",12,"Divorced","Sales","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +48,"Private",171807,"Bachelors",13,"Divorced","Other-service","Unmarried","White","Female",0,0,56,"United-States",">50K" +25,"Private",362826,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,45,"United-States","<=50K" +41,"Self-emp-not-inc",344329,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,10,"United-States","<=50K" +26,"Private",137678,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",175424,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +30,"State-gov",137613,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,17,"Taiwan","<=50K" +67,"Self-emp-not-inc",354405,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +32,"Private",130057,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +48,"Self-emp-not-inc",362883,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States",">50K" +51,"Private",49017,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +39,"Private",149943,"Masters",14,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +40,"Self-emp-inc",99185,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +40,"Private",294708,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States",">50K" +19,"Private",228238,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +28,"Private",156819,"HS-grad",9,"Divorced","Handlers-cleaners","Unmarried","White","Female",0,0,36,"United-States","<=50K" +47,"Private",332727,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +20,"Private",289944,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +29,"Private",24153,"Some-college",10,"Married-civ-spouse","Other-service","Wife","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +40,"Private",273425,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +61,"Private",231183,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",313930,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +26,"Private",114483,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",162108,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",168807,"7th-8th",4,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +46,"Local-gov",111558,"Some-college",10,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",69770,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +37,"Private",291981,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",102460,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Local-gov",287320,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",115677,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",239632,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",409172,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Own-child","White","Male",0,0,55,"United-States","<=50K" +20,"Private",186849,"HS-grad",9,"Never-married","Transport-moving","Other-relative","White","Male",0,0,40,"United-States","<=50K" +28,"Private",118861,"10th",6,"Married-civ-spouse","Craft-repair","Wife","Other","Female",0,0,48,"Guatemala","<=50K" +26,"Private",142689,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"?","<=50K" +41,"State-gov",170924,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +67,"?",274451,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",153489,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Private",186489,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,46,"United-States","<=50K" +18,"Private",192409,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +55,"State-gov",337599,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",195545,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +64,"Private",61892,"HS-grad",9,"Widowed","Priv-house-serv","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +34,"Self-emp-not-inc",175697,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,75,"United-States","<=50K" +38,"Private",80303,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +25,"Private",419658,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,8,"United-States","<=50K" +21,"Private",319163,"Some-college",10,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +37,"Private",126743,"1st-4th",2,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,53,"Mexico","<=50K" +39,"Private",301568,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",120461,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +23,"Private",268145,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +54,"Private",257337,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Self-emp-inc",213354,"Masters",14,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,70,"United-States",">50K" +25,"Private",303431,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +51,"Private",124963,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",158218,"HS-grad",9,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,35,"United-States","<=50K" +27,"State-gov",553473,"Bachelors",13,"Married-civ-spouse","Protective-serv","Wife","Black","Female",0,0,48,"United-States","<=50K" +53,"Private",46155,"HS-grad",9,"Married-civ-spouse","Priv-house-serv","Other-relative","White","Female",0,0,40,"United-States","<=50K" +68,"Private",138714,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +56,"Private",231781,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",496414,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"?","<=50K" +24,"Private",19410,"HS-grad",9,"Divorced","Sales","Unmarried","Amer-Indian-Eskimo","Female",0,0,48,"United-States","<=50K" +70,"?",28471,"9th",5,"Widowed","?","Unmarried","White","Female",0,0,25,"United-States","<=50K" +24,"Private",185821,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +74,"?",272667,"Assoc-acdm",12,"Widowed","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +23,"?",194031,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +41,"Local-gov",144995,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +45,"Private",162494,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,19,"United-States","<=50K" +35,"Private",171968,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",232569,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",161819,"11th",7,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +18,"Private",123343,"11th",7,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +49,"Private",105449,"Bachelors",13,"Never-married","Priv-house-serv","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +49,"Private",181717,"Assoc-voc",11,"Separated","Prof-specialty","Own-child","White","Female",0,0,36,"United-States","<=50K" +45,"Local-gov",102359,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,37,"United-States","<=50K" +27,"Private",72887,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +28,"Private",154571,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +35,"Private",255191,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Private",174789,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",110402,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +19,"Private",208513,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +33,"Private",121904,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +49,"Private",59380,"Some-college",10,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Self-emp-inc",126675,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,25,"United-States","<=50K" +22,"Private",217363,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",91836,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",184813,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",178142,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-inc",281832,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Cuba",">50K" +28,"Private",96226,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +42,"Private",195124,"7th-8th",4,"Married-spouse-absent","Prof-specialty","Other-relative","White","Male",0,0,35,"Puerto-Rico","<=50K" +50,"Local-gov",97449,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,48,"United-States","<=50K" +32,"Private",339773,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Federal-gov",210926,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",199499,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +46,"Federal-gov",190729,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-inc",191385,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,77,"United-States","<=50K" +61,"Private",193479,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,24,"United-States","<=50K" +43,"Self-emp-not-inc",225165,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +35,"Private",346766,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"State-gov",152307,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"?",79990,"11th",7,"Never-married","?","Own-child","White","Male",0,0,35,"United-States","<=50K" +42,"Self-emp-not-inc",170649,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +23,"Private",197207,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",229732,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +52,"Private",204402,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,85,"United-States",">50K" +36,"Private",181065,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",179579,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"?",">50K" +23,"?",164574,"Assoc-acdm",12,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +71,"Private",179574,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,12,"United-States",">50K" +27,"Private",191782,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Female",0,0,30,"United-States","<=50K" +56,"Private",146660,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"Self-emp-not-inc",115945,"Some-college",10,"Never-married","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +45,"Private",210875,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",137898,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +28,"Local-gov",216965,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",201554,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +62,"Private",57970,"7th-8th",4,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",208378,"12th",8,"Separated","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Private",61343,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"Private",283872,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,20,"United-States","<=50K" +58,"Private",225603,"9th",5,"Divorced","Farming-fishing","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +48,"Private",401333,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Private",278228,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",145377,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Private",120238,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",144063,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,72,"United-States","<=50K" +38,"Private",238721,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",164920,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",152493,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +50,"Private",92968,"Bachelors",13,"Never-married","Sales","Unmarried","White","Female",0,0,32,"United-States","<=50K" +50,"Private",136836,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +49,"Federal-gov",216453,"Assoc-voc",11,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,45,"United-States","<=50K" +30,"Private",349148,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +29,"State-gov",309620,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,20,"Taiwan","<=50K" +22,"State-gov",347803,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Other","Male",0,0,20,"United-States","<=50K" +42,"Private",85995,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +19,"?",167428,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",164569,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,48,"United-States","<=50K" +42,"Self-emp-not-inc",308279,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,21,"United-States","<=50K" +20,"Private",56322,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +51,"?",203015,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",211654,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Self-emp-inc",120126,"9th",5,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",239043,"11th",7,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"?",179761,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",312017,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"Germany","<=50K" +51,"Private",257485,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",49243,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",229716,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +31,"Private",341672,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,60,"India","<=50K" +24,"Private",32311,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +56,"Private",275236,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",400356,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",152420,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,50,"United-States","<=50K" +21,"Private",235442,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",161691,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +20,"?",173945,"11th",7,"Married-civ-spouse","?","Other-relative","White","Female",0,0,39,"United-States","<=50K" +41,"Private",355918,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States",">50K" +45,"State-gov",198660,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",122649,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +28,"Private",421967,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,60,"United-States",">50K" +47,"Private",74305,"Bachelors",13,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +80,"Self-emp-not-inc",34340,"7th-8th",4,"Widowed","Farming-fishing","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +47,"Self-emp-not-inc",182752,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"Iran","<=50K" +19,"?",48393,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,84,"United-States","<=50K" +45,"Private",34248,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"Private",186677,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,12,"United-States","<=50K" +37,"Private",167851,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",146460,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",209650,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +18,"Self-emp-not-inc",132986,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +57,"Private",94429,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",252406,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",174592,"Masters",14,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",151322,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +51,"Private",37237,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,80,"United-States",">50K" +38,"Private",101192,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +77,"?",152900,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +51,"Private",94081,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +24,"Private",329408,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",106028,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +35,"?",164866,"10th",6,"Divorced","?","Not-in-family","White","Male",0,0,99,"United-States","<=50K" +28,"Private",138692,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",173968,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",228320,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",96585,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +42,"Private",156580,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"Puerto-Rico","<=50K" +58,"Private",210673,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +52,"Local-gov",137753,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,20,"United-States","<=50K" +29,"Private",29865,"HS-grad",9,"Divorced","Sales","Not-in-family","Amer-Indian-Eskimo","Female",0,0,50,"United-States","<=50K" +27,"Private",196044,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"Private",308995,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"Jamaica","<=50K" +28,"Private",362491,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",94395,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",320047,"10th",6,"Married-spouse-absent","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",98535,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +65,"Private",183170,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +18,"?",331511,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +38,"Private",195686,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",178244,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",127833,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",269722,"Masters",14,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"State-gov",136819,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",205604,"5th-6th",3,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,30,"Mexico","<=50K" +28,"Private",132078,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",234880,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +68,"Self-emp-inc",140852,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",105614,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +18,"Private",83492,"7th-8th",4,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",225772,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States",">50K" +37,"Private",242713,"12th",8,"Separated","Priv-house-serv","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +60,"Private",355865,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Private",173316,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-inc",35662,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,70,"United-States",">50K" +17,"Private",297246,"11th",7,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,9,"United-States","<=50K" +43,"Private",108945,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +39,"Private",112158,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,26,"?","<=50K" +21,"Self-emp-not-inc",57298,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +42,"Self-emp-not-inc",115323,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,7,"?","<=50K" +21,"Private",177265,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +28,"Local-gov",336543,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","Asian-Pac-Islander","Male",0,0,40,"Hong",">50K" +39,"Self-emp-not-inc",52870,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Local-gov",200153,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"Private",453067,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,36,"United-States",">50K" +51,"Federal-gov",27166,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",299598,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,16,"United-States","<=50K" +23,"Private",122048,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",345277,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",113147,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States","<=50K" +43,"Private",34007,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",255014,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +34,"Private",152667,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,35,"United-States","<=50K" +21,"Private",231053,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,30,"United-States","<=50K" +34,"Private",103651,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Self-emp-inc",124137,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",198183,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",466458,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +45,"Self-emp-not-inc",114396,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +42,"Private",186376,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,72,"Philippines",">50K" +90,"Self-emp-not-inc",282095,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"State-gov",244974,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,44,"United-States",">50K" +34,"Self-emp-not-inc",114691,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",107160,"12th",8,"Separated","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +39,"Self-emp-not-inc",142573,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +29,"Private",203833,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +24,"Private",47791,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +49,"Private",133729,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,17,"United-States","<=50K" +52,"Self-emp-not-inc",135339,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"?",">50K" +31,"Private",128591,"9th",5,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",133853,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +18,"?",137363,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +27,"Self-emp-not-inc",243569,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",119156,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",391114,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,60,"United-States","<=50K" +27,"Private",252506,"Some-college",10,"Divorced","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"State-gov",117503,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,20,"Italy","<=50K" +25,"State-gov",117833,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,19,"United-States","<=50K" +39,"Private",294183,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",394927,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Self-emp-not-inc",259323,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States","<=50K" +21,"?",207988,"HS-grad",9,"Married-civ-spouse","?","Other-relative","White","Female",0,0,35,"United-States","<=50K" +33,"Private",96635,"Some-college",10,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Male",0,0,26,"South","<=50K" +27,"Private",192283,"Assoc-voc",11,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,38,"United-States","<=50K" +29,"Private",214881,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"State-gov",167474,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",110713,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +20,"Private",201204,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",197666,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",162002,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +41,"Private",224799,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",89942,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",238685,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +54,"Private",38795,"9th",5,"Separated","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +55,"Private",90414,"Bachelors",13,"Married-spouse-absent","Craft-repair","Unmarried","White","Female",0,0,55,"Ireland","<=50K" +21,"Private",190805,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,32,"United-States","<=50K" +19,"Private",285263,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",177331,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",347530,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +17,"?",210547,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",204752,"12th",8,"Never-married","Sales","Own-child","White","Male",0,0,32,"United-States","<=50K" +74,"Self-emp-not-inc",104001,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",253116,"10th",6,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",169037,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Self-emp-inc",202027,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +45,"Private",170099,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",212847,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,85,"United-States","<=50K" +50,"State-gov",307392,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Private",233428,"HS-grad",9,"Divorced","Exec-managerial","Other-relative","White","Female",0,0,40,"United-States","<=50K" +52,"Private",177995,"1st-4th",2,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,56,"Mexico",">50K" +24,"Private",283613,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,43,"United-States","<=50K" +56,"Self-emp-inc",184598,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,99,"United-States","<=50K" +27,"Private",185647,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Private",179579,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",131679,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +52,"Private",132973,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +22,"Private",154713,"HS-grad",9,"Divorced","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",121718,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Italy","<=50K" +30,"Private",255279,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +55,"Private",202559,"Bachelors",13,"Married-civ-spouse","Other-service","Other-relative","Asian-Pac-Islander","Male",0,0,35,"Philippines","<=50K" +32,"Private",153326,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Other-relative","White","Male",0,0,40,"United-States","<=50K" +28,"Private",75695,"Some-college",10,"Separated","Other-service","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +33,"Self-emp-inc",206609,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"Private",234780,"HS-grad",9,"Never-married","Farming-fishing","Own-child","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",178778,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",171355,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,20,"United-States","<=50K" +63,"Federal-gov",95680,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,18,"United-States",">50K" +67,"Self-emp-not-inc",139960,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-inc",397280,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,72,"?","<=50K" +54,"Private",421561,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +59,"Private",245196,"10th",6,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States",">50K" +18,"Private",27620,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +19,"Private",187570,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +31,"Private",102884,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"Private",228399,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,7,"United-States","<=50K" +37,"Private",176293,"Some-college",10,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +51,"Local-gov",108435,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",278391,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",157941,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Private",182866,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",206512,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +33,"Private",357954,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,35,"India","<=50K" +28,"Private",189346,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,48,"United-States","<=50K" +45,"Private",234652,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +25,"Private",113436,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,15,"United-States","<=50K" +37,"Private",204145,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +59,"Private",157305,"Preschool",1,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"Dominican-Republic","<=50K" +26,"Private",104045,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +48,"Private",280422,"Some-college",10,"Separated","Other-service","Not-in-family","White","Female",0,0,25,"Peru","<=50K" +64,"Federal-gov",173754,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",211154,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",321435,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"State-gov",177083,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +46,"Private",178829,"Masters",14,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Male",0,0,70,"United-States",">50K" +35,"Federal-gov",287658,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States",">50K" +43,"Private",209894,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +31,"Private",334744,"HS-grad",9,"Separated","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",306967,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +35,"Private",52187,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +35,"Private",101978,"HS-grad",9,"Separated","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +35,"State-gov",483530,"Some-college",10,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",77357,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",149770,"Masters",14,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +70,"?",172652,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +46,"Private",188293,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",116608,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,38,"United-States","<=50K" +37,"State-gov",348960,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,36,"United-States",">50K" +24,"Private",329530,"9th",5,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"Mexico","<=50K" +47,"Local-gov",93476,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +35,"Self-emp-not-inc",195744,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +43,"Private",125833,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +18,"State-gov",191117,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +54,"Private",311020,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +62,"Private",210464,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Female",0,0,38,"United-States","<=50K" +36,"Private",135289,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +27,"Private",156266,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +23,"Private",154210,"Some-college",10,"Never-married","Adm-clerical","Other-relative","Asian-Pac-Islander","Male",0,0,14,"Puerto-Rico","<=50K" +33,"Self-emp-not-inc",249249,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",261725,"1st-4th",2,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +22,"Private",239612,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +31,"Self-emp-not-inc",226696,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +26,"Private",190330,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +44,"Private",193755,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +73,"Private",192740,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States","<=50K" +44,"Private",201924,"Bachelors",13,"Divorced","Sales","Unmarried","White","Female",0,0,35,"United-States","<=50K" +35,"Private",77146,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +33,"Private",126414,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"?","<=50K" +27,"Private",43652,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Federal-gov",227244,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,50,"United-States",">50K" +29,"Private",160731,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Private",287878,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,26,"United-States","<=50K" +50,"Private",166758,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +41,"Self-emp-not-inc",254818,"Masters",14,"Divorced","Handlers-cleaners","Unmarried","White","Male",0,0,40,"Peru","<=50K" +19,"?",220517,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +45,"Private",295046,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +42,"State-gov",211915,"Some-college",10,"Separated","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",295621,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,25,"United-States",">50K" +42,"Private",204235,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",186982,"Some-college",10,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States",">50K" +38,"Private",133586,"HS-grad",9,"Married-civ-spouse","Protective-serv","Own-child","White","Male",0,0,45,"United-States","<=50K" +38,"Private",165930,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +37,"Private",164898,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States","<=50K" +24,"Private",278155,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +27,"Self-emp-not-inc",115705,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +25,"Private",150553,"9th",5,"Married-spouse-absent","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +29,"Private",185127,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Private",201595,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States","<=50K" +44,"Self-emp-inc",165815,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,96,"United-States","<=50K" +26,"Private",102420,"Bachelors",13,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"South","<=50K" +46,"Local-gov",344172,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,49,"United-States",">50K" +38,"Private",222450,"Some-college",10,"Separated","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +38,"Private",212245,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"State-gov",190625,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States","<=50K" +33,"Private",203488,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",304260,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +31,"Local-gov",243665,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,41,"United-States",">50K" +26,"Self-emp-not-inc",189238,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,4,"Mexico","<=50K" +42,"Private",77373,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,38,"United-States","<=50K" +27,"Private",410351,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",36385,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +64,"Private",110150,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",198316,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",127772,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",199058,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +56,"Private",285730,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,66,"United-States","<=50K" +25,"Local-gov",334133,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +60,"State-gov",97030,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +52,"Private",67090,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States","<=50K" +46,"Private",182533,"Bachelors",13,"Never-married","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +19,"Private",560804,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +56,"Private",365050,"7th-8th",4,"Never-married","Farming-fishing","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +22,"Private",110200,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",150025,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"?","<=50K" +39,"Private",299828,"5th-6th",3,"Separated","Sales","Unmarried","Black","Female",0,0,30,"Puerto-Rico","<=50K" +28,"Private",109282,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",103435,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",34747,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +39,"Private",137522,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"?",">50K" +39,"Private",286789,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Self-emp-not-inc",211032,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +31,"Private",219318,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,35,"Puerto-Rico","<=50K" +50,"Private",112873,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",73434,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"Germany",">50K" +51,"Private",200576,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +54,"Private",172962,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",44006,"Assoc-voc",11,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",234474,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +37,"Private",212826,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +38,"Private",234901,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Federal-gov",200700,"Assoc-acdm",12,"Married-civ-spouse","Farming-fishing","Husband","Black","Male",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",41258,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +51,"Private",249644,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,48,"United-States",">50K" +60,"?",230165,"Bachelors",13,"Married-civ-spouse","?","Husband","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",351731,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",114765,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",349884,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +28,"Self-emp-inc",204247,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",143392,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",37913,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Italy",">50K" +22,"Self-emp-inc",150683,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,24,"United-States","<=50K" +27,"Private",207611,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,52,"United-States","<=50K" +45,"State-gov",319666,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,43,"United-States","<=50K" +39,"Private",155961,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +25,"Local-gov",117833,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +63,"?",447079,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +24,"Self-emp-inc",142404,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",155752,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +19,"?",252292,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",111450,"12th",8,"Never-married","Other-service","Unmarried","Black","Male",0,0,38,"United-States","<=50K" +20,"Private",528616,"5th-6th",3,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +17,"Self-emp-not-inc",228786,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,24,"United-States","<=50K" +63,"Self-emp-inc",80572,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Local-gov",180271,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,65,"United-States",">50K" +51,"Federal-gov",237819,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +64,"Private",379062,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,12,"United-States","<=50K" +17,"Private",191910,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +18,"Private",312353,"12th",8,"Never-married","Other-service","Own-child","Black","Male",0,0,20,"United-States","<=50K" +31,"Local-gov",213307,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",209057,"Bachelors",13,"Married-spouse-absent","Sales","Own-child","White","Male",0,0,50,"United-States",">50K" +41,"Private",340148,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +27,"Private",94064,"Assoc-voc",11,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",119098,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",388496,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,8,"Puerto-Rico",">50K" +49,"Private",181363,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +58,"?",210031,"HS-grad",9,"Divorced","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +25,"Private",485496,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",210259,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +31,"Private",118551,"9th",5,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"State-gov",242517,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +63,"Private",298113,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",277783,"Masters",14,"Never-married","Farming-fishing","Own-child","White","Male",0,0,99,"United-States","<=50K" +48,"Private",155862,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +51,"Self-emp-not-inc",171924,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +18,"Private",243900,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +23,"Private",231160,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +38,"Private",49020,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",105460,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,20,"England","<=50K" +56,"Private",157749,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +31,"Private",131568,"7th-8th",4,"Divorced","Transport-moving","Unmarried","White","Male",0,0,20,"United-States","<=50K" +46,"Private",332355,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",204501,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +56,"Local-gov",305767,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +31,"Private",129761,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +53,"Private",102828,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +18,"Private",160984,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +20,"?",346341,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +31,"Private",356689,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",394860,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",113129,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,24,"United-States","<=50K" +26,"Private",55929,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Local-gov",177018,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",161141,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",309463,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",49218,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",306850,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",187322,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Male",0,0,45,"United-States","<=50K" +26,"Private",148298,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +47,"Private",34845,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +27,"Private",200733,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,55,"United-States","<=50K" +45,"Private",191858,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +30,"Private",425528,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",0,0,70,"United-States","<=50K" +33,"Private",125856,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",100508,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",148294,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,20,"United-States","<=50K" +42,"Private",39324,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Federal-gov",147397,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,36,"United-States","<=50K" +46,"Private",24728,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +36,"Private",177616,"5th-6th",3,"Separated","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +54,"Private",163826,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",199947,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +26,"Local-gov",386949,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,25,"United-States","<=50K" +36,"Self-emp-inc",116133,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,57,"United-States","<=50K" +56,"Self-emp-not-inc",196307,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +37,"Private",177181,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",324854,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +23,"Private",188505,"Bachelors",13,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +23,"State-gov",502316,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"State-gov",26892,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"Private",102058,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +39,"Private",167728,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +67,"Local-gov",233681,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States","<=50K" +60,"Private",26756,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +54,"Private",101890,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",192337,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"England",">50K" +49,"State-gov",102308,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States",">50K" +19,"Private",84747,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,24,"United-States","<=50K" +20,"Private",197752,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +66,"Private",185336,"HS-grad",9,"Widowed","Sales","Other-relative","White","Female",0,0,35,"United-States","<=50K" +22,"?",289984,"Some-college",10,"Never-married","?","Not-in-family","Black","Female",0,0,25,"United-States","<=50K" +51,"Self-emp-not-inc",125417,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States",">50K" +19,"Private",278480,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",146412,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",193042,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +78,"?",33186,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,60,"United-States","<=50K" +36,"Private",144154,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",194901,"Prof-school",15,"Divorced","Sales","Own-child","White","Male",0,0,55,"United-States","<=50K" +35,"Private",335777,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +46,"Private",139268,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +38,"Private",33887,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +24,"Private",283613,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",141245,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"Puerto-Rico","<=50K" +49,"Private",298130,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",186096,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,30,"United-States","<=50K" +77,"Private",187656,"Some-college",10,"Widowed","Priv-house-serv","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +46,"Private",102308,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,56,"United-States",">50K" +41,"Private",124639,"Some-college",10,"Separated","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +28,"Private",388112,"1st-4th",2,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,77,"Mexico","<=50K" +21,"Private",109952,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",164529,"12th",8,"Never-married","Farming-fishing","Own-child","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",247750,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,45,"United-States","<=50K" +23,"State-gov",103588,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,25,"United-States","<=50K" +29,"Self-emp-not-inc",178551,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",136137,"Some-college",10,"Married-civ-spouse","Exec-managerial","Other-relative","White","Male",0,0,50,"United-States",">50K" +47,"Federal-gov",55377,"Bachelors",13,"Never-married","Adm-clerical","Unmarried","Black","Male",0,0,40,"United-States",">50K" +39,"Local-gov",177728,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Local-gov",243580,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States","<=50K" +21,"?",188535,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",63910,"HS-grad",9,"Divorced","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +23,"Private",219535,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"State-gov",180609,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",59313,"Some-college",10,"Separated","Other-service","Not-in-family","Black","Male",0,0,40,"?","<=50K" +70,"Private",170428,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,20,"Puerto-Rico","<=50K" +66,"Private",193132,"9th",5,"Separated","Other-service","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +57,"Self-emp-inc",124137,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",136629,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Self-emp-inc",148995,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States",">50K" +24,"?",203076,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",63424,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +43,"Private",241895,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",266973,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +32,"Private",188048,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",366929,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +33,"Private",214129,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",250818,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Local-gov",240979,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +35,"Private",98283,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"India",">50K" +39,"Private",103710,"HS-grad",9,"Never-married","Sales","Unmarried","White","Female",0,0,60,"United-States","<=50K" +24,"Private",159580,"Bachelors",13,"Never-married","Other-service","Own-child","Black","Female",0,0,75,"United-States","<=50K" +45,"Private",117409,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",140001,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"State-gov",31650,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Other-relative","White","Female",0,0,45,"United-States","<=50K" +35,"State-gov",80771,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",66278,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",206609,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"Private",282461,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +31,"Private",188246,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"Private",279763,"11th",7,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,25,"United-States","<=50K" +44,"Private",467799,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",137674,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +50,"Private",158284,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",204219,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +28,"State-gov",210498,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Federal-gov",63526,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +38,"Federal-gov",216924,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",372559,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +50,"Private",168539,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Local-gov",189911,"11th",7,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",204450,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +53,"Private",311350,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",113750,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",359591,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",301199,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,24,"United-States","<=50K" +38,"State-gov",267540,"Some-college",10,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +52,"Private",185407,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"Poland",">50K" +48,"Self-emp-inc",191277,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +30,"Private",78980,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",216999,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +33,"Local-gov",120508,"Bachelors",13,"Divorced","Protective-serv","Unmarried","White","Female",0,0,60,"Germany","<=50K" +33,"Private",122612,"HS-grad",9,"Married-spouse-absent","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,35,"Thailand","<=50K" +20,"Private",94057,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +41,"State-gov",197558,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",121761,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,50,"?","<=50K" +36,"Federal-gov",184556,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +46,"Private",268281,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",235646,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",186909,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +62,"Private",35783,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +33,"Private",188861,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",363591,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +18,"Private",469921,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +32,"Private",51150,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",174325,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",347530,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +50,"Private",72351,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +42,"Local-gov",185129,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,43,"?",">50K" +36,"Private",188571,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",255252,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",291951,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",223046,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",37937,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,43,"United-States","<=50K" +38,"Private",295127,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",183801,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,14,"United-States","<=50K" +40,"Private",116218,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +40,"Private",143069,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",235951,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +57,"Private",112840,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Federal-gov",43705,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +48,"Private",101299,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +45,"Private",96798,"5th-6th",3,"Divorced","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +24,"Private",194654,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"State-gov",206889,"Assoc-acdm",12,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",200679,"HS-grad",9,"Never-married","Farming-fishing","Own-child","Black","Male",0,0,50,"United-States","<=50K" +71,"Private",183678,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,16,"United-States","<=50K" +17,"Private",33138,"12th",8,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",188576,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +33,"Private",169496,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",58124,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",356344,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",444134,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,15,"United-States","<=50K" +18,"?",340117,"11th",7,"Never-married","?","Unmarried","Black","Female",0,0,50,"United-States","<=50K" +34,"Private",219619,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"?",334585,"10th",6,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States","<=50K" +27,"Local-gov",331046,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +46,"?",443179,"Bachelors",13,"Divorced","?","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +24,"Private",100345,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +23,"Private",205653,"Bachelors",13,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +33,"Private",112383,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",135568,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",190532,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +53,"Federal-gov",266598,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Local-gov",116608,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States",">50K" +36,"Private",353263,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States",">50K" +25,"State-gov",157617,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Federal-gov",21698,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",77143,"12th",8,"Separated","Transport-moving","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +18,"State-gov",342852,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",176602,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",146343,"Some-college",10,"Married-civ-spouse","Sales","Wife","Black","Female",0,0,40,"United-States","<=50K" +22,"Private",215546,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +50,"State-gov",173020,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"?",247734,"Bachelors",13,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +44,"Private",252202,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",497300,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",426431,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Federal-gov",162410,"Some-college",10,"Widowed","Tech-support","Not-in-family","White","Female",0,0,45,"United-States",">50K" +77,"?",143516,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States",">50K" +25,"Private",190350,"10th",6,"Married-civ-spouse","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +20,"Private",194504,"Some-college",10,"Separated","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +46,"Federal-gov",110884,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +26,"Private",187652,"Assoc-acdm",12,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",81400,"1st-4th",2,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,25,"El-Salvador","<=50K" +70,"?",97831,"HS-grad",9,"Widowed","?","Unmarried","White","Female",0,0,4,"United-States","<=50K" +57,"Private",180920,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",189186,"Assoc-voc",11,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"?",144172,"Assoc-acdm",12,"Married-civ-spouse","?","Wife","White","Female",0,0,16,"United-States","<=50K" +32,"Private",207301,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",293073,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +36,"Private",210452,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,45,"United-States","<=50K" +19,"Private",41400,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +27,"Private",164170,"Bachelors",13,"Never-married","Tech-support","Unmarried","Asian-Pac-Islander","Female",0,0,20,"Philippines","<=50K" +48,"Private",112906,"Masters",14,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States",">50K" +49,"Self-emp-not-inc",126268,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +61,"Private",28291,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Female",0,0,82,"United-States","<=50K" +42,"Federal-gov",31621,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Local-gov",108386,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",134727,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",208391,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",112271,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Private",173350,"Assoc-voc",11,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",243190,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,20,"India",">50K" +55,"Private",185436,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +36,"Private",290409,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",80058,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,48,"United-States","<=50K" +56,"Local-gov",370045,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",231180,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",119793,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,60,"United-States","<=50K" +38,"Private",102178,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +76,"?",135039,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +35,"?",317780,"Some-college",10,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",232840,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,43,"United-States","<=50K" +35,"Private",33975,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",256997,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Private",298301,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",310380,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +45,"Local-gov",182100,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",501172,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Mexico","<=50K" +43,"State-gov",143939,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States",">50K" +23,"Private",85088,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,37,"United-States","<=50K" +39,"Private",230054,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +63,"Private",236338,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,35,"United-States","<=50K" +37,"Private",321943,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Federal-gov",218782,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Other","Male",0,0,40,"United-States","<=50K" +33,"Private",191385,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"Canada","<=50K" +45,"Self-emp-inc",185497,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","Asian-Pac-Islander","Female",0,0,70,"?","<=50K" +28,"Private",126129,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",199268,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +34,"Private",255693,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States","<=50K" +34,"Private",203488,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",203233,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",203836,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Private",116358,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +43,"Self-emp-not-inc",89636,"Bachelors",13,"Married-civ-spouse","Sales","Wife","Asian-Pac-Islander","Female",0,0,60,"South","<=50K" +49,"Private",120629,"Some-college",10,"Widowed","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +26,"Local-gov",150226,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,35,"United-States","<=50K" +28,"Private",137898,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +54,"Self-emp-inc",146574,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",88725,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Other","Female",0,0,40,"?","<=50K" +24,"Private",142022,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +23,"Private",284898,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,30,"United-States","<=50K" +55,"Local-gov",212448,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",203039,"9th",5,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",227489,"HS-grad",9,"Never-married","Tech-support","Other-relative","Black","Male",0,0,40,"?","<=50K" +19,"Private",105289,"10th",6,"Never-married","Other-service","Other-relative","Black","Female",0,0,20,"United-States","<=50K" +28,"?",223745,"Some-college",10,"Never-married","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Private",242994,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +30,"Private",196385,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +76,"Private",116202,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,33,"United-States","<=50K" +47,"Private",140045,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",226585,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States",">50K" +24,"Private",85041,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +24,"Private",216563,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +43,"Local-gov",231964,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",263855,"12th",8,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +40,"Private",124915,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Federal-gov",178312,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"State-gov",39236,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +52,"Private",75839,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",176711,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"?",34307,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",331776,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",111469,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"State-gov",198965,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",288185,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +21,"Private",198050,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +37,"Private",173128,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",173704,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",323269,"Some-college",10,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,40,"United-States","<=50K" +32,"Private",133503,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",172296,"Some-college",10,"Separated","Sales","Unmarried","White","Male",0,0,60,"United-States","<=50K" +39,"?",201105,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,30,"United-States","<=50K" +23,"Private",176486,"Some-college",10,"Never-married","Other-service","Other-relative","White","Female",0,0,25,"United-States","<=50K" +25,"Self-emp-inc",182750,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States",">50K" +23,"Private",82497,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,28,"United-States","<=50K" +47,"Private",208872,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",145269,"11th",7,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +25,"Private",19214,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",149347,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +68,"?",53850,"7th-8th",4,"Married-civ-spouse","?","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +47,"Private",152073,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",189623,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Private",341368,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",270572,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +30,"Private",285295,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +17,"Private",126779,"11th",7,"Never-married","Other-service","Own-child","Black","Male",0,0,20,"United-States","<=50K" +49,"?",202874,"HS-grad",9,"Separated","?","Unmarried","White","Female",0,0,40,"Columbia","<=50K" +27,"Private",373499,"5th-6th",3,"Never-married","Other-service","Not-in-family","White","Male",0,0,60,"El-Salvador","<=50K" +22,"Private",244773,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,0,15,"United-States","<=50K" +22,"State-gov",96862,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Private",162632,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,2,"United-States","<=50K" +51,"Self-emp-not-inc",159755,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,38,"United-States",">50K" +27,"Private",37088,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,30,"United-States","<=50K" +27,"Private",335421,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +23,"Never-worked",188535,"7th-8th",4,"Divorced","?","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +20,"State-gov",349365,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",33002,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States","<=50K" +45,"Private",146857,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States",">50K" +35,"Private",275522,"7th-8th",4,"Widowed","Other-service","Unmarried","White","Female",0,0,80,"United-States","<=50K" +22,"Private",43646,"HS-grad",9,"Married-civ-spouse","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",154548,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +28,"Private",47907,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",238397,"Bachelors",13,"Divorced","Priv-house-serv","Unmarried","White","Female",0,0,24,"United-States","<=50K" +48,"Local-gov",195949,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,42,"United-States",">50K" +22,"?",354351,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",349169,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +25,"Private",158662,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,50,"United-States",">50K" +23,"Local-gov",23438,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",107302,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +43,"Private",174196,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +49,"Local-gov",226871,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States",">50K" +23,"Private",124971,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Private",214061,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",441700,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-inc",104892,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,58,"United-States",">50K" +34,"Private",234386,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +29,"Local-gov",188278,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",244395,"11th",7,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",30916,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +48,"Private",219565,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",377486,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,36,"United-States","<=50K" +42,"Local-gov",137232,"HS-grad",9,"Divorced","Protective-serv","Unmarried","White","Female",0,0,50,"United-States","<=50K" +53,"Private",233369,"Some-college",10,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",71067,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +59,"Private",195176,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,72,"United-States","<=50K" +31,"Private",98639,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +34,"Private",183778,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"?",147471,"HS-grad",9,"Divorced","?","Own-child","White","Female",0,0,10,"United-States","<=50K" +46,"Private",81497,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +45,"Private",189225,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",141264,"Some-college",10,"Never-married","Exec-managerial","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",97939,"Assoc-acdm",12,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +44,"Private",160829,"Bachelors",13,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,20,"United-States",">50K" +25,"Private",483822,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"El-Salvador","<=50K" +48,"State-gov",148738,"Some-college",10,"Divorced","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",289982,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",146706,"Some-college",10,"Married-civ-spouse","Sales","Other-relative","White","Female",0,0,30,"United-States","<=50K" +23,"Private",420973,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +71,"Private",124959,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"State-gov",121471,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",280758,"11th",7,"Never-married","Craft-repair","Other-relative","White","Male",0,0,60,"United-States","<=50K" +40,"Private",191544,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +30,"Private",261023,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,50,"United-States","<=50K" +30,"State-gov",231043,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",340917,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",370795,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +39,"Federal-gov",209609,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States","<=50K" +74,"Private",209454,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",88922,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +64,"Private",86972,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",134367,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,37,"United-States",">50K" +47,"Private",199058,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",183612,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",191982,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States",">50K" +22,"Private",514033,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,80,"United-States","<=50K" +56,"Private",172364,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",190105,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,55,"United-States","<=50K" +30,"Self-emp-inc",119422,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +20,"Private",236592,"12th",8,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"Italy","<=50K" +43,"Private",194636,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +23,"Private",235853,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",150528,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +30,"Private",213722,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",41432,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,46,"United-States","<=50K" +22,"Private",285775,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",470663,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +54,"Self-emp-not-inc",114520,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",113466,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",224559,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +59,"Private",186385,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"?",167094,"10th",6,"Divorced","?","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +18,"?",216508,"12th",8,"Never-married","?","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +41,"Local-gov",384236,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",181265,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States","<=50K" +58,"Private",190997,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",98287,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Private",103456,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",165622,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +29,"Private",101597,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,54,"United-States","<=50K" +53,"Private",146378,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Local-gov",152163,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"State-gov",106812,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +45,"Private",187581,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",135296,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Private",210736,"10th",6,"Married-spouse-absent","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +21,"Private",210165,"9th",5,"Married-spouse-absent","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",224584,"Some-college",10,"Divorced","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",80771,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +46,"Private",164733,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,41,"United-States","<=50K" +31,"Self-emp-not-inc",119411,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,60,"United-States",">50K" +68,"Local-gov",177596,"10th",6,"Separated","Other-service","Not-in-family","Black","Female",0,0,90,"United-States","<=50K" +43,"?",396116,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",185251,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Private",173590,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,3,"United-States","<=50K" +56,"Federal-gov",196307,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"?",293091,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,12,"United-States","<=50K" +21,"Private",51047,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +52,"Local-gov",152795,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",121548,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,25,"United-States","<=50K" +29,"Private",244566,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +36,"Private",75073,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,55,"United-States","<=50K" +29,"Private",179008,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States","<=50K" +21,"Private",170800,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +58,"Private",373344,"1st-4th",2,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",127961,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",99392,"Some-college",10,"Divorced","Craft-repair","Not-in-family","Black","Female",0,0,45,"United-States","<=50K" +30,"Private",392812,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"Germany","<=50K" +29,"Private",262478,"HS-grad",9,"Never-married","Farming-fishing","Own-child","Black","Male",0,0,30,"United-States","<=50K" +48,"Self-emp-not-inc",32825,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",167380,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",203204,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,25,"United-States",">50K" +35,"Federal-gov",105138,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +24,"Private",182276,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,25,"United-States","<=50K" +20,"Private",275385,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,45,"United-States","<=50K" +30,"Self-emp-not-inc",292472,"Some-college",10,"Married-civ-spouse","Sales","Husband","Amer-Indian-Eskimo","Male",0,0,55,"United-States",">50K" +19,"Self-emp-not-inc",73514,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,30,"United-States","<=50K" +26,"Private",199600,"HS-grad",9,"Never-married","Sales","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",202560,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",99309,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,50,"United-States","<=50K" +30,"Private",287986,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",119411,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",198668,"7th-8th",4,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",117583,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",234664,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"?",114357,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"State-gov",176949,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,52,"United-States","<=50K" +33,"Private",189710,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"Mexico","<=50K" +65,"Private",205309,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,24,"United-States","<=50K" +34,"Private",195576,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +20,"Private",216825,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,25,"Mexico","<=50K" +23,"?",329174,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",197036,"10th",6,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",206512,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +37,"Private",312766,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",124827,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",77820,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Private",190115,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +44,"Private",106682,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +32,"Local-gov",42596,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",143058,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States",">50K" +53,"Private",102615,"11th",7,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"Canada","<=50K" +43,"Private",240124,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",132565,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +52,"Private",96359,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,57,"United-States",">50K" +20,"Private",165201,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,4,"United-States","<=50K" +45,"Private",264526,"Assoc-acdm",12,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",37359,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +61,"?",232618,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Local-gov",115497,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",157747,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States","<=50K" +27,"Self-emp-not-inc",41099,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +38,"Private",472604,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"Mexico","<=50K" +33,"Private",348618,"5th-6th",3,"Married-spouse-absent","Transport-moving","Unmarried","Other","Male",0,0,20,"El-Salvador","<=50K" +43,"Private",135606,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +36,"Private",248445,"HS-grad",9,"Separated","Transport-moving","Other-relative","White","Male",0,0,60,"Mexico","<=50K" +38,"Private",112093,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Local-gov",197552,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",303822,"10th",6,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",288566,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"?",487411,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +39,"State-gov",239409,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,50,"United-States","<=50K" +47,"State-gov",118447,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +46,"Private",234690,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"?",141003,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,60,"United-States","<=50K" +45,"Private",190482,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +55,"Private",381965,"Bachelors",13,"Married-civ-spouse","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +68,"Private",186943,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,8,"United-States","<=50K" +39,"Private",142707,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",53447,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",127772,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",344414,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",194138,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +49,"?",558183,"Assoc-voc",11,"Married-spouse-absent","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",150154,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",306114,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +72,"?",177121,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,3,"United-States","<=50K" +58,"Local-gov",368797,"Masters",14,"Widowed","Prof-specialty","Unmarried","White","Male",0,0,35,"United-States",">50K" +43,"Self-emp-inc",175715,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,55,"United-States","<=50K" +62,"Private",416829,"11th",7,"Separated","Other-service","Not-in-family","Black","Female",0,0,21,"United-States","<=50K" +21,"Private",350001,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,20,"United-States","<=50K" +26,"Private",339952,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +27,"Private",114967,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Local-gov",166039,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",250135,"HS-grad",9,"Never-married","Prof-specialty","Other-relative","White","Female",0,0,40,"United-States","<=50K" +29,"Private",103628,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +58,"Private",430005,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Self-emp-inc",106517,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",162236,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Private",92430,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",169388,"11th",7,"Divorced","Other-service","Unmarried","White","Female",0,0,15,"United-States","<=50K" +35,"Private",150057,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",75742,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +33,"Private",177675,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"Germany",">50K" +49,"Local-gov",193249,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",266072,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,20,"El-Salvador","<=50K" +28,"?",80165,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +25,"Private",339324,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +69,"?",111238,"9th",5,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +41,"Self-emp-not-inc",284086,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +31,"Private",206051,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",426263,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States",">50K" +40,"Private",277647,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",193061,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +50,"Private",121411,"12th",8,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",89202,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,50,"United-States","<=50K" +17,"Private",232900,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +30,"Local-gov",319280,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +79,"?",165209,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",193494,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +67,"Self-emp-not-inc",195066,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",99146,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +35,"Private",92028,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",174419,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",57916,"7th-8th",4,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",383384,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",109813,"11th",7,"Never-married","Tech-support","Other-relative","White","Male",0,0,40,"United-States","<=50K" +17,"Private",174298,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +28,"Private",263614,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",96128,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Private",220262,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",35340,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +47,"Private",280483,"HS-grad",9,"Separated","Craft-repair","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",351324,"Some-college",10,"Never-married","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",58602,"5th-6th",3,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +37,"Private",64922,"Bachelors",13,"Separated","Other-service","Not-in-family","White","Male",0,0,70,"England","<=50K" +43,"Private",185832,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States",">50K" +39,"Federal-gov",32312,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +47,"Self-emp-not-inc",109421,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +42,"Private",183205,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +48,"Local-gov",145886,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,60,"United-States","<=50K" +27,"Private",244566,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",253801,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Ecuador","<=50K" +22,"Private",181313,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +37,"State-gov",150566,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +38,"Private",237713,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +48,"Local-gov",187969,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,80,"United-States","<=50K" +46,"Self-emp-not-inc",224108,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States","<=50K" +51,"Private",174754,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,38,"United-States","<=50K" +35,"Private",167062,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",190325,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,30,"United-States","<=50K" +45,"Private",108859,"HS-grad",9,"Separated","Craft-repair","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",344351,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +73,"Private",153127,"Some-college",10,"Widowed","Priv-house-serv","Unmarried","White","Female",0,0,10,"United-States","<=50K" +52,"Private",180881,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",183066,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Federal-gov",339002,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",185480,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"?",">50K" +20,"Private",172047,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,10,"United-States","<=50K" +37,"Private",302604,"Some-college",10,"Separated","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +40,"Private",248094,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",36467,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +29,"Private",53181,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +20,"Private",181032,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",248990,"11th",7,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",117381,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,80,"United-States",">50K" +18,"?",173125,"12th",8,"Never-married","?","Own-child","White","Female",0,0,24,"United-States","<=50K" +33,"?",316663,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,50,"United-States","<=50K" +26,"Private",154966,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +24,"Private",198259,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +33,"Private",167939,"HS-grad",9,"Married-civ-spouse","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +23,"Private",131275,"HS-grad",9,"Never-married","Craft-repair","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +20,"?",236523,"10th",6,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",272950,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +37,"Private",174503,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +24,"Private",116800,"Assoc-voc",11,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,35,"United-States","<=50K" +38,"Private",110713,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +50,"Private",202044,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,45,"United-States","<=50K" +44,"Private",300528,"11th",7,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",133126,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +37,"Private",74593,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States","<=50K" +44,"Private",302424,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +21,"Private",344492,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +31,"Private",349148,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",234699,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","Black","Female",0,0,60,"United-States",">50K" +20,"Local-gov",243178,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Private",189728,"HS-grad",9,"Separated","Priv-house-serv","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +47,"Self-emp-not-inc",318593,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,25,"United-States","<=50K" +41,"Private",108681,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +40,"Private",187376,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +41,"State-gov",75409,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +49,"Private",266150,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +65,"Private",271092,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"?","<=50K" +50,"Private",135643,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Other-relative","Asian-Pac-Islander","Female",0,0,40,"China","<=50K" +59,"Private",46466,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",130652,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +45,"Private",195554,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +17,"Private",244589,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-inc",271901,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,32,"United-States",">50K" +73,"Private",139978,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",180446,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +64,"?",178724,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States","<=50K" +38,"State-gov",341643,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +37,"Federal-gov",289653,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",187891,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",116338,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +54,"Federal-gov",439608,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +65,"Private",330144,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",251905,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"Private",218955,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",188972,"Doctorate",16,"Separated","Prof-specialty","Unmarried","White","Female",0,0,10,"Canada","<=50K" +60,"Self-emp-not-inc",25825,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States",">50K" +62,"Private",116104,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,20,"Germany","<=50K" +20,"Private",194891,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"?",285131,"Assoc-acdm",12,"Never-married","?","Unmarried","White","Male",0,0,20,"United-States","<=50K" +29,"State-gov",409201,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +74,"Private",97167,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,15,"United-States","<=50K" +37,"Local-gov",244803,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?","<=50K" +51,"Self-emp-not-inc",115851,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",118058,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +42,"Private",258589,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States",">50K" +26,"Private",158810,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +58,"Self-emp-not-inc",165695,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +30,"?",97281,"Some-college",10,"Separated","?","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +23,"Private",170482,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,45,"United-States","<=50K" +35,"Private",241001,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,44,"United-States","<=50K" +50,"Private",165001,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"?",297117,"11th",7,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",340260,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,48,"United-States","<=50K" +31,"Private",96480,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +30,"Private",185177,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,49,"United-States","<=50K" +84,"Self-emp-inc",172907,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States",">50K" +35,"Self-emp-not-inc",308874,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",54098,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States",">50K" +46,"Private",288608,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",254148,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +37,"Private",111128,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",171116,"HS-grad",9,"Divorced","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Federal-gov",276776,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",152878,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",149211,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",58343,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States","<=50K" +38,"Private",127601,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",0,0,35,"United-States","<=50K" +29,"Private",357781,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",137367,"Some-college",10,"Never-married","Handlers-cleaners","Other-relative","Asian-Pac-Islander","Male",0,0,44,"Philippines","<=50K" +34,"Private",110978,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +31,"Private",34503,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",223515,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",372525,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,48,"United-States","<=50K" +32,"Private",116365,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States","<=50K" +36,"Private",111268,"Assoc-acdm",12,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +78,"?",83511,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Portugal","<=50K" +46,"Self-emp-not-inc",199596,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +18,"Private",301867,"HS-grad",9,"Never-married","Sales","Own-child","Amer-Indian-Eskimo","Female",0,0,20,"United-States","<=50K" +57,"Private",191983,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,50,"United-States","<=50K" +37,"Private",105803,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",456236,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",116255,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +32,"Private",235109,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Federal-gov",91716,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +70,"Private",235781,"Some-college",10,"Divorced","Farming-fishing","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +40,"Private",136986,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Self-emp-not-inc",33658,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",53878,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +29,"Private",200928,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",173736,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +28,"Private",214385,"Assoc-voc",11,"Never-married","Exec-managerial","Own-child","Black","Female",0,0,40,"United-States","<=50K" +58,"Private",102509,"10th",6,"Divorced","Transport-moving","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +18,"Private",329054,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +40,"Private",274158,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-inc",241153,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +45,"Private",229516,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,72,"Mexico","<=50K" +62,"?",250091,"Bachelors",13,"Divorced","?","Not-in-family","White","Male",0,0,5,"United-States","<=50K" +24,"State-gov",247075,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +22,"Private",315524,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,30,"Dominican-Republic","<=50K" +23,"Private",126945,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",29874,"Some-college",10,"Separated","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States",">50K" +28,"Private",115579,"Assoc-voc",11,"Never-married","Tech-support","Own-child","White","Female",0,0,38,"United-States","<=50K" +44,"Private",56483,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,37,"United-States","<=50K" +73,"?",89852,"1st-4th",2,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Portugal","<=50K" +24,"Private",420779,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Black","Male",0,0,35,"United-States","<=50K" +24,"Private",255474,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",241444,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,50,"Puerto-Rico","<=50K" +43,"Private",85995,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +67,"Self-emp-inc",116986,"12th",8,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States","<=50K" +31,"Private",217962,"12th",8,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"?","<=50K" +43,"Private",184099,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",117816,"7th-8th",4,"Divorced","Handlers-cleaners","Other-relative","White","Male",0,0,70,"United-States","<=50K" +23,"Private",263899,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,20,"Haiti","<=50K" +26,"Private",45869,"Bachelors",13,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Private",186539,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",326310,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +55,"Local-gov",84564,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,39,"United-States","<=50K" +49,"Private",247294,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +34,"Private",72793,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +29,"Private",261375,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,60,"United-States","<=50K" +50,"Private",77905,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +19,"Private",66838,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,9,"United-States","<=50K" +66,"Private",180211,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,30,"Philippines","<=50K" +65,"?",79272,"Some-college",10,"Widowed","?","Not-in-family","Asian-Pac-Islander","Female",0,0,6,"United-States","<=50K" +60,"Private",101198,"Assoc-voc",11,"Divorced","Other-service","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +60,"Private",80574,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,38,"United-States","<=50K" +19,"Private",198663,"HS-grad",9,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Self-emp-inc",160340,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +58,"State-gov",69579,"Some-college",10,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +18,"Self-emp-not-inc",379242,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +26,"Private",259505,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Federal-gov",171335,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +19,"?",541282,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Federal-gov",155970,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",99682,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,52,"Canada",">50K" +23,"Private",117789,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"Private",296158,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Local-gov",78859,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +59,"?",188070,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,35,"United-States",">50K" +50,"Private",189811,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",360593,"HS-grad",9,"Divorced","Sales","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +40,"Private",145504,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Black","Male",0,0,40,"United-States","<=50K" +19,"Private",459248,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +30,"?",288419,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Mexico","<=50K" +42,"State-gov",126094,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Male",0,0,39,"United-States","<=50K" +23,"Private",209483,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,50,"United-States","<=50K" +21,"Private",210355,"11th",7,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +28,"Private",84547,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +50,"?",260579,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",105585,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,25,"United-States","<=50K" +21,"Private",132320,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +21,"Private",129172,"Some-college",10,"Never-married","Other-service","Other-relative","White","Male",0,0,16,"United-States","<=50K" +45,"Self-emp-not-inc",222374,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-inc",201498,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",114157,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Local-gov",148121,"Bachelors",13,"Married-spouse-absent","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +73,"?",84053,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +34,"Private",96480,"Some-college",10,"Separated","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",179423,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +58,"State-gov",123329,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +41,"Private",134130,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +53,"Private",188644,"Preschool",1,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +40,"Private",226388,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +18,"Private",28648,"11th",7,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +37,"State-gov",34996,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",281422,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,45,"United-States","<=50K" +22,"Private",214716,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"Private",314177,"10th",6,"Never-married","Handlers-cleaners","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +51,"Private",112310,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +63,"Private",203783,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,72,"United-States","<=50K" +29,"Private",205499,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,45,"United-States","<=50K" +44,"Private",155701,"7th-8th",4,"Separated","Other-service","Unmarried","White","Female",0,0,38,"Peru","<=50K" +37,"State-gov",186934,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Federal-gov",209433,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +31,"Private",80933,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States","<=50K" +20,"Private",102607,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +24,"Self-emp-not-inc",102942,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +56,"State-gov",175057,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Federal-gov",68781,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States","<=50K" +29,"Private",108594,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",56269,"Some-college",10,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",152503,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,45,"United-States","<=50K" +38,"Self-emp-inc",206951,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States","<=50K" +23,"Private",82393,"9th",5,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Male",0,0,20,"Philippines","<=50K" +37,"Private",167396,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Guatemala","<=50K" +30,"Self-emp-not-inc",123397,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +58,"?",147653,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,36,"United-States","<=50K" +42,"Private",118652,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",182689,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-inc",60949,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +49,"Private",129513,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",84306,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",117507,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +22,"Private",88050,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,6,"United-States","<=50K" +22,"Private",305498,"HS-grad",9,"Divorced","Sales","Own-child","White","Female",0,0,33,"United-States","<=50K" +17,"Private",295308,"11th",7,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,20,"United-States","<=50K" +47,"Private",114459,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",176017,"10th",6,"Never-married","Other-service","Other-relative","White","Male",0,0,15,"United-States","<=50K" +39,"Private",248445,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +23,"Private",214542,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +41,"Private",384508,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Federal-gov",403489,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +21,"Private",254904,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +33,"Private",98995,"10th",6,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +17,"?",237078,"11th",7,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +41,"Private",193995,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +19,"Private",205829,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +38,"Federal-gov",205852,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States",">50K" +24,"Private",37072,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"State-gov",122353,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +19,"Private",100009,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +31,"?",37030,"Assoc-acdm",12,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +42,"Private",135056,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +36,"Private",135162,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,45,"?","<=50K" +29,"Private",280618,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",226717,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +47,"Local-gov",173938,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",291355,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +61,"Federal-gov",160155,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Self-emp-not-inc",29762,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"?",82473,"9th",5,"Divorced","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +59,"Private",172071,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,38,"Jamaica","<=50K" +29,"Private",166210,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +26,"Private",330263,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",247043,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Federal-gov",155238,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",130557,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",56986,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,18,"United-States","<=50K" +29,"Private",220692,"Assoc-voc",11,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",121650,"5th-6th",3,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,30,"United-States","<=50K" +67,"Private",174603,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +29,"Private",341846,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +32,"Private",34437,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",141058,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,62,"Mexico","<=50K" +49,"Private",192323,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",117674,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"?","<=50K" +39,"Private",28572,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",120277,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",164309,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +47,"Federal-gov",102771,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",147951,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,1,"United-States","<=50K" +44,"Private",173888,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,80,"United-States",">50K" +25,"Private",247006,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +23,"Private",82889,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,16,"United-States","<=50K" +52,"Private",259363,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +62,"Federal-gov",159165,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +31,"Private",112062,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",299050,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +22,"?",186452,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,36,"United-States","<=50K" +53,"Private",548580,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Guatemala","<=50K" +25,"Private",234057,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",241350,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",278322,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",157443,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",0,0,27,"Taiwan",">50K" +44,"Self-emp-not-inc",37618,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Local-gov",238582,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,41,"United-States",">50K" +37,"State-gov",28887,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",77820,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +22,"Private",110946,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Local-gov",230420,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",206521,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"?",156877,"HS-grad",9,"Divorced","?","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +28,"Local-gov",283227,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States","<=50K" +28,"Private",141957,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",58337,"10th",6,"Never-married","Sales","Unmarried","White","Female",0,0,35,"?","<=50K" +73,"Local-gov",161027,"5th-6th",3,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,20,"United-States","<=50K" +37,"Self-emp-not-inc",31670,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"Private",205844,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Black","Female",0,0,65,"United-States","<=50K" +30,"State-gov",46144,"HS-grad",9,"Married-AF-spouse","Adm-clerical","Own-child","White","Female",0,0,38,"United-States","<=50K" +38,"Private",168055,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",98350,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +69,"?",182668,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,45,"United-States",">50K" +42,"Private",334522,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +54,"State-gov",187686,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +27,"State-gov",365916,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,58,"United-States","<=50K" +39,"Private",190719,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +27,"Private",218184,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"Jamaica","<=50K" +30,"Private",222162,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,66,"United-States","<=50K" +37,"Private",267085,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Federal-gov",307555,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States",">50K" +36,"Private",229180,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"Cuba","<=50K" +22,"Private",279041,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,10,"United-States","<=50K" +21,"Private",312017,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +76,"Private",70697,"7th-8th",4,"Widowed","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +22,"?",263970,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +37,"Private",188774,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",302770,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +29,"Private",183639,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,97,"United-States","<=50K" +29,"Private",178551,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",175343,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +73,"Self-emp-not-inc",190078,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States","<=50K" +43,"Private",117627,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +39,"Private",108419,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +74,"Private",183701,"10th",6,"Widowed","Other-service","Not-in-family","Black","Female",0,0,6,"United-States","<=50K" +27,"State-gov",208406,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +47,"Private",148884,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +90,"Private",87285,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,24,"United-States","<=50K" +47,"Private",199058,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +42,"Private",173628,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +69,"Private",370837,"Bachelors",13,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"?",179484,"12th",8,"Never-married","?","Own-child","Other","Male",0,0,40,"United-States","<=50K" +23,"Private",342769,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +44,"Local-gov",65145,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States","<=50K" +47,"Local-gov",272182,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +33,"Private",252168,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +48,"Private",80430,"11th",7,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +39,"Private",189623,"Bachelors",13,"Divorced","Sales","Unmarried","White","Male",0,0,60,"United-States","<=50K" +18,"?",28357,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +52,"Private",226084,"HS-grad",9,"Widowed","Priv-house-serv","Other-relative","White","Female",0,0,40,"United-States","<=50K" +18,"Private",150817,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +27,"Self-emp-inc",190911,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,45,"United-States","<=50K" +45,"Local-gov",255559,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +79,"?",142370,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",0,0,10,"United-States","<=50K" +24,"Private",173679,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +25,"Private",35854,"Some-college",10,"Married-spouse-absent","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",82161,"10th",6,"Widowed","Transport-moving","Unmarried","White","Male",0,0,35,"United-States","<=50K" +63,"Self-emp-not-inc",129845,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",226505,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,46,"United-States",">50K" +42,"Private",136419,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Private",66460,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +63,"Local-gov",379940,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Local-gov",102936,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,55,"United-States","<=50K" +65,"Private",205309,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,20,"United-States","<=50K" +30,"?",156890,"10th",6,"Divorced","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +46,"Private",137547,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +23,"Private",220168,"HS-grad",9,"Never-married","Sales","Other-relative","Black","Female",0,0,25,"Jamaica","<=50K" +47,"Local-gov",37672,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States","<=50K" +20,"Private",196643,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +21,"?",355686,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,10,"United-States","<=50K" +28,"Private",197484,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +61,"Local-gov",115023,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"State-gov",234824,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,72,"United-States","<=50K" +30,"State-gov",361497,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,72,"United-States",">50K" +29,"Private",351871,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +39,"Private",324231,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",123490,"11th",7,"Divorced","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +32,"Private",188245,"11th",7,"Never-married","Priv-house-serv","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +63,"Private",50349,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,34,"United-States","<=50K" +19,"Self-emp-not-inc",47176,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +57,"State-gov",290661,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States",">50K" +41,"Private",221172,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",188950,"Assoc-voc",11,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",356882,"Doctorate",16,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +43,"Self-emp-inc",150533,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +64,"Self-emp-not-inc",167149,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,25,"United-States","<=50K" +56,"Private",301835,"5th-6th",3,"Separated","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",313729,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",130957,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +17,"Private",197732,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,12,"United-States","<=50K" +17,"Private",250541,"10th",6,"Never-married","Other-service","Own-child","Black","Male",0,0,20,"United-States","<=50K" +29,"Private",218785,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,65,"United-States","<=50K" +23,"?",232512,"HS-grad",9,"Separated","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Private",194630,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +39,"Private",38721,"HS-grad",9,"Divorced","Priv-house-serv","Unmarried","White","Female",0,0,22,"United-States","<=50K" +36,"Private",201519,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +50,"Private",279337,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States",">50K" +31,"Private",87560,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +56,"Private",208431,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","Black","Female",0,0,32,"United-States","<=50K" +20,"Private",163205,"Some-college",10,"Separated","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +33,"State-gov",137616,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +45,"Private",117556,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +33,"Self-emp-not-inc",24504,"HS-grad",9,"Separated","Craft-repair","Other-relative","White","Male",0,0,50,"United-States","<=50K" +27,"?",157624,"HS-grad",9,"Separated","?","Other-relative","White","Female",0,0,40,"United-States","<=50K" +36,"Private",181721,"10th",6,"Never-married","Farming-fishing","Own-child","Black","Male",0,0,60,"United-States","<=50K" +42,"Local-gov",55363,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +33,"Private",92865,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",258633,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"?","<=50K" +52,"Federal-gov",221532,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +41,"Local-gov",183224,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",0,0,40,"Taiwan",">50K" +30,"Private",381153,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",300871,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",158333,"5th-6th",3,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"Columbia","<=50K" +36,"Private",288103,"11th",7,"Separated","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",108907,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +46,"Private",358533,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States",">50K" +24,"Private",126613,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,8,"United-States","<=50K" +38,"Private",199816,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Private",98228,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,45,"United-States","<=50K" +41,"Local-gov",129060,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",22245,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +36,"Private",226918,"Bachelors",13,"Never-married","Sales","Not-in-family","Black","Male",0,0,48,"United-States","<=50K" +47,"Private",398652,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +59,"Private",268840,"Some-college",10,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,0,16,"United-States",">50K" +35,"?",103710,"Bachelors",13,"Divorced","?","Unmarried","White","Female",0,0,16,"?","<=50K" +59,"Private",91384,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +52,"Private",174767,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +37,"Self-emp-inc",126675,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +52,"Private",82285,"Bachelors",13,"Married-spouse-absent","Other-service","Other-relative","Black","Female",0,0,40,"Haiti","<=50K" +51,"Private",177727,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +67,"Self-emp-not-inc",345236,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +58,"?",347692,"11th",7,"Divorced","?","Not-in-family","Black","Male",0,0,15,"United-States","<=50K" +68,"Private",156000,"10th",6,"Widowed","Other-service","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +71,"Private",228806,"9th",5,"Divorced","Priv-house-serv","Not-in-family","Black","Female",0,0,6,"United-States","<=50K" +49,"Local-gov",184428,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Local-gov",102938,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",161063,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",253752,"10th",6,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",274800,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"Private",129804,"9th",5,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"Puerto-Rico","<=50K" +22,"Federal-gov",65547,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",107658,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +57,"Private",161097,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,26,"United-States","<=50K" +18,"Private",118376,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +32,"Private",131224,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",120985,"HS-grad",9,"Divorced","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",215392,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Private",63685,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,50,"Cambodia","<=50K" +48,"Private",131826,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",211440,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States",">50K" +35,"Private",31023,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +19,"Private",255161,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,25,"United-States","<=50K" +28,"Private",411950,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",318082,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +23,"Local-gov",287988,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Federal-gov",115932,"Bachelors",13,"Divorced","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",60358,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"Private",140117,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,12,"United-States","<=50K" +34,"Private",158040,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +29,"Private",232784,"Assoc-acdm",12,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",349368,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +46,"Federal-gov",325573,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +69,"Private",140176,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,24,"United-States","<=50K" +50,"Private",128478,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +19,"?",318264,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +59,"Private",147989,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"?","<=50K" +45,"Federal-gov",155659,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +41,"State-gov",288433,"Masters",14,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +47,"Federal-gov",329205,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +64,"Private",171373,"11th",7,"Widowed","Farming-fishing","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",228860,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"United-States","<=50K" +17,"Private",47771,"11th",7,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +24,"Private",201680,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,60,"United-States","<=50K" +28,"Private",337378,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",227714,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +36,"Private",177285,"Assoc-voc",11,"Never-married","Prof-specialty","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +38,"Private",71701,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"Portugal","<=50K" +42,"Private",280167,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Self-emp-inc",27408,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Private",167031,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"Columbia","<=50K" +41,"Private",173682,"Masters",14,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",278557,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +32,"Private",113688,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +41,"Self-emp-not-inc",252986,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",33669,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +56,"Private",100776,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,50,"United-States","<=50K" +47,"Self-emp-not-inc",177457,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +30,"State-gov",312767,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +51,"Private",43354,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Self-emp-inc",375422,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"South","<=50K" +49,"Self-emp-not-inc",263568,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +67,"?",74335,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,10,"Germany","<=50K" +35,"Private",248010,"Bachelors",13,"Married-spouse-absent","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +37,"?",87369,"9th",5,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",405577,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"State-gov",167065,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",102476,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",175878,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +55,"Private",213894,"11th",7,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +17,"Private",150262,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +40,"Private",75363,"Some-college",10,"Separated","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",272671,"Bachelors",13,"Divorced","Sales","Own-child","White","Male",0,0,50,"United-States","<=50K" +44,"Private",222434,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",171236,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Private",367037,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",304651,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +62,"Private",97017,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +45,"State-gov",320818,"Some-college",10,"Married-spouse-absent","Other-service","Other-relative","Black","Male",0,0,40,"Haiti","<=50K" +47,"Self-emp-not-inc",84735,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,20,"United-States",">50K" +49,"Private",184428,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",326886,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +24,"?",169624,"HS-grad",9,"Divorced","?","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +29,"Private",212102,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +23,"Private",175837,"11th",7,"Never-married","Farming-fishing","Other-relative","White","Female",0,0,40,"Puerto-Rico","<=50K" +50,"Private",177487,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",171424,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",194981,"HS-grad",9,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,36,"United-States","<=50K" +73,"Private",199362,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +24,"Private",204226,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"State-gov",72506,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,40,"United-States","<=50K" +37,"Federal-gov",194630,"Masters",14,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",391867,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",94080,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",289405,"11th",7,"Never-married","Machine-op-inspct","Own-child","Other","Male",0,0,12,"United-States","<=50K" +30,"Private",170130,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",447739,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +76,"?",312500,"5th-6th",3,"Widowed","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +65,"?",293385,"Preschool",1,"Married-civ-spouse","?","Husband","Black","Male",0,0,30,"United-States","<=50K" +25,"Private",106377,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",66118,"Bachelors",13,"Divorced","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +47,"Private",274883,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Local-gov",123773,"Assoc-acdm",12,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +42,"Local-gov",70655,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +49,"Private",177426,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +19,"State-gov",159269,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,15,"United-States","<=50K" +24,"Private",235894,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,38,"United-States","<=50K" +34,"Local-gov",97723,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",167309,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",98106,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",108993,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",265954,"Bachelors",13,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-inc",100960,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +45,"Private",170092,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +54,"Private",326156,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",216932,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",214014,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",99872,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +61,"State-gov",151459,"10th",6,"Never-married","Other-service","Not-in-family","Black","Female",0,0,38,"United-States","<=50K" +56,"Private",367200,"HS-grad",9,"Divorced","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +51,"Local-gov",168539,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +50,"Private",140741,"11th",7,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,0,40,"United-States","<=50K" +25,"Private",197651,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,43,"United-States","<=50K" +46,"Private",123053,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,50,"Japan",">50K" +23,"Private",330571,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +44,"Private",204235,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"State-gov",346766,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"?",257250,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",163396,"Some-college",10,"Never-married","Tech-support","Not-in-family","Other","Female",0,0,40,"United-States","<=50K" +18,"Private",36251,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +61,"?",222395,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"State-gov",29152,"12th",8,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +33,"Private",79303,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"Private",272338,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +55,"State-gov",200497,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +19,"Private",148392,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +43,"State-gov",129298,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Local-gov",174981,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,47,"United-States",">50K" +48,"Local-gov",328610,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +27,"Private",77774,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,34,"United-States","<=50K" +29,"Private",153805,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","Other","Male",0,0,40,"Ecuador","<=50K" +27,"Private",168827,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,2,"United-States","<=50K" +31,"Private",373432,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States","<=50K" +26,"Private",57600,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",302847,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +23,"Private",227594,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +32,"Federal-gov",44777,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","Black","Male",0,0,46,"United-States","<=50K" +54,"?",133963,"HS-grad",9,"Widowed","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",279615,"Bachelors",13,"Divorced","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",276133,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +62,"Private",136314,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +43,"Private",184625,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +34,"Self-emp-inc",265917,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",158647,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",22055,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,0,60,"United-States","<=50K" +41,"Local-gov",176716,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +42,"Private",270721,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +24,"Private",100321,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +35,"Private",79050,"HS-grad",9,"Never-married","Transport-moving","Unmarried","Black","Male",0,0,72,"United-States","<=50K" +40,"Local-gov",42703,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +46,"Private",116952,"7th-8th",4,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States","<=50K" +45,"Private",331643,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +68,"Private",223486,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,7,"England","<=50K" +33,"Private",340332,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","Black","Female",0,0,45,"United-States","<=50K" +23,"Private",184813,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +42,"Self-emp-not-inc",32185,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +30,"Private",197886,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States",">50K" +35,"State-gov",248374,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",382499,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States","<=50K" +46,"Self-emp-inc",161386,"9th",5,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,50,"United-States","<=50K" +49,"Local-gov",110172,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",144032,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +26,"Private",224426,"Masters",14,"Never-married","Exec-managerial","Own-child","White","Male",0,0,38,"United-States","<=50K" +37,"Private",230408,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +50,"Local-gov",20795,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",174714,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +30,"Private",149531,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",34113,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +44,"Local-gov",323790,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",331381,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",160647,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"Ireland",">50K" +34,"Private",339142,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +58,"Private",164857,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,99,"United-States","<=50K" +33,"Local-gov",267859,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",167725,"Bachelors",13,"Married-spouse-absent","Transport-moving","Not-in-family","Other","Male",0,0,84,"India","<=50K" +67,"Self-emp-not-inc",105907,"1st-4th",2,"Widowed","Other-service","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +23,"Private",200677,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",193882,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Private",138026,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +49,"Private",122385,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",49020,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +26,"Private",283715,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",166416,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",156334,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Local-gov",45607,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States",">50K" +40,"Local-gov",112362,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",200419,"Assoc-acdm",12,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +42,"State-gov",341638,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +25,"?",34161,"12th",8,"Separated","?","Unmarried","White","Female",0,0,30,"United-States","<=50K" +50,"Self-emp-not-inc",127151,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"Canada",">50K" +52,"Private",321959,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","Black","Male",0,0,40,"United-States",">50K" +51,"Local-gov",35211,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +19,"Private",214935,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",132130,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",222247,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",165799,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +30,"Private",257874,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +38,"Private",357173,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"State-gov",305739,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",172047,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",110677,"Some-college",10,"Separated","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"?",405684,"HS-grad",9,"Never-married","?","Other-relative","White","Male",0,0,35,"Mexico","<=50K" +60,"Private",82388,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,38,"United-States","<=50K" +45,"Private",289230,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,48,"United-States",">50K" +49,"State-gov",336509,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",383402,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +40,"Private",280362,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +42,"Private",173704,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",433375,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"Mexico","<=50K" +63,"Self-emp-not-inc",106551,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",22418,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",54816,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",358199,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +43,"Private",190044,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",97698,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +56,"Private",53366,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",236136,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",326232,"7th-8th",4,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +34,"Private",581071,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Male",0,0,48,"United-States",">50K" +40,"Private",220589,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Federal-gov",161463,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +44,"Private",95255,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Federal-gov",223267,"Some-college",10,"Divorced","Protective-serv","Own-child","White","Male",0,0,72,"United-States","<=50K" +22,"Private",236769,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,20,"England","<=50K" +58,"Self-emp-inc",229498,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,20,"United-States",">50K" +43,"Private",177083,"Some-college",10,"Divorced","Tech-support","Unmarried","White","Female",0,0,30,"United-States","<=50K" +23,"Private",287681,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"Columbia","<=50K" +41,"Private",49797,"Some-college",10,"Separated","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",174051,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +32,"Private",194901,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",252250,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,56,"United-States",">50K" +47,"Private",191277,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",174907,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +39,"Private",167140,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",236543,"12th",8,"Divorced","Protective-serv","Own-child","White","Male",0,0,54,"Mexico","<=50K" +40,"Private",214242,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +71,"Private",200418,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Local-gov",167334,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +54,"Private",146834,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +26,"Private",78424,"Assoc-voc",11,"Never-married","Sales","Unmarried","White","Female",0,0,54,"United-States","<=50K" +37,"Private",182675,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,45,"United-States",">50K" +28,"Self-emp-not-inc",38079,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States","<=50K" +42,"Private",115178,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,15,"United-States","<=50K" +45,"Private",195949,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",167415,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Private",223214,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Private",22245,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +45,"State-gov",81853,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",0,0,40,"United-States",">50K" +30,"Private",147921,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,46,"United-States","<=50K" +27,"Private",29261,"HS-grad",9,"Married-AF-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",257758,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",205493,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,60,"United-States",">50K" +19,"Private",71650,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",150217,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +55,"Self-emp-inc",258648,"10th",6,"Widowed","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Private",114798,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +43,"Private",186188,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Local-gov",175255,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"United-States","<=50K" +45,"Private",249935,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +44,"Private",120277,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States",">50K" +26,"Private",193165,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,52,"United-States",">50K" +21,"Private",221418,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Federal-gov",56063,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Private",153927,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"State-gov",163110,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +40,"Self-emp-inc",175696,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,51,"United-States","<=50K" +46,"Private",143189,"5th-6th",3,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"Dominican-Republic","<=50K" +20,"?",114969,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"State-gov",32778,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",150683,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-inc",78104,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +42,"Self-emp-not-inc",201520,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Private",124111,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +60,"Private",166386,"11th",7,"Married-civ-spouse","Machine-op-inspct","Wife","Asian-Pac-Islander","Female",0,0,30,"Hong","<=50K" +43,"State-gov",117471,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",361307,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Private",142038,"HS-grad",9,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,45,"United-States","<=50K" +35,"Private",276552,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",50402,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",174090,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States",">50K" +27,"Private",277760,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",165278,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,22,"United-States","<=50K" +49,"Private",182752,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +31,"Private",173002,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +59,"Private",261232,"11th",7,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",164607,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",129573,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +51,"Federal-gov",36186,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",325744,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-inc",329793,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +46,"Private",133616,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +55,"Private",83401,"5th-6th",3,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +76,"Private",239880,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +25,"Private",201737,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",143540,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",28334,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",245873,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +42,"Local-gov",199095,"Assoc-voc",11,"Widowed","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +41,"Local-gov",575442,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"State-gov",184682,"Assoc-acdm",12,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",69251,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +31,"Private",225507,"Assoc-voc",11,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",407068,"1st-4th",2,"Married-spouse-absent","Other-service","Not-in-family","White","Male",0,0,40,"Guatemala","<=50K" +40,"Private",170019,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"?","<=50K" +46,"Local-gov",125892,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Local-gov",35824,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +35,"Private",67083,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +23,"Private",107801,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +50,"Self-emp-not-inc",95577,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,12,"?","<=50K" +43,"Private",118536,"HS-grad",9,"Divorced","Machine-op-inspct","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +61,"Private",198078,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",78261,"Prof-school",15,"Never-married","Prof-specialty","Own-child","White","Male",0,0,50,"United-States","<=50K" +21,"Private",234108,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",92717,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",257683,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +90,"Private",40388,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +24,"Private",55424,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Local-gov",319271,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +37,"Self-emp-not-inc",75050,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +31,"Private",182896,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",188274,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",211497,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Local-gov",172246,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +48,"Local-gov",219962,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"?",186815,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"?",132749,"Bachelors",13,"Never-married","?","Not-in-family","White","Female",0,0,80,"United-States","<=50K" +28,"Private",209801,"9th",5,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +20,"State-gov",178517,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Private",169364,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"Ireland","<=50K" +32,"Federal-gov",164707,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +55,"Private",144084,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",133692,"Bachelors",13,"Divorced","Protective-serv","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-inc",145290,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +65,"Local-gov",24824,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",235829,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"?",196280,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +42,"Self-emp-not-inc",54202,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",59146,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +67,"Private",64148,"Some-college",10,"Divorced","Other-service","Unmarried","Black","Female",0,0,41,"United-States","<=50K" +28,"Private",196621,"HS-grad",9,"Married-spouse-absent","Tech-support","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +56,"Private",195668,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"Cuba",">50K" +31,"State-gov",263000,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,38,"United-States","<=50K" +33,"Private",554986,"Some-college",10,"Separated","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"?",108211,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",217654,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Germany",">50K" +47,"Private",102771,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Portugal","<=50K" +40,"Private",213019,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +35,"Private",228493,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,48,"United-States","<=50K" +65,"Self-emp-not-inc",22907,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",24364,"Some-college",10,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,30,"United-States","<=50K" +23,"Federal-gov",41432,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +39,"Private",235259,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",343476,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +37,"Private",326886,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",248313,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",30290,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Private",188540,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +39,"Private",237943,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States",">50K" +25,"Private",198870,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,35,"United-States","<=50K" +30,"Private",233980,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",171090,"9th",5,"Married-civ-spouse","Machine-op-inspct","Wife","Black","Female",0,0,48,"United-States","<=50K" +22,"Private",353039,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Female",0,0,36,"Mexico","<=50K" +33,"Private",130057,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +70,"State-gov",345339,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",182074,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +53,"Local-gov",176557,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States","<=50K" +17,"Private",159849,"11th",7,"Never-married","Protective-serv","Own-child","White","Female",0,0,30,"United-States","<=50K" +36,"Private",183425,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",125933,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,55,"United-States",">50K" +40,"Local-gov",180123,"HS-grad",9,"Married-spouse-absent","Farming-fishing","Own-child","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",592930,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,50,"United-States",">50K" +28,"Private",183802,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +49,"Private",80914,"5th-6th",3,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +63,"Self-emp-inc",165667,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",123991,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,20,"United-States","<=50K" +48,"Self-emp-inc",181307,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +55,"Private",124137,"HS-grad",9,"Married-spouse-absent","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"Poland","<=50K" +18,"?",137363,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,4,"United-States","<=50K" +20,"Private",291979,"HS-grad",9,"Married-civ-spouse","Sales","Other-relative","White","Male",0,0,20,"United-States","<=50K" +49,"Private",91251,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +27,"Federal-gov",148153,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +37,"Private",131463,"10th",6,"Divorced","Other-service","Unmarried","White","Female",0,0,33,"United-States","<=50K" +32,"State-gov",127651,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-inc",239018,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +47,"Private",276087,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,26,"United-States","<=50K" +34,"Private",386877,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +61,"Private",210464,"HS-grad",9,"Divorced","Adm-clerical","Other-relative","Black","Female",0,0,35,"United-States","<=50K" +25,"Private",632834,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",245465,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +18,"Private",198087,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +35,"Private",27408,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",242713,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"?","<=50K" +56,"Private",314727,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States",">50K" +40,"State-gov",269733,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",177287,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,38,"United-States","<=50K" +66,"Private",167711,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,40,"United-States",">50K" +42,"Private",112181,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +28,"Private",339002,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,20,"United-States","<=50K" +39,"State-gov",24721,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +65,"Self-emp-not-inc",37092,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,25,"United-States","<=50K" +20,"Private",216563,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +39,"Private",187089,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",423052,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +49,"Private",169180,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"Hong","<=50K" +21,"Private",104981,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,48,"United-States","<=50K" +35,"?",120074,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States","<=50K" +38,"Private",269323,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Private",141549,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",214858,"10th",6,"Married-civ-spouse","Craft-repair","Other-relative","White","Male",0,0,55,"United-States","<=50K" +34,"Private",173524,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +54,"Local-gov",365049,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +38,"Private",60355,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",86808,"HS-grad",9,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +33,"State-gov",174171,"Some-college",10,"Separated","Tech-support","Not-in-family","White","Male",0,0,12,"United-States","<=50K" +32,"Federal-gov",504951,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",294064,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"France","<=50K" +46,"Private",120131,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States",">50K" +48,"Private",199058,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",152328,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Federal-gov",88564,"7th-8th",4,"Married-spouse-absent","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +67,"Private",95113,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,37,"United-States",">50K" +25,"Private",178421,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +27,"Local-gov",225291,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Private",205735,"1st-4th",2,"Separated","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",184362,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,25,"United-States","<=50K" +27,"Private",347513,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",138768,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",29810,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Private",126501,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",60783,"10th",6,"Never-married","Craft-repair","Own-child","White","Male",0,0,15,"United-States","<=50K" +26,"Private",179772,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +45,"Self-emp-inc",281911,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +33,"Private",70447,"HS-grad",9,"Never-married","Transport-moving","Other-relative","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +55,"?",449576,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,48,"Mexico","<=50K" +29,"Private",327964,"9th",5,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",153066,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +53,"State-gov",77651,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",119493,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",256240,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +41,"Local-gov",37848,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +45,"Private",129336,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +27,"Private",183511,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",190508,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,35,"United-States","<=50K" +31,"Private",363130,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +45,"Private",240356,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +64,"Private",133166,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,5,"United-States","<=50K" +38,"Private",32916,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +17,"Private",117477,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",459463,"12th",8,"Married-spouse-absent","Other-service","Unmarried","Black","Female",0,0,50,"United-States","<=50K" +23,"Private",95989,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +25,"Private",118088,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +31,"?",505438,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"Mexico","<=50K" +37,"Private",179731,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +28,"Local-gov",163942,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",106670,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +41,"Private",123403,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-inc",119986,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Private",66622,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +20,"?",40060,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,56,"United-States","<=50K" +35,"Private",260578,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States",">50K" +64,"Local-gov",96076,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",70604,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,38,"United-States","<=50K" +53,"Private",49715,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +28,"Private",116531,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Federal-gov",214542,"Some-college",10,"Divorced","Handlers-cleaners","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +25,"Local-gov",335005,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"Italy","<=50K" +19,"Private",258633,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +20,"Private",203240,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +27,"Private",104457,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +21,"?",479482,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +30,"Private",167790,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",106843,"10th",6,"Never-married","Craft-repair","Other-relative","White","Male",0,0,30,"United-States","<=50K" +26,"Private",174921,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",134152,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +57,"Private",99364,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +18,"Local-gov",155905,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,60,"United-States","<=50K" +30,"Private",467108,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +34,"Self-emp-not-inc",304622,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States","<=50K" +60,"Private",178050,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +25,"Private",162687,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",113151,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +48,"Private",158924,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +27,"Self-emp-not-inc",141795,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States","<=50K" +33,"Self-emp-not-inc",33404,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,65,"United-States",">50K" +65,"Self-emp-inc",178771,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",110648,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",151053,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",142871,"Some-college",10,"Separated","Sales","Unmarried","White","Male",0,0,50,"United-States","<=50K" +18,"?",343161,"11th",7,"Never-married","?","Own-child","White","Male",0,0,16,"United-States","<=50K" +27,"Private",183523,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +57,"Self-emp-not-inc",222216,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,60,"United-States","<=50K" +44,"Private",121874,"Some-college",10,"Divorced","Sales","Unmarried","White","Male",0,0,55,"United-States",">50K" +30,"Private",467108,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,44,"United-States",">50K" +26,"Private",34393,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Federal-gov",42003,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +61,"Private",180418,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Self-emp-not-inc",199590,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"Mexico","<=50K" +50,"Private",155594,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +53,"Self-emp-not-inc",162576,"7th-8th",4,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,99,"United-States","<=50K" +33,"Private",232475,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",269474,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,10,"United-States","<=50K" +45,"Local-gov",140644,"Bachelors",13,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States",">50K" +26,"?",39640,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +50,"?",346014,"7th-8th",4,"Separated","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +47,"Self-emp-not-inc",159726,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Federal-gov",290856,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",217886,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +21,"?",199915,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +50,"Local-gov",220640,"Masters",14,"Divorced","Prof-specialty","Not-in-family","Amer-Indian-Eskimo","Female",0,0,50,"United-States",">50K" +33,"Federal-gov",88913,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",288486,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",227411,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +57,"Private",201112,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",123778,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +21,"Private",204596,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Female",0,0,8,"United-States","<=50K" +40,"Private",190290,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",196674,"Some-college",10,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",108435,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,20,"United-States","<=50K" +38,"Private",186359,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +22,"State-gov",262819,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",171655,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +42,"Private",183319,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +36,"Private",127306,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,47,"United-States","<=50K" +22,"Private",68678,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States","<=50K" +40,"State-gov",140108,"9th",5,"Separated","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",263444,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +46,"State-gov",265554,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +28,"Private",410216,"11th",7,"Married-civ-spouse","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States",">50K" +46,"State-gov",20534,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +55,"Private",188917,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +76,"Private",98695,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +27,"Private",411950,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +50,"Private",237819,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +75,"Private",187424,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +42,"Federal-gov",198316,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Local-gov",139703,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +51,"Private",152596,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",82601,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"?",229843,"Some-college",10,"Never-married","?","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +60,"Private",122276,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"Italy","<=50K" +47,"State-gov",188386,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +73,"Private",92298,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,15,"United-States","<=50K" +27,"Private",390657,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",314897,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +31,"Private",166343,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,50,"?","<=50K" +45,"Private",88781,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Germany",">50K" +57,"Private",41762,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"South",">50K" +34,"Private",849857,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Nicaragua","<=50K" +19,"Private",307496,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +25,"Private",324372,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",99270,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"Germany",">50K" +28,"Private",160731,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Poland",">50K" +48,"State-gov",148306,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",259019,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +53,"Private",224894,"5th-6th",3,"Married-civ-spouse","Priv-house-serv","Wife","Black","Female",0,0,10,"Haiti","<=50K" +19,"Private",258470,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",197919,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,60,"United-States","<=50K" +23,"Private",213719,"Assoc-acdm",12,"Never-married","Sales","Own-child","Black","Female",0,0,36,"United-States","<=50K" +32,"Private",226535,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",146042,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +24,"Private",99970,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",300687,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +29,"Local-gov",219906,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,25,"United-States",">50K" +24,"Private",122234,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,20,"?","<=50K" +55,"Private",158641,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",239539,"HS-grad",9,"Married-spouse-absent","Machine-op-inspct","Own-child","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +46,"Local-gov",102308,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",186934,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",234447,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",125933,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Private",142760,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +41,"State-gov",309056,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Self-emp-not-inc",48859,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,32,"United-States","<=50K" +30,"Private",110594,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +72,"Private",426562,"11th",7,"Divorced","Other-service","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +17,"Private",169037,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",123075,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,70,"United-States","<=50K" +38,"Private",195744,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +36,"Private",81896,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +24,"Self-emp-not-inc",172047,"Assoc-acdm",12,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",253814,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +28,"Private",66473,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",271521,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Other","Male",0,0,40,"United-States",">50K" +48,"Private",265295,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Self-emp-not-inc",174308,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",196342,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +30,"Private",149787,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +68,"Private",124686,"7th-8th",4,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +45,"Private",50163,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +26,"Private",175789,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",218215,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",166371,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Private",145081,"7th-8th",4,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +68,"Private",214521,"Prof-school",15,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,16,"United-States","<=50K" +26,"Local-gov",287233,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"United-States",">50K" +52,"Private",201310,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"?","<=50K" +17,"Private",127366,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,8,"United-States","<=50K" +29,"Private",203697,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Own-child","White","Male",0,0,75,"United-States","<=50K" +41,"Private",168730,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Private",165232,"Some-college",10,"Divorced","Tech-support","Not-in-family","Black","Female",0,0,40,"Trinadad&Tobago","<=50K" +57,"Private",175942,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +30,"Federal-gov",356689,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,30,"Japan","<=50K" +46,"Private",132912,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +45,"Private",187226,"Assoc-acdm",12,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"?",254765,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",202565,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States","<=50K" +22,"Private",112164,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"?","<=50K" +59,"Self-emp-not-inc",70623,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,85,"United-States","<=50K" +36,"Private",102729,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",558944,"7th-8th",4,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",256967,"10th",6,"Never-married","Sales","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +62,"?",144583,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Private",102412,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",159788,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,80,"United-States","<=50K" +27,"Private",55743,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,45,"United-States",">50K" +47,"State-gov",148171,"Doctorate",16,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,50,"France",">50K" +20,"Local-gov",271354,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Private",98524,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +29,"Private",272913,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,30,"Mexico","<=50K" +22,"Private",324445,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",155469,"Assoc-acdm",12,"Widowed","Tech-support","Unmarried","White","Female",0,0,24,"United-States","<=50K" +36,"Private",102945,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"Private",291904,"10th",6,"Divorced","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +41,"Federal-gov",186601,"HS-grad",9,"Separated","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",172401,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",193285,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +34,"Private",176244,"7th-8th",4,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +32,"Private",117779,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Female",0,0,35,"United-States","<=50K" +22,"?",34616,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +52,"Private",169182,"9th",5,"Widowed","Other-service","Not-in-family","White","Female",0,0,25,"Puerto-Rico","<=50K" +27,"Private",180758,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"Local-gov",141637,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Self-emp-not-inc",101266,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,62,"United-States","<=50K" +30,"Private",164190,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",142282,"Some-college",10,"Separated","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +39,"Federal-gov",103984,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +64,"Private",187601,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Self-emp-not-inc",36218,"11th",7,"Never-married","Farming-fishing","Own-child","White","Male",0,0,20,"United-States","<=50K" +29,"State-gov",106334,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"?","<=50K" +37,"Local-gov",249392,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Self-emp-not-inc",110355,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Self-emp-not-inc",117944,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,25,"United-States","<=50K" +17,"Private",163836,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,12,"United-States","<=50K" +29,"Private",145592,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Guatemala","<=50K" +24,"Private",108495,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"India","<=50K" +27,"Self-emp-not-inc",212041,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +69,"Self-emp-inc",182451,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",124020,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",199116,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +17,"?",144114,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +70,"Private",405362,"7th-8th",4,"Widowed","Other-service","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +21,"?",262241,"HS-grad",9,"Never-married","?","Other-relative","White","Male",0,0,40,"United-States","<=50K" +27,"Private",86681,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",187161,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +44,"State-gov",691903,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,60,"United-States",">50K" +36,"Private",219483,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",192010,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"Poland","<=50K" +28,"Local-gov",356089,"Bachelors",13,"Never-married","Prof-specialty","Other-relative","White","Male",0,0,50,"United-States","<=50K" +34,"Private",684015,"5th-6th",3,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"El-Salvador","<=50K" +18,"Private",36882,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +39,"Private",203180,"Some-college",10,"Divorced","Farming-fishing","Unmarried","White","Female",0,0,45,"United-States","<=50K" +34,"Private",183811,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Local-gov",103966,"Masters",14,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,41,"United-States","<=50K" +24,"Private",304602,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",57233,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States","<=50K" +68,"Private",224019,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +35,"Private",267966,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +47,"Private",214800,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",241528,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",197365,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",296724,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,17,"United-States","<=50K" +26,"Private",136226,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Private",40623,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",264874,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",112847,"HS-grad",9,"Never-married","Farming-fishing","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +18,"?",236090,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",89028,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +71,"State-gov",210673,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,28,"United-States","<=50K" +55,"Private",60193,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",216137,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,8,"United-States","<=50K" +36,"Private",139743,"Some-college",10,"Widowed","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"?",32276,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",298871,"Bachelors",13,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +42,"Private",318255,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +57,"Private",279636,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +34,"Private",405386,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,28,"United-States","<=50K" +31,"Private",297188,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +24,"Private",182342,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",229148,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,60,"Jamaica","<=50K" +17,"Private",413557,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,32,"United-States","<=50K" +26,"Self-emp-inc",246025,"HS-grad",9,"Separated","Sales","Unmarried","White","Female",0,0,20,"Honduras","<=50K" +32,"Private",390997,"1st-4th",2,"Never-married","Farming-fishing","Not-in-family","Other","Male",0,0,50,"Mexico","<=50K" +55,"Private",102058,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +19,"Private",247298,"12th",8,"Married-spouse-absent","Other-service","Own-child","Other","Female",0,0,20,"United-States","<=50K" +28,"Private",140108,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +49,"Private",81654,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Private",177526,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",64631,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",110028,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",203761,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",163870,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",50648,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +21,"Private",166517,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"?",173800,"Bachelors",13,"Married-spouse-absent","?","Not-in-family","Asian-Pac-Islander","Female",0,0,10,"Taiwan","<=50K" +44,"Self-emp-inc",181762,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +31,"Self-emp-not-inc",340880,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +54,"Private",138847,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Private",215014,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",183778,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",273629,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Self-emp-inc",113870,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +29,"Private",114982,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",205338,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +90,"?",225063,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Male",0,0,10,"South","<=50K" +20,"Private",281356,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Other","Male",0,0,40,"United-States","<=50K" +31,"Private",38223,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,45,"United-States","<=50K" +23,"Private",172232,"HS-grad",9,"Never-married","Tech-support","Own-child","White","Male",0,0,50,"United-States","<=50K" +60,"Private",140544,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",221366,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",180799,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +44,"Self-emp-not-inc",155930,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Private",201122,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +27,"Private",101709,"HS-grad",9,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +49,"Private",140121,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,50,"United-States","<=50K" +48,"Private",172709,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +47,"Private",120131,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",117444,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +27,"Private",256764,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",223811,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",201603,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +25,"Private",138765,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",133974,"Assoc-voc",11,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Federal-gov",137953,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +57,"Private",103403,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",461678,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States",">50K" +41,"State-gov",70884,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"State-gov",466498,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,60,"United-States",">50K" +19,"Private",148644,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"Private",190739,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Male",0,0,32,"United-States","<=50K" +34,"Private",299507,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",211424,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"State-gov",106721,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",192017,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",119153,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",202450,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States",">50K" +21,"Private",50341,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +24,"Private",140001,"Some-college",10,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Italy","<=50K" +19,"?",220517,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,15,"United-States","<=50K" +82,"?",52921,"Some-college",10,"Widowed","?","Not-in-family","Amer-Indian-Eskimo","Male",0,0,3,"United-States","<=50K" +35,"Private",31964,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +32,"Private",148207,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",151627,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +30,"Private",402539,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",188278,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +28,"Self-emp-not-inc",96219,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,5,"United-States","<=50K" +29,"Private",340534,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +60,"Private",160339,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Columbia","<=50K" +28,"Private",120135,"Assoc-voc",11,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Federal-gov",303817,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",181091,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",200515,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"United-States",">50K" +42,"Private",160893,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,23,"United-States","<=50K" +40,"Local-gov",183096,"9th",5,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"Yugoslavia",">50K" +24,"Private",241367,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-inc",342084,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +36,"Private",193855,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",80410,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",554317,"9th",5,"Married-spouse-absent","Other-service","Other-relative","White","Male",0,0,35,"Mexico","<=50K" +28,"Private",108569,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,43,"United-States","<=50K" +34,"Private",120959,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",222011,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,43,"United-States","<=50K" +43,"Private",238530,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",48404,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",243923,"HS-grad",9,"Married-civ-spouse","Transport-moving","Other-relative","White","Male",0,0,80,"United-States","<=50K" +39,"Private",305597,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",129764,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",150993,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +63,"Self-emp-not-inc",147140,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +48,"Private",167967,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",133278,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +39,"Private",192251,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States",">50K" +43,"Private",210844,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States",">50K" +28,"Private",263015,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"State-gov",232918,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +48,"Private",143542,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",45607,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +62,"Private",29828,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",104118,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",27484,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Private",205987,"Prof-school",15,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"Cuba","<=50K" +39,"Local-gov",143385,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"?",200508,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",186995,"HS-grad",9,"Divorced","Protective-serv","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",54159,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,38,"United-States","<=50K" +39,"Private",113481,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +30,"Local-gov",235271,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",349365,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,65,"United-States","<=50K" +18,"Private",283637,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",70282,"Assoc-acdm",12,"Never-married","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",166051,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Private",193720,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States","<=50K" +35,"?",124836,"Some-college",10,"Divorced","?","Not-in-family","Amer-Indian-Eskimo","Female",0,0,36,"United-States","<=50K" +33,"Private",236379,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +46,"Private",122026,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States",">50K" +40,"Private",114537,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",191834,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +29,"Private",420054,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",160045,"Some-college",10,"Widowed","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +34,"Private",303187,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"?",">50K" +45,"Private",190088,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,0,30,"United-States","<=50K" +53,"Private",126977,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +52,"Self-emp-not-inc",63004,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +64,"Private",391121,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",211450,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States",">50K" +44,"Private",156413,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,44,"United-States",">50K" +53,"Local-gov",204447,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,43,"United-States",">50K" +25,"Private",66935,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +20,"Private",344278,"11th",7,"Separated","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",108574,"Assoc-voc",11,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,40,"United-States","<=50K" +56,"Private",244605,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",219762,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,35,"United-States","<=50K" +62,"Private",77884,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +28,"Self-emp-not-inc",70100,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +24,"Private",69640,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +65,"Private",170012,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,34,"United-States","<=50K" +40,"Private",329924,"HS-grad",9,"Separated","Handlers-cleaners","Not-in-family","Black","Male",0,0,30,"United-States","<=50K" +31,"Private",193285,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",296618,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +30,"Local-gov",257796,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",155320,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,45,"United-States","<=50K" +22,"Private",151888,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +56,"Private",92444,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,50,"United-States",">50K" +51,"Private",229272,"HS-grad",9,"Divorced","Other-service","Other-relative","Black","Male",0,0,32,"Haiti","<=50K" +36,"Self-emp-not-inc",207202,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"Private",205337,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",343021,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +39,"Private",185053,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Private",212864,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",66473,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",285169,"11th",7,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"Private",175431,"9th",5,"Divorced","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +18,"?",152641,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",339346,"Masters",14,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +39,"Private",287306,"Some-college",10,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",88926,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,10,"United-States","<=50K" +36,"Private",91275,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +56,"Private",244554,"10th",6,"Widowed","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +49,"Private",232586,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-inc",127678,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,80,"United-States","<=50K" +44,"Private",162184,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",408229,"1st-4th",2,"Never-married","Other-service","Not-in-family","White","Male",0,0,45,"El-Salvador","<=50K" +62,"Private",197286,"12th",8,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,48,"Germany","<=50K" +25,"Private",252803,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +63,"Self-emp-inc",110890,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,70,"United-States",">50K" +51,"Private",160724,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,99,"South","<=50K" +25,"Private",89625,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +62,"?",266037,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",126730,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Federal-gov",96854,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +32,"Private",186788,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",28996,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Self-emp-not-inc",347166,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"State-gov",110311,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",310850,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Private",220694,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +61,"Private",149405,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +70,"Self-emp-inc",131699,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,55,"United-States","<=50K" +55,"Private",49996,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",187112,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +36,"Private",180859,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,38,"United-States","<=50K" +29,"Private",185647,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,60,"United-States","<=50K" +30,"Private",316606,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +45,"Private",274657,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?","<=50K" +18,"Private",338836,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +28,"Private",216814,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",106935,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +38,"Private",223433,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",174789,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",135603,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +25,"?",344719,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,4,"United-States","<=50K" +38,"Private",372484,"11th",7,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",181820,"Some-college",10,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,45,"United-States","<=50K" +40,"Private",235371,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +20,"Private",299399,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +41,"Private",202508,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +44,"Private",172025,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +49,"Self-emp-inc",246891,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",450920,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",53598,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",103757,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",76017,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +28,"Self-emp-inc",80158,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Private",427952,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"?",230955,"12th",8,"Never-married","?","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +36,"Private",342642,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +77,"Private",253642,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,30,"United-States","<=50K" +21,"Private",219086,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +24,"Private",162593,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +30,"Private",87561,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Local-gov",142411,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States","<=50K" +22,"Private",154422,"Some-college",10,"Divorced","Sales","Own-child","Asian-Pac-Islander","Female",0,0,30,"Philippines","<=50K" +23,"Private",169104,"Some-college",10,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,25,"United-States","<=50K" +17,"Private",151141,"12th",8,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +48,"Private",267912,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,50,"Mexico",">50K" +43,"Private",137126,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",152453,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Guatemala","<=50K" +19,"Private",357059,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +42,"State-gov",202011,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",98283,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",176965,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +63,"Private",187919,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +65,"Private",274916,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Local-gov",193524,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",152734,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"?","<=50K" +21,"Private",263641,"HS-grad",9,"Divorced","Sales","Other-relative","White","Female",0,0,40,"United-States","<=50K" +48,"Local-gov",102076,"Bachelors",13,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +43,"Private",33331,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +22,"State-gov",156773,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,15,"?","<=50K" +56,"Self-emp-not-inc",115439,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +47,"Private",181652,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",120268,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,24,"United-States","<=50K" +39,"Private",196308,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,24,"United-States","<=50K" +45,"Self-emp-not-inc",40690,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,75,"United-States","<=50K" +49,"Private",228583,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Male",0,0,40,"Columbia","<=50K" +23,"Private",695136,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +69,"Private",209236,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,36,"United-States","<=50K" +41,"Federal-gov",214838,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +40,"Self-emp-not-inc",188436,"HS-grad",9,"Separated","Exec-managerial","Other-relative","White","Male",0,0,40,"United-States","<=50K" +25,"Private",177625,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Private",124591,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +50,"Federal-gov",221532,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",232577,"Assoc-voc",11,"Never-married","Tech-support","Own-child","White","Female",0,0,30,"United-States","<=50K" +48,"Private",168216,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",214702,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States",">50K" +63,"Private",237620,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +47,"State-gov",54887,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",224506,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"?","<=50K" +58,"Private",183870,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",208330,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,51,"United-States","<=50K" +67,"Self-emp-inc",168370,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Self-emp-not-inc",320376,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,48,"United-States","<=50K" +28,"Private",192384,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",167350,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-not-inc",103538,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,65,"United-States",">50K" +29,"Private",58522,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",191342,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +25,"Private",193820,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,35,"United-States","<=50K" +20,"Private",258490,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +21,"Private",56520,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",102476,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +44,"Self-emp-inc",311357,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",166497,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,38,"United-States","<=50K" +29,"Private",338270,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +18,"Private",282394,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,21,"United-States","<=50K" +32,"Private",383269,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +58,"Private",119386,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +50,"Private",196975,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",334221,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,18,"United-States","<=50K" +58,"Private",27385,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +29,"State-gov",133846,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",361888,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +21,"Private",230429,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +49,"Private",328776,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"Private",243829,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +30,"Private",280069,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +55,"Private",305759,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"?","<=50K" +64,"Local-gov",164876,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Male",0,0,20,"United-States","<=50K" +29,"Self-emp-inc",138597,"Assoc-acdm",12,"Never-married","Prof-specialty","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +42,"Private",144778,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +55,"Private",171015,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",112494,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +28,"Private",408473,"12th",8,"Never-married","Sales","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +46,"State-gov",27802,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,38,"United-States",">50K" +34,"Private",236318,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",315971,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",698418,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,25,"United-States","<=50K" +21,"Private",329530,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +65,"Private",194456,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"England",">50K" +20,"Private",282579,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"State-gov",26401,"Masters",14,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +22,"Private",83998,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",94364,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Other","Female",0,0,20,"United-States","<=50K" +44,"Private",174189,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +44,"Local-gov",101967,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +41,"Private",146908,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +21,"Private",31606,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"Germany","<=50K" +24,"Private",132327,"Some-college",10,"Married-spouse-absent","Sales","Unmarried","Other","Female",0,0,30,"Ecuador","<=50K" +24,"Private",112459,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +28,"Private",48894,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Private",181943,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +24,"Local-gov",195808,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",172052,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,35,"South",">50K" +68,"Private",351711,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"State-gov",190305,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +22,"Private",464103,"1st-4th",2,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Guatemala","<=50K" +18,"?",36348,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,48,"United-States","<=50K" +25,"Private",120238,"HS-grad",9,"Married-spouse-absent","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"Poland","<=50K" +28,"Private",354095,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Local-gov",308901,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +24,"State-gov",208826,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,99,"England","<=50K" +20,"Private",369677,"10th",6,"Separated","Sales","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +45,"Federal-gov",98524,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",231232,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"?",119156,"Bachelors",13,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",320451,"Some-college",10,"Never-married","Protective-serv","Own-child","Asian-Pac-Islander","Male",0,0,24,"India","<=50K" +41,"Private",38397,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Self-emp-inc",189183,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",199281,"Bachelors",13,"Separated","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +52,"Private",286342,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +50,"Private",152810,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Self-emp-inc",176981,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,50,"United-States","<=50K" +17,"Private",117549,"10th",6,"Never-married","Sales","Other-relative","Black","Female",0,0,12,"United-States","<=50K" +64,"Private",254797,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",133336,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Self-emp-not-inc",182826,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +51,"Private",136224,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Private",272778,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +44,"Private",279183,"Some-college",10,"Married-civ-spouse","Other-service","Own-child","White","Female",0,0,40,"United-States",">50K" +47,"Private",110243,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",202071,"HS-grad",9,"Widowed","Craft-repair","Own-child","White","Female",0,0,40,"United-States","<=50K" +58,"Private",197642,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,39,"United-States","<=50K" +19,"Private",125591,"11th",7,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",197462,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",238831,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",182177,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Yugoslavia","<=50K" +40,"Local-gov",240504,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Self-emp-inc",125892,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,38,"United-States",">50K" +46,"Private",154430,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +50,"Private",222020,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",243240,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +26,"Private",158734,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +36,"Private",257691,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +19,"Private",209826,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +54,"Private",133050,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Male",0,0,41,"United-States","<=50K" +29,"Private",138332,"Some-college",10,"Married-civ-spouse","Adm-clerical","Own-child","White","Female",0,0,6,"United-States","<=50K" +81,"Private",201398,"Masters",14,"Widowed","Prof-specialty","Unmarried","White","Male",0,0,60,"?","<=50K" +37,"Private",526968,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,38,"United-States",">50K" +40,"Private",79036,"Assoc-voc",11,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States",">50K" +36,"Private",240323,"Some-college",10,"Widowed","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",270544,"12th",8,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +44,"State-gov",199551,"11th",7,"Separated","Tech-support","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",231052,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +69,"State-gov",203072,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",126771,"12th",8,"Never-married","Prof-specialty","Own-child","White","Male",0,0,7,"United-States","<=50K" +38,"Private",31848,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",328981,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +52,"Private",159670,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",450695,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +57,"Private",182028,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +19,"Private",349620,"10th",6,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",161066,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,50,"United-States","<=50K" +21,"Private",548303,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Own-child","White","Male",0,0,40,"Mexico",">50K" +29,"Private",150861,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"Japan","<=50K" +33,"?",335625,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",133766,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +28,"Private",200511,"HS-grad",9,"Separated","Farming-fishing","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +26,"Private",50103,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +37,"?",148266,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",0,0,6,"Mexico","<=50K" +49,"Private",177211,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",132686,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +57,"Federal-gov",21626,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"Private",52900,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"?",150084,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +38,"Private",248886,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,42,"United-States","<=50K" +60,"Private",145493,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Federal-gov",399155,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Female",0,0,40,"United-States","<=50K" +19,"Self-emp-not-inc",227310,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +59,"Private",333270,"Masters",14,"Married-civ-spouse","Craft-repair","Wife","Asian-Pac-Islander","Female",0,0,35,"Philippines","<=50K" +50,"Private",231495,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Federal-gov",133935,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Federal-gov",55237,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +18,"Private",183034,"Some-college",10,"Never-married","Sales","Own-child","Black","Male",0,0,35,"United-States","<=50K" +32,"Private",245487,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","Amer-Indian-Eskimo","Male",0,0,40,"Mexico","<=50K" +32,"Private",185480,"Assoc-voc",11,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Private",114251,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",181814,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Female",0,0,40,"United-States","<=50K" +38,"Self-emp-inc",125324,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,80,"United-States",">50K" +36,"Private",34744,"Assoc-acdm",12,"Divorced","Other-service","Unmarried","White","Female",0,0,37,"United-States","<=50K" +56,"Private",131608,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Federal-gov",226916,"Bachelors",13,"Widowed","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States",">50K" +56,"Private",124137,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,41,"United-States","<=50K" +17,"Private",96282,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,14,"United-States","<=50K" +56,"Private",229335,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +61,"State-gov",199495,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",111675,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,43,"United-States","<=50K" +27,"Private",139209,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",32372,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +33,"Self-emp-not-inc",203784,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,62,"United-States","<=50K" +38,"Private",64875,"Some-college",10,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,60,"United-States","<=50K" +51,"Private",41806,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",208725,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +49,"Local-gov",79019,"Masters",14,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,16,"United-States","<=50K" +26,"Private",136951,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +42,"Private",203554,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +38,"Private",170861,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +48,"Private",199590,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico",">50K" +30,"Private",182177,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"Ireland","<=50K" +25,"State-gov",183678,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +50,"Private",209320,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Self-emp-inc",206862,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,36,"United-States",">50K" +37,"Private",168941,"11th",7,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Private",75333,"10th",6,"Never-married","Sales","Own-child","Black","Female",0,0,24,"United-States","<=50K" +57,"Private",139290,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +33,"Private",400416,"10th",6,"Never-married","Other-service","Own-child","Black","Male",0,0,20,"United-States","<=50K" +41,"Self-emp-not-inc",223763,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States","<=50K" +45,"Private",77927,"Bachelors",13,"Widowed","Other-service","Own-child","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +50,"Private",175804,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +18,"Private",91525,"HS-grad",9,"Never-married","Sales","Other-relative","White","Male",0,0,25,"United-States","<=50K" +19,"Private",279968,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +26,"Private",77698,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +61,"?",198686,"Assoc-acdm",12,"Married-civ-spouse","?","Husband","White","Male",0,0,2,"United-States",">50K" +67,"?",190340,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",113491,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",202878,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +27,"Private",108431,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",194490,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +37,"Private",48093,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,90,"United-States",">50K" +22,"Private",136824,"11th",7,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",143280,"10th",6,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,24,"United-States","<=50K" +26,"Private",150062,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Local-gov",298510,"HS-grad",9,"Divorced","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",115025,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",350440,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +60,"Private",83850,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",62669,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +24,"Private",229773,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Local-gov",196234,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Female",0,0,40,"Puerto-Rico","<=50K" +69,"?",163595,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +52,"Self-emp-inc",49069,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +38,"Private",122952,"HS-grad",9,"Separated","Craft-repair","Unmarried","White","Female",0,0,35,"United-States","<=50K" +18,"Private",123856,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,49,"United-States","<=50K" +24,"Private",216181,"Assoc-voc",11,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Private",180062,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +21,"Private",188535,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +64,"Self-emp-not-inc",170421,"Some-college",10,"Widowed","Craft-repair","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +25,"Private",283087,"Some-college",10,"Never-married","Exec-managerial","Own-child","Black","Male",0,0,40,"United-States","<=50K" +34,"Federal-gov",341051,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +39,"Self-emp-not-inc",34378,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",380674,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,52,"United-States","<=50K" +19,"Private",304469,"10th",6,"Never-married","Farming-fishing","Own-child","White","Male",0,0,25,"United-States","<=50K" +35,"Private",99146,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",205109,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",99156,"HS-grad",9,"Separated","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +45,"Private",97842,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,65,"United-States","<=50K" +18,"Private",100875,"11th",7,"Never-married","Other-service","Unmarried","White","Female",0,0,28,"United-States","<=50K" +51,"Private",200576,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,63,"United-States","<=50K" +36,"Private",355053,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,28,"United-States","<=50K" +18,"Private",118376,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,16,"?","<=50K" +37,"Private",117567,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +39,"Federal-gov",189632,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +21,"Private",170108,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",192663,"HS-grad",9,"Separated","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +23,"Private",526164,"Bachelors",13,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",146579,"HS-grad",9,"Divorced","Sales","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +28,"Private",60288,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"State-gov",241951,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",213140,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",218124,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +22,"Self-emp-not-inc",279802,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,3,"United-States","<=50K" +26,"Private",153078,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Male",0,0,80,"?",">50K" +40,"Private",167919,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +90,"Private",250832,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",193158,"HS-grad",9,"Divorced","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"Private",172032,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",269015,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"Germany",">50K" +17,"?",262196,"10th",6,"Never-married","?","Own-child","White","Male",0,0,8,"United-States","<=50K" +49,"Federal-gov",125892,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",134890,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Male",0,0,50,"United-States","<=50K" +60,"Self-emp-not-inc",261119,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",119409,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Other","Female",0,0,40,"Columbia","<=50K" +53,"Self-emp-not-inc",118793,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +19,"Private",184207,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",191027,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",207782,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +48,"Self-emp-not-inc",209146,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"Private",187724,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +58,"Private",158002,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States","<=50K" +19,"Self-emp-not-inc",305834,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Female",0,0,25,"United-States","<=50K" +37,"?",122265,"HS-grad",9,"Divorced","?","Not-in-family","Asian-Pac-Islander","Female",0,0,42,"?","<=50K" +22,"Private",211798,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",123011,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",36302,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +62,"Private",169204,"HS-grad",9,"Widowed","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +26,"Private",38232,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +64,"State-gov",277657,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +38,"Private",32271,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",226198,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",28145,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,52,"United-States","<=50K" +39,"Private",140477,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +50,"Private",165050,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Self-emp-inc",202937,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +36,"Private",316298,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",203070,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,49,"United-States","<=50K" +51,"Self-emp-inc",103995,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +28,"Private",176137,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,32,"United-States","<=50K" +57,"Self-emp-not-inc",103948,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States",">50K" +40,"Local-gov",39581,"Prof-school",15,"Separated","Prof-specialty","Own-child","Black","Female",0,0,40,"United-States","<=50K" +27,"Private",506436,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"Peru","<=50K" +49,"State-gov",154493,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,44,"United-States","<=50K" +34,"Self-emp-not-inc",137223,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +24,"Private",102323,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"Private",257765,"7th-8th",4,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"Guatemala","<=50K" +52,"Private",42924,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +43,"Private",167599,"11th",7,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",0,0,25,"United-States","<=50K" +84,"?",368925,"5th-6th",3,"Widowed","?","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +79,"?",100881,"Assoc-acdm",12,"Married-civ-spouse","?","Wife","White","Female",0,0,2,"United-States",">50K" +35,"Private",52738,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,46,"United-States","<=50K" +56,"Private",98418,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +30,"Private",381153,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",103700,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",298635,"Bachelors",13,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Male",0,0,50,"United-States","<=50K" +32,"Private",127895,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +44,"Self-emp-inc",212760,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +32,"Private",281384,"HS-grad",9,"Married-AF-spouse","Other-service","Other-relative","White","Female",0,0,10,"United-States","<=50K" +60,"Private",181200,"12th",8,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",257364,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +50,"Private",283281,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +58,"Private",214502,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Private",69333,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Private",190060,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",95864,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,35,"United-States","<=50K" +17,"?",275778,"9th",5,"Never-married","?","Own-child","White","Female",0,0,25,"Mexico","<=50K" +45,"Private",27332,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",24395,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,30,"United-States","<=50K" +25,"Private",330695,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Self-emp-not-inc",171615,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States",">50K" +28,"Private",116372,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +27,"Private",38599,"12th",8,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Local-gov",202184,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,15,"United-States","<=50K" +24,"Private",315303,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,25,"United-States","<=50K" +38,"Private",103456,"Bachelors",13,"Separated","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +24,"State-gov",163480,"Masters",14,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",317425,"11th",7,"Never-married","Other-service","Own-child","Black","Male",0,0,7,"United-States","<=50K" +58,"Private",216941,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",116541,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Male",0,0,44,"United-States",">50K" +43,"Private",186396,"9th",5,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +24,"Private",385540,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Mexico","<=50K" +63,"Private",201631,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","Black","Male",0,0,40,"United-States","<=50K" +40,"Private",439919,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +21,"Private",182117,"Bachelors",13,"Never-married","Other-service","Other-relative","White","Male",0,0,20,"United-States","<=50K" +20,"State-gov",334113,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"?",228372,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States",">50K" +47,"Federal-gov",211123,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",38819,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,36,"United-States","<=50K" +23,"?",302836,"Assoc-acdm",12,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +35,"State-gov",89040,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",264210,"Some-college",10,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,20,"United-States","<=50K" +18,"Private",87157,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +28,"Self-emp-not-inc",398918,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +62,"?",123612,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,4,"United-States","<=50K" +20,"Private",155818,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +28,"Private",243660,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",134195,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",238638,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",159929,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",198668,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",215504,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",158002,"Some-college",10,"Never-married","Craft-repair","Other-relative","White","Male",0,0,55,"Ecuador","<=50K" +53,"Local-gov",35305,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,57,"United-States","<=50K" +25,"Private",195994,"1st-4th",2,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,40,"Guatemala","<=50K" +44,"State-gov",321824,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,38,"United-States","<=50K" +22,"Private",180449,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,28,"United-States","<=50K" +40,"Private",201764,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",250038,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"?","<=50K" +30,"Self-emp-not-inc",226535,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +51,"Private",136121,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +17,"Private",47199,"11th",7,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,24,"United-States","<=50K" +46,"Local-gov",215895,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +50,"State-gov",24647,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",734193,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +42,"?",321086,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Federal-gov",192589,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",326283,"Bachelors",13,"Never-married","Other-service","Unmarried","Other","Male",0,0,40,"United-States","<=50K" +32,"Private",207284,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",109089,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,70,"United-States","<=50K" +50,"Private",274528,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +77,"Private",142646,"7th-8th",4,"Widowed","Priv-house-serv","Unmarried","White","Female",0,0,23,"United-States","<=50K" +33,"Private",180859,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-inc",188610,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +64,"Private",169604,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",260560,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Local-gov",188245,"HS-grad",9,"Never-married","Prof-specialty","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +37,"Local-gov",52465,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",737315,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +22,"?",195143,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,29,"United-States","<=50K" +50,"Self-emp-not-inc",219420,"Doctorate",16,"Divorced","Sales","Not-in-family","White","Male",0,0,64,"United-States","<=50K" +60,"Private",198170,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +46,"Local-gov",183168,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,43,"United-States","<=50K" +43,"Private",168412,"HS-grad",9,"Married-civ-spouse","Sales","Other-relative","White","Female",0,0,44,"Poland","<=50K" +48,"Private",174386,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"El-Salvador",">50K" +48,"Private",95661,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +37,"Private",468713,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",169112,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",74024,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +27,"Private",110622,"5th-6th",3,"Never-married","Sales","Own-child","Asian-Pac-Islander","Female",0,0,20,"Vietnam","<=50K" +43,"Local-gov",33331,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",181557,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,25,"United-States","<=50K" +35,"Private",146091,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Private",200949,"10th",6,"Never-married","Other-service","Unmarried","White","Female",0,0,38,"Peru","<=50K" +51,"Local-gov",201560,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +71,"Federal-gov",149386,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Male",0,0,9,"United-States","<=50K" +63,"Private",38352,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"State-gov",180272,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,35,"United-States","<=50K" +24,"State-gov",275421,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Local-gov",173051,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,45,"United-States","<=50K" +33,"Local-gov",167474,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",267138,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",135138,"Bachelors",13,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +49,"Private",218357,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +28,"Self-emp-not-inc",107236,"12th",8,"Married-civ-spouse","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",138416,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,56,"Mexico","<=50K" +28,"Private",154863,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,35,"United-States","<=50K" +37,"Private",194004,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,25,"United-States","<=50K" +19,"Private",339123,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Local-gov",548361,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,26,"United-States","<=50K" +25,"Private",101812,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,41,"United-States","<=50K" +49,"Self-emp-inc",127111,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +47,"Private",171807,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,45,"United-States","<=50K" +48,"Local-gov",40666,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",340682,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",175052,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"?",321629,"HS-grad",9,"Never-married","?","Unmarried","White","Female",0,0,16,"United-States","<=50K" +46,"Private",154405,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +17,"Private",108402,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +34,"Private",346275,"11th",7,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,43,"United-States","<=50K" +44,"Private",42476,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,30,"United-States","<=50K" +23,"Private",161708,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +65,"?",137354,"Some-college",10,"Married-civ-spouse","?","Husband","Asian-Pac-Islander","Male",0,0,20,"United-States","<=50K" +34,"Private",250724,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"Jamaica","<=50K" +34,"Federal-gov",149368,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",154641,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",56150,"11th",7,"Never-married","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +21,"Private",260254,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",108083,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +54,"Self-emp-not-inc",71344,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +32,"Private",174215,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"State-gov",114366,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +39,"Private",158962,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",179498,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Germany","<=50K" +29,"Private",31935,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",149909,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States",">50K" +20,"?",58740,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,15,"United-States","<=50K" +39,"Private",216552,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",255348,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",176050,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +71,"?",125101,"Assoc-voc",11,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +62,"?",197286,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",159737,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,58,"United-States","<=50K" +39,"Private",316211,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +45,"Local-gov",556652,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +19,"Private",265576,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +43,"Private",347653,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States",">50K" +32,"Private",62374,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",170230,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +34,"Private",203051,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,27,"United-States","<=50K" +66,"Self-emp-inc",115880,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",181413,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +23,"Private",185554,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Private",350387,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +63,"Private",225102,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"?","<=50K" +35,"Self-emp-not-inc",350247,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",150025,"9th",5,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"?",">50K" +37,"Private",107737,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +63,"?",334741,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +43,"Private",115562,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States",">50K" +30,"Self-emp-not-inc",131584,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,60,"United-States","<=50K" +36,"Local-gov",95855,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,60,"United-States",">50K" +54,"Private",391016,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Federal-gov",51089,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +77,"Private",117898,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",70240,"HS-grad",9,"Married-spouse-absent","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +39,"Self-emp-not-inc",187693,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,72,"United-States",">50K" +37,"Private",341672,"Bachelors",13,"Separated","Tech-support","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +22,"Local-gov",289982,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,35,"United-States","<=50K" +54,"Private",76344,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +21,"Private",200973,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +36,"Private",111377,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Self-emp-not-inc",136684,"HS-grad",9,"Widowed","Adm-clerical","Other-relative","White","Female",0,0,30,"United-States","<=50K" +40,"Private",176716,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Self-emp-not-inc",166894,"Some-college",10,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",243872,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States",">50K" +28,"Private",155621,"5th-6th",3,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Columbia","<=50K" +46,"Private",102597,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",60331,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"United-States","<=50K" +37,"Private",75024,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,25,"Canada","<=50K" +69,"Private",174474,"10th",6,"Separated","Machine-op-inspct","Not-in-family","White","Female",0,0,28,"Peru","<=50K" +43,"Private",145441,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +53,"Private",83434,"Bachelors",13,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,21,"Japan",">50K" +20,"Private",691830,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,0,35,"United-States","<=50K" +22,"Private",189203,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +48,"Private",115784,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +40,"Federal-gov",280167,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +68,"?",407338,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +23,"Private",315065,"10th",6,"Never-married","Other-service","Unmarried","White","Male",0,0,60,"Mexico","<=50K" +25,"Local-gov",167835,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,38,"United-States",">50K" +22,"Private",63105,"HS-grad",9,"Never-married","Prof-specialty","Own-child","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",520775,"12th",8,"Never-married","Priv-house-serv","Own-child","White","Male",0,0,30,"United-States","<=50K" +41,"Local-gov",47902,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",145434,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +58,"Private",56392,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",162312,"HS-grad",9,"Divorced","Sales","Not-in-family","Asian-Pac-Islander","Male",0,0,45,"Japan","<=50K" +28,"Private",204074,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States","<=50K" +19,"Private",99246,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +44,"Private",102085,"Some-college",10,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +68,"Private",168794,"Preschool",1,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +33,"State-gov",332379,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",233419,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",57233,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +31,"Private",442429,"HS-grad",9,"Separated","Craft-repair","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +29,"Private",369114,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +65,"Private",261334,"9th",5,"Widowed","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Private",160303,"HS-grad",9,"Widowed","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +49,"Private",50474,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",321577,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",29591,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +33,"Self-emp-not-inc",334744,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Self-emp-not-inc",269474,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +66,"Private",33619,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,4,"United-States","<=50K" +38,"Private",149347,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +43,"Private",96249,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,42,"United-States",">50K" +40,"Local-gov",370502,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +32,"Private",188246,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",167558,"HS-grad",9,"Never-married","Sales","Unmarried","White","Female",0,0,35,"Mexico","<=50K" +35,"Private",292185,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Local-gov",70164,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Amer-Indian-Eskimo","Male",0,0,60,"United-States","<=50K" +36,"Private",269722,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +33,"Self-emp-not-inc",175502,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +53,"Private",233165,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +27,"Private",177351,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +22,"Private",212114,"Bachelors",13,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,15,"United-States","<=50K" +26,"Private",288959,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,36,"United-States","<=50K" +64,"Private",231619,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,21,"United-States","<=50K" +48,"Private",146919,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +23,"Private",388811,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",243560,"Some-college",10,"Never-married","Sales","Unmarried","White","Female",0,0,40,"?","<=50K" +35,"Self-emp-not-inc",98360,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",369538,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +65,"Self-emp-not-inc",31740,"Some-college",10,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +18,"Private",333611,"5th-6th",3,"Never-married","Other-service","Other-relative","White","Male",0,0,54,"Mexico","<=50K" +34,"Self-emp-not-inc",108247,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +28,"Private",76129,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"Guatemala","<=50K" +37,"Private",91711,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +61,"?",166855,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,10,"United-States","<=50K" +31,"Private",43953,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,35,"United-States","<=50K" +25,"Local-gov",84224,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +81,"Private",100675,"1st-4th",2,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,15,"Poland","<=50K" +47,"Private",155509,"HS-grad",9,"Separated","Other-service","Other-relative","Black","Female",0,0,35,"United-States","<=50K" +39,"Private",29814,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",241805,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,30,"United-States","<=50K" +44,"Private",214838,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +37,"Private",240810,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"Private",154076,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +27,"?",175552,"5th-6th",3,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"Mexico","<=50K" +55,"Private",170287,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Poland",">50K" +60,"Private",145995,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",433669,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,36,"?","<=50K" +23,"Private",233626,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +19,"Private",607799,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +45,"Private",88500,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,44,"United-States",">50K" +36,"Private",127809,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +46,"Private",243743,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",177211,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",231180,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",253856,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,20,"United-States","<=50K" +39,"Private",177075,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",152855,"HS-grad",9,"Never-married","Exec-managerial","Own-child","Other","Female",0,0,40,"Mexico","<=50K" +37,"Private",191137,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,25,"United-States","<=50K" +49,"Private",255559,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +27,"Private",169815,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",221215,"10th",6,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +35,"Private",270059,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +17,"Private",345403,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",194897,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +33,"Private",388741,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Other","Female",0,0,38,"United-States","<=50K" +33,"Private",355856,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,60,"United-States","<=50K" +51,"Private",122109,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States","<=50K" +49,"Private",75673,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +41,"Private",47902,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States",">50K" +64,"Private",221343,"1st-4th",2,"Divorced","Priv-house-serv","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +40,"Private",255675,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Federal-gov",203505,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",125106,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",139890,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",28035,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,86,"United-States","<=50K" +36,"Private",163237,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Local-gov",55890,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",255934,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,80,"United-States","<=50K" +61,"Private",168654,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"Canada","<=50K" +47,"Self-emp-not-inc",39986,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",208451,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",206681,"12th",8,"Never-married","Sales","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +33,"Private",117779,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,46,"United-States",">50K" +36,"Self-emp-not-inc",129150,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States",">50K" +38,"?",177273,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,35,"United-States","<=50K" +34,"Local-gov",226443,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Private",146326,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",187901,"Assoc-voc",11,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,23,"United-States","<=50K" +49,"Private",188694,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +71,"Private",187493,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",212468,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +20,"Private",84726,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",137907,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +51,"Private",34361,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,20,"United-States",">50K" +38,"Private",254114,"Some-college",10,"Married-spouse-absent","Prof-specialty","Own-child","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",170174,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Self-emp-not-inc",190895,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +24,"Local-gov",317443,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",375603,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",203076,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +49,"Private",53893,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"?",171748,"Some-college",10,"Never-married","?","Own-child","Black","Female",0,0,24,"United-States","<=50K" +52,"Private",204584,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +27,"Private",660870,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +20,"Private",105686,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",148607,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",255849,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Federal-gov",255921,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"England","<=50K" +33,"Private",113326,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"Private",440456,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",105493,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Local-gov",89491,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",171818,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",51151,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",188957,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",97933,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-inc",195447,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +63,"?",46907,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States",">50K" +54,"Self-emp-inc",383365,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States",">50K" +32,"Self-emp-not-inc",203408,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +29,"Local-gov",148182,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +26,"Local-gov",211497,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",48063,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +54,"Private",185407,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",225927,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Federal-gov",314525,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",208577,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +42,"Private",222884,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States",">50K" +31,"Private",209538,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Local-gov",177114,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +50,"Private",173754,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",121370,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,30,"United-States","<=50K" +37,"Private",67125,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +26,"Private",67240,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",198346,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +24,"Private",141003,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,25,"United-States","<=50K" +24,"Self-emp-inc",60668,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",104256,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,34,"United-States","<=50K" +47,"Private",131002,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",177720,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,45,"United-States","<=50K" +20,"Private",39615,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",112264,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Private",169100,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",155659,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Germany",">50K" +29,"Private",224215,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",270502,"11th",7,"Never-married","Exec-managerial","Own-child","White","Female",0,0,20,"United-States","<=50K" +46,"Private",125487,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",51385,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Private",112763,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Private",108926,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +36,"Local-gov",109766,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +38,"Private",226106,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +75,"Self-emp-not-inc",92792,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +26,"Private",186950,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +44,"Private",230478,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",231638,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Private",120461,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +49,"Private",33673,"12th",8,"Never-married","Transport-moving","Not-in-family","Asian-Pac-Islander","Male",0,0,35,"United-States","<=50K" +34,"Private",191385,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +31,"Self-emp-not-inc",229946,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Columbia","<=50K" +47,"Self-emp-not-inc",160131,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",126021,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Female",0,0,20,"United-States","<=50K" +42,"Private",203542,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",144592,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",223004,"Some-college",10,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,75,"United-States","<=50K" +22,"Private",183257,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +32,"Private",172714,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",131611,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,48,"United-States","<=50K" +41,"Private",253060,"Prof-school",15,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Private",471990,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,46,"United-States",">50K" +44,"Private",138966,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,38,"United-States","<=50K" +35,"Private",385412,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"?",184101,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +36,"Local-gov",135786,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,25,"United-States","<=50K" +30,"Private",227359,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +40,"State-gov",86912,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",172581,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",483822,"7th-8th",4,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,40,"Guatemala","<=50K" +66,"Self-emp-inc",220543,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +48,"Private",152953,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,32,"Dominican-Republic","<=50K" +35,"Private",239755,"Some-college",10,"Never-married","Sales","Unmarried","White","Male",0,0,50,"United-States","<=50K" +41,"Private",177905,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +19,"Private",200136,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +55,"Self-emp-not-inc",111625,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",162915,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +29,"Private",116662,"Bachelors",13,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +65,"Private",225580,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +30,"Private",169104,"Assoc-acdm",12,"Never-married","Other-service","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +43,"Private",212894,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",93997,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Italy","<=50K" +22,"Private",189924,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +23,"Private",274424,"11th",7,"Separated","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",188246,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",284211,"HS-grad",9,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,35,"United-States","<=50K" +21,"Private",198259,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +31,"Private",368517,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +34,"Private",168768,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +33,"Federal-gov",122220,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,40,"United-States",">50K" +44,"Private",175641,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +21,"State-gov",173324,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,20,"United-States","<=50K" +75,"Local-gov",31195,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +55,"Federal-gov",88876,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,60,"United-States",">50K" +43,"Self-emp-not-inc",176069,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,16,"United-States","<=50K" +31,"Private",215297,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"Private",198425,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +26,"Local-gov",180957,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +23,"Private",206129,"Assoc-voc",11,"Never-married","Craft-repair","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +42,"Federal-gov",65950,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",197618,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",185357,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +28,"Private",134890,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +64,"?",193043,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Federal-gov",153633,"Some-college",10,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +65,"Private",115890,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,20,"United-States","<=50K" +58,"Private",343957,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +63,"?",247986,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States",">50K" +59,"Private",159048,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",89735,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",31778,"Bachelors",13,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"?",157327,"5th-6th",3,"Married-civ-spouse","?","Husband","Black","Male",0,0,8,"United-States","<=50K" +34,"Private",236543,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"State-gov",194475,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",303510,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",171242,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Self-emp-not-inc",39388,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +62,"Local-gov",197218,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,18,"United-States","<=50K" +22,"State-gov",151991,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,20,"United-States","<=50K" +38,"Private",374524,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +34,"?",267352,"11th",7,"Never-married","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +45,"Local-gov",364563,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",186035,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +21,"Private",47541,"HS-grad",9,"Divorced","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +49,"Private",151107,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +24,"Private",500509,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +20,"Federal-gov",225515,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,24,"United-States","<=50K" +27,"Private",153291,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +40,"Private",169885,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"?",112780,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +31,"Local-gov",175778,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",174330,"HS-grad",9,"Separated","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +50,"Private",35224,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",175622,"Assoc-voc",11,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",164678,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States","<=50K" +50,"?",87263,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,55,"United-States",">50K" +17,"Self-emp-not-inc",181317,"10th",6,"Never-married","Farming-fishing","Own-child","White","Male",0,0,35,"United-States","<=50K" +33,"Federal-gov",177945,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +28,"Private",47168,"10th",6,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",190023,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +33,"Private",168782,"Assoc-voc",11,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +59,"Private",175290,"7th-8th",4,"Never-married","Other-service","Other-relative","White","Male",0,0,32,"United-States","<=50K" +74,"Private",145463,"1st-4th",2,"Widowed","Priv-house-serv","Not-in-family","Black","Female",0,0,15,"United-States","<=50K" +54,"Private",159755,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",113364,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,55,"United-States","<=50K" +31,"Private",487742,"Some-college",10,"Separated","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",304710,"Some-college",10,"Never-married","Sales","Own-child","Asian-Pac-Islander","Female",0,0,20,"United-States","<=50K" +57,"Self-emp-not-inc",315460,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,36,"United-States","<=50K" +49,"Private",135643,"HS-grad",9,"Widowed","Craft-repair","Unmarried","Asian-Pac-Islander","Female",0,0,40,"South","<=50K" +19,"?",117444,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +38,"Private",202683,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",164866,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,42,"United-States",">50K" +32,"?",227160,"Some-college",10,"Divorced","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Private",158077,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +38,"Private",191103,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,99,"United-States",">50K" +25,"Private",193701,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +40,"Private",143046,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +34,"Private",206297,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +35,"Self-emp-not-inc",188563,"HS-grad",9,"Divorced","Farming-fishing","Own-child","White","Male",0,0,50,"United-States","<=50K" +53,"Private",35102,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,34,"United-States","<=50K" +21,"Private",203055,"Some-college",10,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +43,"Private",309932,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",243432,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +22,"Private",177107,"Assoc-voc",11,"Never-married","Prof-specialty","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +64,"Self-emp-not-inc",113929,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +19,"?",291509,"12th",8,"Never-married","?","Own-child","White","Male",0,0,28,"United-States","<=50K" +34,"Private",186824,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,70,"United-States","<=50K" +46,"Private",192768,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +35,"Private",234962,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +32,"Private",83253,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +26,"Private",248990,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",346159,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"Private",272656,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,55,"United-States",">50K" +22,"Private",60552,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"State-gov",33798,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +38,"Self-emp-not-inc",112158,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,99,"United-States","<=50K" +55,"Private",200992,"Some-college",10,"Widowed","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +26,"Private",98155,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-inc",79586,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Other","Male",0,0,60,"United-States","<=50K" +25,"State-gov",143062,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +18,"?",284450,"11th",7,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +58,"State-gov",159021,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",353270,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",162312,"Some-college",10,"Never-married","Exec-managerial","Own-child","Asian-Pac-Islander","Male",0,0,45,"South","<=50K" +49,"State-gov",231961,"Doctorate",16,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,50,"United-States",">50K" +38,"Private",181943,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +21,"Private",163595,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +28,"Private",130856,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",208875,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"El-Salvador",">50K" +29,"Self-emp-not-inc",58744,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Male",0,0,60,"United-States","<=50K" +48,"Private",116641,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +40,"Private",69333,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",320811,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",197886,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +57,"Self-emp-not-inc",253914,"1st-4th",2,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"Mexico","<=50K" +24,"Private",89154,"9th",5,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"El-Salvador","<=50K" +32,"Private",372317,"9th",5,"Separated","Other-service","Unmarried","White","Female",0,0,23,"Mexico","<=50K" +18,"Self-emp-not-inc",296090,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,48,"?","<=50K" +39,"Private",192614,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,56,"United-States","<=50K" +39,"Private",403489,"11th",7,"Divorced","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",169652,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,12,"United-States","<=50K" +20,"Private",217467,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"?",162104,"9th",5,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +54,"Private",175912,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Self-emp-not-inc",179533,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,75,"United-States",">50K" +27,"Private",149624,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,30,"United-States","<=50K" +27,"Private",289147,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Federal-gov",347720,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +22,"Private",406978,"Bachelors",13,"Never-married","Exec-managerial","Other-relative","White","Female",0,0,40,"United-States","<=50K" +17,"Private",193199,"11th",7,"Never-married","Sales","Unmarried","White","Female",0,0,12,"Poland","<=50K" +37,"Self-emp-inc",163998,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Private",333701,"Assoc-voc",11,"Never-married","Other-service","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +45,"Private",186256,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",104525,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +71,"Private",212806,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,36,"United-States","<=50K" +23,"Local-gov",203353,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,45,"United-States","<=50K" +41,"Private",130126,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,80,"United-States",">50K" +21,"?",270043,"10th",6,"Never-married","?","Unmarried","White","Female",0,0,30,"United-States","<=50K" +47,"Private",218435,"HS-grad",9,"Married-spouse-absent","Sales","Unmarried","White","Female",0,0,20,"Cuba","<=50K" +30,"Private",154120,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +40,"Private",193537,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"Dominican-Republic","<=50K" +44,"Private",84535,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,48,"United-States","<=50K" +31,"State-gov",157673,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +68,"Private",217424,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,24,"United-States","<=50K" +38,"Private",186191,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +78,"Self-emp-inc",212660,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,10,"United-States","<=50K" +31,"Self-emp-inc",31740,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States","<=50K" +39,"Private",498785,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",162566,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,50,"Canada","<=50K" +30,"Private",118861,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,50,"United-States",">50K" +34,"Private",206609,"Some-college",10,"Never-married","Sales","Unmarried","White","Male",0,0,35,"United-States","<=50K" +30,"Federal-gov",423064,"HS-grad",9,"Separated","Adm-clerical","Other-relative","Black","Male",0,0,35,"United-States","<=50K" +47,"Private",191957,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States",">50K" +40,"Private",223934,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,17,"United-States",">50K" +62,"?",129246,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",195486,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,70,"Jamaica","<=50K" +40,"Private",114580,"HS-grad",9,"Divorced","Craft-repair","Other-relative","White","Female",0,0,40,"Vietnam","<=50K" +20,"Private",119215,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",240554,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Private",144084,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",358682,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Local-gov",59612,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Local-gov",101345,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,26,"United-States","<=50K" +20,"Private",117618,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",231238,"9th",5,"Separated","Farming-fishing","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",143046,"HS-grad",9,"Widowed","Transport-moving","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",203642,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +62,"Private",88579,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +21,"Private",240517,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,70,"United-States","<=50K" +58,"Local-gov",156649,"1st-4th",2,"Widowed","Handlers-cleaners","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",143392,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +37,"Private",365465,"HS-grad",9,"Separated","Craft-repair","Unmarried","White","Male",0,0,70,"Philippines","<=50K" +22,"State-gov",264710,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +64,"State-gov",223830,"9th",5,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +42,"Private",154374,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +43,"State-gov",242521,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",124569,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",209230,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,6,"United-States","<=50K" +21,"Private",162228,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Federal-gov",60267,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Self-emp-not-inc",76901,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +24,"Private",137876,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +70,"Self-emp-not-inc",347910,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States","<=50K" +27,"Local-gov",138917,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +34,"Private",532379,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",31532,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",30973,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",117295,"1st-4th",2,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +32,"Private",295282,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +42,"Private",190786,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",246207,"Bachelors",13,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +50,"Private",130780,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",186212,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +42,"Private",175526,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Federal-gov",82622,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +38,"State-gov",318886,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,52,"United-States","<=50K" +18,"Private",256005,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +63,"Self-emp-not-inc",217715,"5th-6th",3,"Never-married","Sales","Not-in-family","White","Female",0,0,3,"United-States","<=50K" +82,"Self-emp-not-inc",240491,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Cuba","<=50K" +33,"Private",154120,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,45,"United-States","<=50K" +37,"Private",69251,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +24,"Private",333505,"HS-grad",9,"Married-spouse-absent","Transport-moving","Own-child","White","Male",0,0,40,"Peru","<=50K" +31,"Private",168521,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +59,"Private",193568,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +18,"Private",426895,"12th",8,"Never-married","Farming-fishing","Own-child","White","Male",0,0,55,"United-States","<=50K" +47,"Self-emp-not-inc",131826,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",79646,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",167031,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","Other","Female",0,0,33,"United-States","<=50K" +34,"Private",73199,"11th",7,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +50,"Private",114056,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,84,"United-States","<=50K" +57,"Self-emp-not-inc",110417,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,75,"United-States","<=50K" +60,"Private",33266,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",154410,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +56,"?",154537,"Some-college",10,"Divorced","?","Unmarried","White","Female",0,0,50,"United-States",">50K" +18,"Private",27780,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +26,"Private",142914,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,75,"United-States","<=50K" +20,"Private",314422,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +29,"Local-gov",273771,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +30,"Private",175083,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +21,"Private",63665,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +24,"Local-gov",193416,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Private",74275,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",122609,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Local-gov",116892,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",196971,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,72,"United-States","<=50K" +20,"Private",105312,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +46,"Private",108699,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +44,"Private",171615,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +39,"Private",388023,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +39,"Private",181553,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +45,"Private",170850,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,44,"United-States",">50K" +28,"Private",187479,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +44,"Private",277720,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States","<=50K" +27,"Private",220754,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +34,"Self-emp-not-inc",209768,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",93225,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Federal-gov",341709,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",236242,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +21,"Private",121889,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +18,"Private",318190,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +63,"Self-emp-not-inc",111306,"7th-8th",4,"Widowed","Farming-fishing","Unmarried","White","Female",0,0,10,"United-States","<=50K" +18,"Private",198614,"11th",7,"Never-married","Sales","Own-child","Black","Female",0,0,8,"United-States","<=50K" +32,"Private",193231,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"?",104614,"11th",7,"Never-married","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",172368,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,20,"United-States","<=50K" +23,"Private",60331,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +38,"Private",154568,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +45,"Private",238567,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"England",">50K" +30,"Private",208068,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,40,"Mexico","<=50K" +24,"Federal-gov",283918,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +23,"Private",37783,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Private",263552,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +48,"Private",255439,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Self-emp-inc",344275,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +31,"Private",70568,"1st-4th",2,"Never-married","Other-service","Other-relative","White","Female",0,0,25,"El-Salvador","<=50K" +18,"Private",127827,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +36,"Private",185203,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",187052,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +72,"Private",177769,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,15,"United-States","<=50K" +61,"Private",68268,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States","<=50K" +37,"Federal-gov",81853,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","Asian-Pac-Islander","Female",0,0,40,"?","<=50K" +30,"Self-emp-inc",153549,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Private",271393,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",198148,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +65,"Private",469602,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,15,"United-States","<=50K" +36,"Private",163290,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",295949,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",125279,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +64,"Local-gov",182866,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",111563,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,20,"United-States",">50K" +38,"Private",34173,"Bachelors",13,"Never-married","Sales","Unmarried","White","Female",0,0,45,"United-States","<=50K" +24,"Private",197757,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +39,"Private",98941,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +44,"Private",205474,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",206659,"Some-college",10,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +73,"?",191394,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +66,"Private",244661,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +53,"Private",47396,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +43,"State-gov",270721,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +57,"State-gov",32694,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",171256,"Assoc-acdm",12,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,45,"United-States","<=50K" +52,"Self-emp-not-inc",217210,"HS-grad",9,"Widowed","Other-service","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",218329,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",386643,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Federal-gov",125933,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Self-emp-not-inc",155767,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",54929,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +59,"Private",162136,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +22,"Private",256504,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",162098,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,30,"United-States","<=50K" +39,"Self-emp-not-inc",103110,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",227610,"10th",6,"Divorced","Handlers-cleaners","Unmarried","White","Female",0,0,58,"United-States","<=50K" +63,"Private",176696,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Private",220019,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-inc",242984,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +38,"Private",187847,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",132636,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +20,"Private",108887,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +42,"Self-emp-not-inc",195897,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",112181,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,12,"United-States",">50K" +56,"Local-gov",391926,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",195505,"10th",6,"Never-married","Sales","Own-child","White","Male",0,0,5,"United-States","<=50K" +23,"Private",145389,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +33,"?",186824,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",101833,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",82283,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +52,"Private",99602,"HS-grad",9,"Separated","Craft-repair","Own-child","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",213276,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +59,"Private",424468,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?","<=50K" +30,"Private",176123,"10th",6,"Never-married","Machine-op-inspct","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +32,"Private",38797,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",101859,"7th-8th",4,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +53,"Private",87158,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",205066,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,36,"United-States","<=50K" +26,"Private",56929,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,50,"?","<=50K" +31,"Private",87950,"Assoc-voc",11,"Divorced","Sales","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +34,"Private",150154,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"State-gov",112139,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",149217,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +27,"Private",189974,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +23,"Private",109199,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +24,"Private",190290,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +33,"Federal-gov",428271,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +22,"State-gov",134192,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,10,"United-States","<=50K" +47,"Private",168211,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +44,"Federal-gov",316120,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States",">50K" +41,"Private",107276,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +45,"?",112453,"HS-grad",9,"Separated","?","Not-in-family","Asian-Pac-Islander","Male",0,0,4,"United-States","<=50K" +24,"Private",346909,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"Mexico","<=50K" +65,"?",105017,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",317360,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States","<=50K" +23,"Private",189017,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +54,"Private",138179,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",299813,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,37,"Dominican-Republic","<=50K" +45,"Private",265083,"5th-6th",3,"Divorced","Priv-house-serv","Unmarried","White","Female",0,0,35,"Mexico","<=50K" +50,"Private",185846,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",184655,"Assoc-acdm",12,"Never-married","Other-service","Other-relative","White","Male",0,0,25,"United-States","<=50K" +24,"Private",200295,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",63000,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +58,"Self-emp-not-inc",106942,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +47,"Private",52795,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,46,"United-States","<=50K" +37,"Private",51264,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,99,"France",">50K" +37,"Self-emp-not-inc",410919,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +22,"Private",105592,"Assoc-acdm",12,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +29,"Self-emp-not-inc",183151,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States","<=50K" +45,"Private",209912,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"India",">50K" +49,"Self-emp-not-inc",275845,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +72,"Private",89299,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +63,"Self-emp-not-inc",106648,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,12,"United-States","<=50K" +26,"Private",58426,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +58,"Self-emp-not-inc",121912,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States","<=50K" +40,"Private",170730,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +56,"Private",257555,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",51499,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,72,"United-States","<=50K" +28,"Private",195000,"Bachelors",13,"Never-married","Sales","Other-relative","White","Female",0,0,45,"United-States","<=50K" +57,"Private",108741,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +37,"Private",184964,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States",">50K" +44,"Private",156815,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",49325,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",121718,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Germany","<=50K" +18,"Private",172076,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +57,"Self-emp-not-inc",327901,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Local-gov",215990,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"United-States","<=50K" +38,"Private",210866,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,44,"United-States",">50K" +33,"Private",322873,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +42,"Private",265698,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +70,"?",26990,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,60,"United-States","<=50K" +50,"Private",177896,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +50,"Private",189107,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",306830,"Assoc-acdm",12,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Nicaragua","<=50K" +72,"Federal-gov",39110,"11th",7,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,8,"Canada","<=50K" +33,"Private",155475,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",135803,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,25,"Philippines","<=50K" +48,"Private",117849,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +64,"Self-emp-not-inc",339321,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,24,"United-States",">50K" +19,"Private",318822,"11th",7,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +48,"Private",174794,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",193920,"Masters",14,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,45,"?","<=50K" +42,"Federal-gov",91468,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",106760,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,50,"Canada",">50K" +34,"Private",375680,"Assoc-acdm",12,"Never-married","Craft-repair","Own-child","Black","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-inc",222615,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +22,"Private",190968,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",76767,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +50,"Self-emp-not-inc",203098,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States","<=50K" +25,"Private",242729,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +52,"Private",253784,"11th",7,"Divorced","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +30,"Private",206051,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",181553,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +73,"Self-emp-inc",80986,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"United-States","<=50K" +50,"Private",200783,"7th-8th",4,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +34,"Private",42596,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +24,"Private",464502,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","Black","Male",0,0,40,"?","<=50K" +66,"Private",205724,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,24,"United-States",">50K" +22,"Private",446140,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,55,"United-States","<=50K" +69,"Local-gov",32287,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,25,"United-States","<=50K" +23,"Private",56774,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Private",308118,"Bachelors",13,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,40,"?","<=50K" +35,"Private",176279,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,30,"United-States","<=50K" +20,"Private",103277,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +70,"Self-emp-inc",225780,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States",">50K" +34,"Private",149943,"HS-grad",9,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Japan","<=50K" +38,"State-gov",22245,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Private",93056,"7th-8th",4,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",270522,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,26,"United-States","<=50K" +60,"Self-emp-inc",123218,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",103642,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +34,"Private",157747,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +46,"Self-emp-not-inc",154083,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +30,"State-gov",23037,"Some-college",10,"Never-married","Other-service","Own-child","Amer-Indian-Eskimo","Male",0,0,84,"United-States","<=50K" +23,"?",226891,"HS-grad",9,"Never-married","?","Other-relative","Asian-Pac-Islander","Female",0,0,20,"South","<=50K" +29,"Private",50028,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",138251,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"Private",369825,"7th-8th",4,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,25,"United-States","<=50K" +36,"Federal-gov",44364,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,36,"United-States","<=50K" +23,"Private",230704,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,22,"United-States","<=50K" +35,"Private",42044,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,30,"United-States","<=50K" +28,"Local-gov",56340,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"State-gov",156015,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",163434,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",85251,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +38,"Self-emp-inc",187411,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",396633,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,56,"United-States",">50K" +38,"Private",52596,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +66,"?",260111,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +65,"Local-gov",143570,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +30,"Private",160634,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States",">50K" +54,"Private",29909,"11th",7,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,43,"United-States","<=50K" +49,"Private",94215,"12th",8,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",151990,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,15,"United-States",">50K" +48,"Federal-gov",188081,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",218445,"5th-6th",3,"Never-married","Priv-house-serv","Unmarried","White","Female",0,0,12,"Mexico","<=50K" +77,"Private",235775,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,25,"Cuba","<=50K" +19,"Private",98605,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +30,"Private",188398,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +35,"Private",202950,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"Iran",">50K" +20,"Private",218215,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +49,"Private",147002,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Female",0,0,40,"Puerto-Rico","<=50K" +52,"Private",138497,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Private",57711,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,35,"United-States",">50K" +50,"Private",169925,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,15,"United-States","<=50K" +22,"Private",72310,"11th",7,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +19,"Private",170800,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +39,"Private",215095,"11th",7,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,30,"Puerto-Rico","<=50K" +45,"Private",480717,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,38,"?","<=50K" +61,"Local-gov",34632,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +45,"Private",140664,"Assoc-acdm",12,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +36,"Local-gov",177858,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",129102,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +52,"Local-gov",278522,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +29,"Federal-gov",124953,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,42,"United-States",">50K" +33,"Private",63184,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Self-emp-not-inc",165815,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",248584,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +46,"Local-gov",226871,"Bachelors",13,"Divorced","Protective-serv","Not-in-family","Black","Male",0,0,50,"United-States",">50K" +19,"Private",60367,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,13,"United-States","<=50K" +44,"Private",134120,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +40,"Private",95639,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +20,"Private",132053,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,2,"United-States","<=50K" +24,"Private",138768,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +76,"Private",203910,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Male",0,0,17,"United-States","<=50K" +20,"Private",109952,"HS-grad",9,"Married-civ-spouse","Tech-support","Other-relative","White","Male",0,0,40,"United-States","<=50K" +33,"Private",155781,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +31,"Private",49398,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",159303,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",248339,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +30,"Private",183620,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +42,"Private",201495,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",52221,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",176027,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +42,"Local-gov",266135,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,52,"United-States",">50K" +76,"?",164835,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +21,"Private",363192,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",31360,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",63503,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",157614,"HS-grad",9,"Divorced","Sales","Own-child","White","Male",0,0,38,"United-States","<=50K" +38,"Private",363395,"Some-college",10,"Never-married","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",338376,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Private",87523,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",280714,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-inc",119565,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Local-gov",171482,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,56,"United-States",">50K" +40,"Self-emp-inc",49249,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",331552,"12th",8,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +45,"Private",174426,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",184105,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,28,"United-States","<=50K" +29,"Private",37933,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",376416,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",263612,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"Haiti","<=50K" +23,"Private",227471,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,24,"United-States","<=50K" +39,"Private",191103,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",35644,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Self-emp-not-inc",227298,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +25,"State-gov",187508,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",184378,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"Puerto-Rico","<=50K" +52,"Self-emp-not-inc",190333,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +48,"Private",155372,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,36,"United-States","<=50K" +37,"Private",259882,"Assoc-voc",11,"Never-married","Sales","Unmarried","Black","Female",0,0,6,"United-States","<=50K" +36,"Private",217077,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Private",103596,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",188236,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +24,"Private",353010,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +42,"Local-gov",70655,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-inc",64874,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Federal-gov",219240,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,22,"United-States","<=50K" +50,"Self-emp-inc",104849,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +40,"Private",173590,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",412316,"HS-grad",9,"Never-married","Sales","Other-relative","Black","Male",0,0,40,"?","<=50K" +57,"Self-emp-inc",195835,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Local-gov",170579,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +61,"Federal-gov",230545,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,35,"Puerto-Rico","<=50K" +71,"Private",162297,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",0,0,20,"United-States","<=50K" +47,"Private",169549,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",117528,"Bachelors",13,"Never-married","Other-service","Other-relative","White","Female",0,0,45,"United-States","<=50K" +25,"Private",273876,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +33,"Private",529104,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"State-gov",456110,"11th",7,"Divorced","Transport-moving","Unmarried","White","Female",0,0,52,"United-States","<=50K" +39,"?",180868,"11th",7,"Never-married","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",55717,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",166181,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,36,"United-States","<=50K" +24,"Private",52242,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +28,"Private",224629,"Masters",14,"Never-married","Exec-managerial","Not-in-family","Other","Male",0,0,30,"Cuba","<=50K" +20,"Private",197997,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",46144,"Some-college",10,"Divorced","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"State-gov",180871,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,55,"United-States","<=50K" +25,"Private",212311,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",232874,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",175999,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",177121,"Some-college",10,"Separated","Other-service","Not-in-family","White","Female",0,0,58,"United-States","<=50K" +20,"?",326624,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +56,"Private",129836,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,10,"United-States","<=50K" +24,"Private",225515,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"Private",145664,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +37,"Private",151764,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",183523,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Private",257869,"Some-college",10,"Separated","Other-service","Not-in-family","White","Male",0,0,28,"Columbia","<=50K" +40,"Private",73025,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,30,"China","<=50K" +18,"Private",165532,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +51,"Federal-gov",140035,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Self-emp-not-inc",325159,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +64,"Federal-gov",161926,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,8,"United-States","<=50K" +33,"Private",106938,"HS-grad",9,"Married-civ-spouse","Tech-support","Wife","Black","Female",0,0,38,"United-States","<=50K" +31,"Private",97453,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",248653,"1st-4th",2,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,37,"Mexico","<=50K" +39,"Private",59313,"12th",8,"Married-spouse-absent","Transport-moving","Not-in-family","Black","Male",0,0,45,"?","<=50K" +22,"Private",141297,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",227325,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +68,"Private",123653,"5th-6th",3,"Separated","Other-service","Not-in-family","White","Male",0,0,12,"Italy","<=50K" +59,"Federal-gov",176317,"10th",6,"Divorced","Other-service","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +25,"Private",169124,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",179413,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +35,"Private",180137,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,60,"United-States","<=50K" +17,"State-gov",179319,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +19,"Private",45766,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +59,"Private",214052,"5th-6th",3,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",201141,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,37,"United-States","<=50K" +74,"Self-emp-not-inc",43599,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +28,"Private",292536,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +40,"Private",82161,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",180656,"Some-college",10,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"?","<=50K" +20,"Private",181370,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +80,"Private",148623,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +51,"Private",84399,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +17,"Private",143331,"10th",6,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +37,"Federal-gov",48779,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",175495,"HS-grad",9,"Never-married","?","Own-child","Black","Female",0,0,24,"United-States","<=50K" +58,"Private",83542,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Private",214619,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",160035,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Federal-gov",39603,"Some-college",10,"Never-married","Craft-repair","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +36,"Private",181589,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,32,"Columbia","<=50K" +33,"Private",261511,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",29522,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +30,"Private",36340,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,24,"United-States","<=50K" +57,"?",403625,"Some-college",10,"Married-civ-spouse","?","Husband","Asian-Pac-Islander","Male",0,0,60,"United-States",">50K" +23,"Private",122346,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +53,"Private",152883,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +31,"State-gov",123037,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,13,"United-States","<=50K" +41,"?",339682,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Mexico","<=50K" +36,"Private",182074,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,40,"United-States","<=50K" +30,"Private",248588,"12th",8,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",187584,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"Canada","<=50K" +36,"Private",46706,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",190290,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Self-emp-not-inc",247294,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"Peru","<=50K" +22,"Private",117779,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",121602,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",451744,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +35,"Private",339772,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",185582,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,43,"United-States","<=50K" +26,"Private",260614,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Local-gov",53220,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",213844,"HS-grad",9,"Married-AF-spouse","Craft-repair","Wife","Black","Female",0,0,42,"United-States",">50K" +33,"Private",213226,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +30,"Private",58582,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,0,10,"United-States","<=50K" +52,"Private",193116,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +38,"Local-gov",201410,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",190525,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,46,"United-States",">50K" +57,"Self-emp-not-inc",138285,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Iran","<=50K" +51,"Private",111939,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +50,"Private",109277,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +32,"Private",331539,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,50,"China",">50K" +37,"Private",126675,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +69,"Self-emp-not-inc",349022,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,33,"United-States","<=50K" +33,"?",98145,"Some-college",10,"Divorced","?","Unmarried","Amer-Indian-Eskimo","Male",0,0,30,"United-States","<=50K" +37,"Private",234901,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"Germany",">50K" +47,"Self-emp-not-inc",265097,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +63,"Private",237379,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",44793,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +17,"Private",270942,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,35,"Mexico","<=50K" +56,"Private",193622,"HS-grad",9,"Separated","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +90,"Local-gov",187749,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,20,"Philippines","<=50K" +27,"Private",160178,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +38,"Private",680390,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +33,"Private",96245,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",34803,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",170091,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +42,"Private",231813,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",23789,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"State-gov",438711,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"United-States","<=50K" +49,"Private",28791,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",162814,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","Black","Male",0,0,45,"United-States","<=50K" +38,"Private",58108,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Self-emp-inc",102226,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Federal-gov",209131,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +46,"Self-emp-not-inc",157117,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",172865,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +19,"Private",29798,"12th",8,"Never-married","Handlers-cleaners","Own-child","Amer-Indian-Eskimo","Male",0,0,20,"United-States","<=50K" +71,"?",229424,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +52,"Local-gov",238959,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,32,"United-States",">50K" +27,"Private",189462,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,46,"United-States","<=50K" +52,"Private",139347,"HS-grad",9,"Married-civ-spouse","Transport-moving","Wife","White","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-inc",111128,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",81540,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",257562,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +31,"Private",59496,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",29974,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",102597,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +69,"Private",41419,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +50,"Private",118565,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +54,"State-gov",312897,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,46,"England",">50K" +17,"Private",166290,"9th",5,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +32,"Self-emp-not-inc",116834,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,5,"?","<=50K" +23,"Private",203076,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +66,"Private",201197,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +61,"Private",273803,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",156797,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",283896,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",156926,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States",">50K" +21,"?",163911,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,3,"United-States","<=50K" +56,"Self-emp-inc",165881,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",86872,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",167523,"Bachelors",13,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"Private",154950,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Federal-gov",171231,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"Puerto-Rico","<=50K" +62,"Private",244933,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +54,"Private",256908,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,25,"United-States",">50K" +34,"Self-emp-not-inc",33442,"Assoc-voc",11,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +18,"Private",126142,"10th",6,"Never-married","Craft-repair","Own-child","White","Male",0,0,30,"United-States","<=50K" +28,"?",268222,"11th",7,"Never-married","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +32,"Private",167106,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"Hong","<=50K" +22,"Local-gov",50065,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +34,"State-gov",252529,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +53,"?",199665,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States",">50K" +47,"Private",343579,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +19,"Private",190817,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",210731,"7th-8th",4,"Divorced","Sales","Other-relative","White","Male",0,0,20,"Mexico","<=50K" +42,"Private",123816,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +42,"Private",115085,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Self-emp-not-inc",34297,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",180985,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +62,"Local-gov",33365,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,40,"Canada","<=50K" +20,"Private",197752,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,16,"United-States","<=50K" +47,"Private",180551,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",77975,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",159297,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","Asian-Pac-Islander","Female",0,0,40,"?",">50K" +48,"Private",94342,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +39,"Self-emp-inc",34180,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +46,"Local-gov",367251,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +53,"Private",303462,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,30,"United-States","<=50K" +47,"Federal-gov",220269,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Self-emp-not-inc",45093,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"Canada","<=50K" +34,"Private",101709,"HS-grad",9,"Separated","Transport-moving","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +41,"Private",219591,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",76625,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",342599,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +42,"Self-emp-inc",125846,"1st-4th",2,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"?","<=50K" +54,"Local-gov",238257,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +39,"Self-emp-inc",206253,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +37,"Private",172571,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"Private",95165,"Doctorate",16,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",267843,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,35,"United-States","<=50K" +21,"?",207782,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +68,"?",103161,"HS-grad",9,"Widowed","?","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +20,"Private",132320,"Some-college",10,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Self-emp-not-inc",201138,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +48,"Private",239058,"12th",8,"Widowed","Handlers-cleaners","Unmarried","White","Female",0,0,50,"United-States","<=50K" +21,"Private",176262,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Female",0,0,18,"United-States","<=50K" +22,"Private",264738,"HS-grad",9,"Never-married","Exec-managerial","Other-relative","White","Female",0,0,42,"Germany","<=50K" +34,"Private",182218,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",318982,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +46,"Private",216666,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Guatemala","<=50K" +65,"Private",150095,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",192978,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",68021,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +34,"Self-emp-not-inc",28568,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States",">50K" +20,"Private",115057,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",139568,"11th",7,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-inc",138497,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +40,"State-gov",182460,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",0,0,38,"China",">50K" +22,"Private",253310,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,7,"United-States","<=50K" +29,"Self-emp-inc",130856,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"Self-emp-not-inc",389765,"7th-8th",4,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +38,"Private",146178,"HS-grad",9,"Never-married","Craft-repair","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +22,"Private",231053,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,70,"United-States",">50K" +21,"?",145964,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",483450,"9th",5,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Mexico","<=50K" +43,"Self-emp-inc",198316,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Private",160614,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"Self-emp-inc",325171,"10th",6,"Never-married","Other-service","Own-child","Black","Male",0,0,35,"United-States","<=50K" +45,"Private",186473,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +55,"Local-gov",286967,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +51,"Self-emp-not-inc",111939,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States",">50K" +65,"Federal-gov",325089,"10th",6,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +21,"Private",143582,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Female",0,0,45,"United-States","<=50K" +40,"Private",308027,"HS-grad",9,"Widowed","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +58,"Private",105060,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,37,"United-States","<=50K" +53,"Federal-gov",39643,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,58,"United-States","<=50K" +56,"Local-gov",267763,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",124293,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Private",36271,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",143459,"9th",5,"Separated","Handlers-cleaners","Own-child","White","Male",0,0,38,"United-States","<=50K" +36,"Private",186376,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,50,"United-States",">50K" +59,"Self-emp-inc",52822,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +33,"Private",104509,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",192302,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,25,"United-States","<=50K" +25,"Private",214413,"Masters",14,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",108574,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,15,"United-States","<=50K" +41,"Private",223934,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +45,"Private",200559,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +43,"Private",137722,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",261677,"9th",5,"Never-married","Handlers-cleaners","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +33,"Private",136331,"HS-grad",9,"Married-spouse-absent","Craft-repair","Unmarried","White","Male",0,0,50,"United-States","<=50K" +34,"Private",329993,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",91819,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +48,"Private",315423,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",103277,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +47,"Private",236805,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,60,"United-States","<=50K" +27,"Private",74883,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +18,"Private",115443,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +43,"Private",150528,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",43701,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +37,"Federal-gov",419053,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",183594,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +24,"Private",390348,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",247895,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +75,"Private",191446,"1st-4th",2,"Married-civ-spouse","Other-service","Other-relative","Black","Female",0,0,16,"United-States","<=50K" +43,"Self-emp-not-inc",33521,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,70,"United-States",">50K" +64,"Private",46087,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +36,"Private",356824,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Private",158746,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",153323,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,20,"United-States","<=50K" +73,"Self-emp-not-inc",130391,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +46,"Private",173613,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",182757,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",50397,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,20,"United-States","<=50K" +43,"Federal-gov",101709,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +21,"Private",202570,"12th",8,"Never-married","Adm-clerical","Other-relative","Black","Male",0,0,48,"?","<=50K" +40,"Private",145649,"HS-grad",9,"Separated","Sales","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +36,"Private",136343,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +64,"Self-emp-inc",142166,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +19,"?",242001,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +46,"Local-gov",124071,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,65,"United-States",">50K" +41,"Local-gov",190368,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +29,"?",19793,"Some-college",10,"Divorced","?","Unmarried","White","Female",0,0,8,"United-States","<=50K" +28,"Private",67661,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +23,"Private",62278,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Federal-gov",295010,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","White","Female",0,0,60,"United-States",">50K" +44,"Private",203897,"Bachelors",13,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",0,0,40,"Cuba","<=50K" +27,"Private",265314,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",159603,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,34,"United-States","<=50K" +29,"Private",134331,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",123011,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Poland",">50K" +27,"Private",274964,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +34,"Private",66309,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +38,"Private",73471,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"?",26671,"HS-grad",9,"Never-married","?","Other-relative","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +56,"Private",357118,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +35,"Self-emp-inc",184655,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,62,"United-States","<=50K" +23,"?",55492,"Assoc-voc",11,"Never-married","?","Not-in-family","Amer-Indian-Eskimo","Female",0,0,30,"United-States","<=50K" +23,"Private",175266,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",188008,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +48,"Self-emp-inc",56975,"HS-grad",9,"Divorced","Sales","Unmarried","Asian-Pac-Islander","Female",0,0,84,"?","<=50K" +27,"Private",150025,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"Puerto-Rico","<=50K" +22,"?",189203,"Assoc-acdm",12,"Never-married","?","Other-relative","White","Male",0,0,15,"United-States","<=50K" +49,"Self-emp-inc",330874,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States",">50K" +23,"Private",136824,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +24,"Private",201179,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",324654,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +25,"Federal-gov",366207,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",103860,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +22,"Private",106700,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Female",0,0,27,"United-States","<=50K" +54,"Local-gov",163557,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +39,"Self-emp-inc",286261,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",123083,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +75,"Self-emp-inc",125197,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,26,"United-States","<=50K" +28,"Self-emp-not-inc",278073,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","Black","Male",0,0,30,"United-States","<=50K" +50,"Private",133963,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +62,"Self-emp-not-inc",71467,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +40,"Private",76487,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Local-gov",215245,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +24,"Federal-gov",127185,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +21,"Private",179720,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Female",0,0,30,"United-States","<=50K" +48,"Private",173938,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Private",344275,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +23,"Private",150463,"HS-grad",9,"Never-married","Priv-house-serv","Unmarried","Other","Female",0,0,40,"Guatemala","<=50K" +42,"Local-gov",201723,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-inc",77392,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +21,"?",171156,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +56,"Self-emp-not-inc",357118,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +48,"Federal-gov",167749,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +37,"Self-emp-not-inc",352882,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","Asian-Pac-Islander","Female",0,0,70,"South",">50K" +25,"Private",51201,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +40,"Private",365986,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States",">50K" +34,"Private",400416,"11th",7,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,45,"United-States","<=50K" +52,"Private",31533,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",192337,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",301654,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",145162,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"?",">50K" +20,"Private",88126,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,9,"England","<=50K" +68,"Private",165017,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Italy",">50K" +35,"Private",238342,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",857532,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,40,"United-States","<=50K" +64,"Private",134378,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",260797,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,23,"United-States","<=50K" +25,"Private",138765,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +74,"?",256674,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +31,"Private",247444,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Columbia","<=50K" +67,"Private",180539,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,10,"United-States","<=50K" +29,"Private",107160,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",262024,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",131230,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,37,"United-States","<=50K" +67,"Private",274451,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,16,"United-States","<=50K" +41,"State-gov",365986,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States",">50K" +27,"Private",204515,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +51,"Private",99316,"12th",8,"Divorced","Transport-moving","Unmarried","White","Male",0,0,50,"United-States","<=50K" +21,"?",206681,"11th",7,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States","<=50K" +28,"Private",268726,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,46,"United-States","<=50K" +21,"Private",275395,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",383322,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",126822,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"United-States","<=50K" +39,"Self-emp-inc",168355,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +21,"Private",162667,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"Columbia","<=50K" +43,"Private",373403,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",249362,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +31,"Private",111567,"9th",5,"Never-married","Sales","Not-in-family","White","Male",0,0,43,"United-States",">50K" +18,"?",216508,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +27,"Private",145784,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Amer-Indian-Eskimo","Female",0,0,45,"United-States","<=50K" +34,"State-gov",209317,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",259505,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",345360,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"England","<=50K" +40,"Self-emp-inc",33126,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +21,"Private",206354,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +25,"Private",1484705,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,25,"United-States","<=50K" +21,"Private",26410,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Self-emp-not-inc",220901,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,30,"United-States","<=50K" +49,"Self-emp-inc",44671,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",38620,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +36,"Private",89040,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,47,"United-States","<=50K" +32,"Private",370160,"Some-college",10,"Separated","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",208946,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,32,"United-States","<=50K" +21,"Private",131230,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,10,"United-States","<=50K" +25,"Private",60358,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",350853,"5th-6th",3,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"?","<=50K" +24,"Private",209782,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",351952,"Some-college",10,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,20,"United-States","<=50K" +26,"Private",142081,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"Mexico","<=50K" +22,"Private",164775,"9th",5,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"Guatemala","<=50K" +41,"Local-gov",47858,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",404085,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +24,"Private",218678,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",321760,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,17,"United-States","<=50K" +45,"Local-gov",185399,"Masters",14,"Divorced","Prof-specialty","Own-child","White","Female",0,0,55,"United-States","<=50K" +38,"Local-gov",409200,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",40077,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Self-emp-not-inc",31740,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Local-gov",233722,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",192039,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +17,"Private",222618,"11th",7,"Never-married","Sales","Own-child","Black","Female",0,0,30,"United-States","<=50K" +31,"Local-gov",194141,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,48,"United-States","<=50K" +47,"State-gov",80282,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +27,"Private",166350,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +61,"Federal-gov",60641,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,30,"United-States","<=50K" +33,"Private",124827,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +67,"Private",105438,"HS-grad",9,"Separated","Machine-op-inspct","Other-relative","White","Female",0,0,40,"United-States","<=50K" +38,"Private",85244,"Bachelors",13,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",120535,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Local-gov",269604,"5th-6th",3,"Never-married","Other-service","Unmarried","Other","Female",0,0,40,"El-Salvador","<=50K" +27,"Private",247711,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +45,"Private",380922,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +24,"Private",281221,"Bachelors",13,"Never-married","Adm-clerical","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Taiwan","<=50K" +23,"Private",269687,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",181758,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +61,"Federal-gov",136787,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",107882,"HS-grad",9,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +34,"Private",172579,"Assoc-voc",11,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Federal-gov",38905,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +36,"Private",168826,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",424034,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +60,"Private",117509,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"?",196971,"Bachelors",13,"Never-married","?","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +64,"Private",69525,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,20,"United-States","<=50K" +22,"Private",374116,"HS-grad",9,"Never-married","Sales","Unmarried","White","Female",0,0,35,"United-States","<=50K" +27,"Private",283913,"5th-6th",3,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,65,"England","<=50K" +36,"State-gov",147258,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +27,"Private",139903,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +52,"Private",112959,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",264148,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +23,"Private",256211,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Male",0,0,24,"Vietnam","<=50K" +29,"Self-emp-not-inc",142519,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",281852,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,80,"United-States","<=50K" +38,"Private",380543,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +50,"Self-emp-not-inc",204402,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,84,"United-States",">50K" +50,"Private",192203,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",199005,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +17,"Self-emp-inc",61838,"10th",6,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",210095,"11th",7,"Married-spouse-absent","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +19,"Private",187352,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",32451,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",79443,"9th",5,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"Mexico","<=50K" +27,"Private",212622,"Masters",14,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Private",32650,"Assoc-voc",11,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +44,"Private",125461,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",219867,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,35,"United-States","<=50K" +32,"Local-gov",206609,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Private",101299,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",29437,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +65,"Private",87164,"11th",7,"Widowed","Sales","Other-relative","White","Female",0,0,20,"United-States","<=50K" +57,"Self-emp-inc",146103,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +48,"Private",169324,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,32,"Haiti","<=50K" +27,"Private",29523,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"?",247075,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +20,"?",200967,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,12,"United-States","<=50K" +51,"?",175985,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",267661,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +65,"Private",243858,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +20,"?",43587,"HS-grad",9,"Married-spouse-absent","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +47,"Federal-gov",31339,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",73145,"9th",5,"Never-married","Craft-repair","Own-child","White","Female",0,0,16,"United-States","<=50K" +38,"Local-gov",218184,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +38,"Local-gov",223237,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Self-emp-not-inc",93319,"HS-grad",9,"Never-married","Sales","Other-relative","White","Female",0,0,4,"United-States","<=50K" +24,"?",212300,"HS-grad",9,"Separated","?","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +52,"Private",187356,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,41,"United-States","<=50K" +46,"Self-emp-not-inc",220832,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,58,"United-States",">50K" +22,"Private",211361,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +56,"Private",134195,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +37,"Self-emp-not-inc",218249,"11th",7,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +59,"Private",70720,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,55,"United-States",">50K" +31,"Private",237317,"9th",5,"Never-married","Craft-repair","Not-in-family","Other","Male",0,0,45,"United-States","<=50K" +22,"Private",359759,"Some-college",10,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Male",0,0,20,"Philippines","<=50K" +48,"Self-emp-not-inc",181758,"Doctorate",16,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,60,"United-States",">50K" +63,"Self-emp-inc",267101,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +53,"Private",55139,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +38,"Private",220237,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?",">50K" +39,"Private",101073,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,24,"United-States","<=50K" +59,"Private",69884,"Prof-school",15,"Married-spouse-absent","Prof-specialty","Unmarried","White","Male",0,0,50,"United-States","<=50K" +45,"Private",201127,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",164733,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +60,"State-gov",129447,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +38,"Private",32837,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,56,"United-States","<=50K" +31,"Private",200117,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",219183,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +66,"?",188842,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,24,"United-States","<=50K" +26,"Private",272669,"Bachelors",13,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Male",0,0,20,"South","<=50K" +68,"?",191288,"7th-8th",4,"Widowed","?","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +32,"Private",176185,"Some-college",10,"Divorced","Exec-managerial","Other-relative","White","Male",0,0,60,"United-States","<=50K" +25,"Local-gov",197728,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +43,"Local-gov",144778,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"?","<=50K" +26,"?",133373,"Bachelors",13,"Never-married","?","Own-child","White","Male",0,0,44,"United-States","<=50K" +66,"Private",86010,"10th",6,"Widowed","Transport-moving","Not-in-family","White","Female",0,0,11,"United-States","<=50K" +31,"Private",228873,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",187415,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,50,"?","<=50K" +56,"Private",98361,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +22,"Private",129172,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +46,"Local-gov",316205,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +33,"Private",226629,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"United-States","<=50K" +26,"State-gov",180886,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States","<=50K" +42,"Self-emp-not-inc",69333,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +45,"Private",213620,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Private",197397,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","Other","Female",0,0,6,"Puerto-Rico","<=50K" +19,"Private",223648,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,20,"?","<=50K" +27,"Private",179915,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,99,"United-States","<=50K" +42,"Private",112956,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",187999,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +44,"Private",77313,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",231948,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,64,"United-States",">50K" +37,"Private",37109,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",0,0,60,"Philippines","<=50K" +29,"Private",79387,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +53,"?",133963,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",177937,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Male",0,0,45,"Poland","<=50K" +80,"Private",173488,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +61,"Private",183355,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",289944,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +23,"Private",62278,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +48,"Federal-gov",110457,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",295763,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,50,"United-States","<=50K" +71,"State-gov",100063,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +49,"Private",194962,"11th",7,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,6,"United-States","<=50K" +39,"Federal-gov",227597,"HS-grad",9,"Never-married","Armed-Forces","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +22,"Private",117606,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +67,"Federal-gov",44774,"Bachelors",13,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",177648,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +38,"?",203482,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,45,"United-States","<=50K" +50,"Private",153931,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",84774,"Assoc-acdm",12,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,40,"United-States","<=50K" +23,"Private",157127,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +26,"Private",170786,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",281030,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",167405,"HS-grad",9,"Married-spouse-absent","Farming-fishing","Own-child","White","Female",0,0,40,"Mexico","<=50K" +43,"Private",388849,"Assoc-acdm",12,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"State-gov",176998,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States",">50K" +57,"Private",200316,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",160300,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +22,"Private",236684,"Assoc-voc",11,"Never-married","Other-service","Own-child","Black","Female",0,0,36,"United-States","<=50K" +20,"Local-gov",247794,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +39,"Private",279490,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +27,"State-gov",280618,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",248406,"HS-grad",9,"Separated","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Local-gov",226494,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +41,"Private",220460,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"United-States","<=50K" +25,"Private",108317,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"State-gov",147256,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States",">50K" +22,"Private",110371,"HS-grad",9,"Married-civ-spouse","Other-service","Own-child","White","Male",0,0,50,"United-States","<=50K" +62,"Private",114060,"7th-8th",4,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,91,"United-States","<=50K" +29,"Federal-gov",31161,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","Other","Female",0,0,40,"United-States","<=50K" +44,"Private",105862,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,70,"United-States",">50K" +32,"Private",402089,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,2,"United-States","<=50K" +19,"?",425447,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",137300,"Assoc-voc",11,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +65,"State-gov",326691,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States",">50K" +24,"Private",275093,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +37,"Self-emp-not-inc",112497,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Local-gov",174491,"HS-grad",9,"Divorced","Tech-support","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",114835,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,60,"United-States",">50K" +28,"Private",137898,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +32,"Private",134886,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +38,"Private",193815,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Private",237833,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",101593,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +27,"Private",164924,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",174201,"HS-grad",9,"Divorced","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +47,"Local-gov",36169,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +55,"Private",144071,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Self-emp-not-inc",180859,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,8,"United-States","<=50K" +54,"Private",221915,"Some-college",10,"Widowed","Craft-repair","Unmarried","White","Female",0,0,50,"United-States","<=50K" +40,"Private",26892,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",351084,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",97306,"Bachelors",13,"Divorced","Craft-repair","Unmarried","White","Female",0,0,25,"United-States","<=50K" +30,"Private",185027,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",182539,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +22,"Private",215395,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +37,"Private",186434,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States",">50K" +41,"?",217921,"9th",5,"Married-civ-spouse","?","Wife","Asian-Pac-Islander","Female",0,0,40,"Hong","<=50K" +52,"Local-gov",346668,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-inc",412952,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",167009,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +58,"Private",316000,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Self-emp-not-inc",216256,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",341835,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +30,"Private",169841,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +26,"Self-emp-not-inc",200681,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Outlying-US(Guam-USVI-etc)","<=50K" +46,"Self-emp-not-inc",456956,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +26,"Federal-gov",276075,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +50,"Federal-gov",96657,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +22,"Private",374313,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Private",110998,"Masters",14,"Widowed","Tech-support","Unmarried","Asian-Pac-Islander","Female",0,0,40,"India","<=50K" +30,"Private",53285,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States",">50K" +58,"Private",104613,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +17,"?",303317,"11th",7,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",318822,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",375078,"7th-8th",4,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"Mexico","<=50K" +20,"?",232799,"HS-grad",9,"Never-married","?","Own-child","Black","Female",0,0,25,"United-States","<=50K" +30,"Private",210851,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",213745,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,45,"United-States","<=50K" +51,"Private",204447,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +26,"Private",318934,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",237386,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +44,"Private",182629,"Masters",14,"Divorced","Sales","Not-in-family","White","Male",0,0,24,"Iran","<=50K" +43,"Private",144778,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +35,"Private",117166,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +41,"Private",171550,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",165302,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Other","Female",0,0,40,"United-States","<=50K" +54,"Private",284952,"10th",6,"Separated","Sales","Unmarried","White","Female",0,0,43,"Italy","<=50K" +62,"Private",96099,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",198759,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +30,"Private",227886,"HS-grad",9,"Never-married","Exec-managerial","Own-child","Black","Female",0,0,35,"Jamaica","<=50K" +32,"Private",391874,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Self-emp-not-inc",184370,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +84,"Local-gov",135839,"Assoc-voc",11,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,14,"United-States","<=50K" +46,"Private",194698,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,60,"United-States","<=50K" +29,"Private",67218,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",205152,"Assoc-voc",11,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States",">50K" +23,"Private",434467,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,42,"United-States","<=50K" +63,"?",110150,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,55,"United-States",">50K" +42,"State-gov",404573,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +17,"Private",99462,"11th",7,"Never-married","Other-service","Own-child","Amer-Indian-Eskimo","Female",0,0,20,"United-States","<=50K" +60,"Private",170310,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",199883,"12th",8,"Divorced","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",70034,"7th-8th",4,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"Portugal","<=50K" +31,"Private",393357,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,48,"United-States","<=50K" +61,"Private",223133,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +43,"State-gov",345969,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +40,"State-gov",195520,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,49,"United-States","<=50K" +39,"Private",257942,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Local-gov",269300,"Some-college",10,"Married-spouse-absent","Adm-clerical","Unmarried","Black","Female",0,0,27,"United-States","<=50K" +47,"Private",137354,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +45,"Federal-gov",232997,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States",">50K" +30,"Private",77266,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +30,"Self-emp-not-inc",164190,"Prof-school",15,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Local-gov",26832,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",188096,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,72,"United-States",">50K" +48,"Self-emp-inc",369522,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,25,"United-States",">50K" +20,"Private",110998,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,30,"United-States","<=50K" +31,"?",163890,"Some-college",10,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",358631,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +50,"Private",185354,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +33,"Private",336061,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"?",47011,"Bachelors",13,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +30,"Private",59496,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",32950,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",199555,"Assoc-voc",11,"Never-married","Sales","Unmarried","White","Male",0,0,5,"United-States","<=50K" +28,"Private",91299,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,45,"United-States","<=50K" +38,"Private",242559,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +52,"Federal-gov",22428,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States",">50K" +32,"Private",239150,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +37,"Private",170563,"Assoc-voc",11,"Separated","Prof-specialty","Unmarried","White","Female",0,0,32,"United-States","<=50K" +36,"Private",173542,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",286026,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Local-gov",163229,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,56,"United-States","<=50K" +40,"Local-gov",165726,"Assoc-voc",11,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",70055,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"Private",184655,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",139906,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,81,"United-States","<=50K" +32,"Local-gov",198211,"Assoc-voc",11,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",146540,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +53,"Local-gov",132304,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",190916,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Never-worked",237272,"10th",6,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +44,"Private",755858,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States",">50K" +52,"Private",127315,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +42,"State-gov",304302,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +34,"Private",184942,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",267989,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",188377,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",340787,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",169071,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,28,"United-States","<=50K" +36,"Self-emp-not-inc",151094,"Assoc-voc",11,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +27,"Private",122922,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",151141,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,15,"United-States","<=50K" +30,"Private",136651,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +37,"Private",177285,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,48,"United-States",">50K" +31,"Local-gov",128016,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"Private",200318,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +32,"Private",250354,"10th",6,"Never-married","Craft-repair","Other-relative","White","Male",0,0,45,"United-States","<=50K" +58,"Private",191069,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",27856,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,8,"United-States","<=50K" +44,"Private",523484,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +42,"Private",196029,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States",">50K" +45,"Private",200471,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States","<=50K" +20,"Private",353195,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +35,"Private",222868,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",221791,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","Black","Male",0,0,40,"United-States","<=50K" +56,"Private",197114,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,28,"United-States","<=50K" +48,"Private",160220,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Self-emp-not-inc",274917,"Masters",14,"Widowed","Other-service","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +32,"Private",348460,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"Private",112683,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,12,"United-States","<=50K" +48,"Private",345831,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",105370,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +48,"Private",345006,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"Mexico","<=50K" +40,"Local-gov",108765,"Assoc-voc",11,"Never-married","Exec-managerial","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +50,"Private",138022,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",175029,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +19,"Private",189574,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +36,"Self-emp-not-inc",186035,"Prof-school",15,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States",">50K" +39,"Private",165235,"Bachelors",13,"Separated","Prof-specialty","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Philippines",">50K" +22,"Private",105043,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",248584,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Private",200153,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +50,"Private",398625,"11th",7,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",114043,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",169544,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Private",343849,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +24,"Private",291578,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Private",136162,"Assoc-voc",11,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",302612,"Masters",14,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +65,"Local-gov",240166,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +44,"Private",119281,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +73,"Self-emp-not-inc",300404,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,6,"United-States",">50K" +21,"Private",82847,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +43,"Federal-gov",287008,"Masters",14,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,35,"United-States",">50K" +21,"Private",654141,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,32,"United-States","<=50K" +30,"Private",252646,"Some-college",10,"Separated","Transport-moving","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +54,"Private",171924,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,48,"United-States","<=50K" +19,"Private",219742,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +55,"State-gov",153788,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,37,"United-States","<=50K" +20,"Private",60639,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,28,"United-States","<=50K" +53,"Private",96062,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Greece","<=50K" +51,"Private",165614,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,55,"United-States",">50K" +33,"Private",159888,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",110586,"Some-college",10,"Widowed","Priv-house-serv","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Self-emp-not-inc",143062,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +17,"Self-emp-inc",413557,"9th",5,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",137658,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +36,"Private",398931,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",311764,"10th",6,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,35,"United-States","<=50K" +58,"Private",98725,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Private",140854,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Federal-gov",352768,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"?",27184,"HS-grad",9,"Widowed","?","Unmarried","White","Female",0,0,38,"United-States","<=50K" +72,"?",237229,"Assoc-voc",11,"Widowed","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +27,"Private",210313,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"Guatemala","<=50K" +38,"Private",194538,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States",">50K" +28,"Private",211032,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-inc",107909,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",136077,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +28,"Private",214689,"Bachelors",13,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,25,"United-States","<=50K" +70,"?",147558,"Bachelors",13,"Divorced","?","Not-in-family","White","Female",0,0,7,"United-States","<=50K" +40,"Self-emp-not-inc",93793,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",247025,"Assoc-voc",11,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",284403,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,60,"United-States","<=50K" +29,"Private",221977,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +25,"Federal-gov",339956,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",161097,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States",">50K" +60,"Private",223696,"1st-4th",2,"Divorced","Craft-repair","Not-in-family","Other","Male",0,0,38,"Dominican-Republic","<=50K" +31,"Private",234500,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +51,"Local-gov",97005,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",242615,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +36,"Private",174938,"Bachelors",13,"Divorced","Tech-support","Unmarried","White","Male",0,0,20,"United-States","<=50K" +35,"Private",160120,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +48,"Private",193775,"Bachelors",13,"Divorced","Adm-clerical","Own-child","White","Male",0,0,38,"United-States",">50K" +78,"Self-emp-not-inc",59583,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,25,"United-States","<=50K" +72,"Private",157913,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,17,"United-States","<=50K" +24,"Private",308205,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +58,"?",158506,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,16,"United-States","<=50K" +48,"Private",330470,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,30,"United-States","<=50K" +28,"Private",184078,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",123384,"Masters",14,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",330132,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +47,"Private",274720,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"Jamaica","<=50K" +50,"Private",129673,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +35,"Federal-gov",205584,"5th-6th",3,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +17,"Private",327127,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,20,"United-States","<=50K" +41,"Private",225892,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +37,"Private",224886,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,42,"United-States","<=50K" +35,"Local-gov",27763,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +56,"Private",73684,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Portugal","<=50K" +23,"Private",107452,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",23871,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,32,"United-States","<=50K" +79,"Self-emp-inc",309272,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",469864,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +55,"Private",286230,"11th",7,"Divorced","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +59,"State-gov",186308,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +22,"Private",113062,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",86150,"11th",7,"Never-married","Sales","Own-child","Asian-Pac-Islander","Female",0,0,19,"Philippines","<=50K" +41,"Private",262038,"5th-6th",3,"Married-spouse-absent","Farming-fishing","Not-in-family","White","Male",0,0,35,"Mexico","<=50K" +32,"Private",279231,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Italy","<=50K" +45,"Private",183786,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +61,"Private",339358,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Other-relative","White","Female",0,0,45,"Mexico","<=50K" +34,"Private",287737,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",99203,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",113481,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +65,"Private",204042,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +24,"Private",43387,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"England",">50K" +37,"Private",99233,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",313729,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +42,"Private",99679,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +18,"Private",169745,"7th-8th",4,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Federal-gov",19914,"Some-college",10,"Widowed","Exec-managerial","Unmarried","Amer-Indian-Eskimo","Female",0,0,15,"United-States","<=50K" +31,"Private",113543,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",224241,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +40,"Self-emp-inc",137367,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,50,"China","<=50K" +32,"Private",263908,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",280798,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Local-gov",203849,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",62546,"Doctorate",16,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +40,"Private",197344,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +36,"Private",93225,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +33,"Private",187560,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,36,"United-States","<=50K" +23,"State-gov",61743,"5th-6th",3,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +21,"Private",186648,"10th",6,"Separated","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",173321,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,32,"United-States","<=50K" +53,"State-gov",246820,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +20,"?",424034,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,15,"United-States","<=50K" +53,"Self-emp-not-inc",291755,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,72,"United-States","<=50K" +58,"Private",104945,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,60,"United-States","<=50K" +51,"Private",85423,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +31,"Private",214235,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,65,"United-States","<=50K" +35,"Self-emp-not-inc",278632,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"?",27415,"11th",7,"Never-married","?","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +31,"Local-gov",143392,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +21,"Private",277408,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +39,"Self-emp-not-inc",336793,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +51,"Private",74660,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",395026,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,12,"United-States","<=50K" +32,"Private",171215,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +56,"Private",121362,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +35,"Private",409200,"Assoc-acdm",12,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +63,"Private",268965,"12th",8,"Widowed","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +61,"Private",136262,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",141323,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Local-gov",108083,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +19,"Private",82210,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +33,"State-gov",400943,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +35,"Private",308489,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,50,"United-States","<=50K" +35,"Private",187053,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Female",0,0,60,"United-States",">50K" +38,"Private",75826,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +23,"Private",413345,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +22,"Private",356567,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +20,"Private",223811,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",159313,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",250170,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States",">50K" +59,"Private",135617,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",187346,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",108103,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",255476,"5th-6th",3,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +24,"Private",68577,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",155961,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,35,"Jamaica","<=50K" +22,"State-gov",264102,"Some-college",10,"Never-married","Other-service","Other-relative","Black","Male",0,0,39,"Haiti","<=50K" +37,"Private",167777,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,52,"United-States","<=50K" +28,"Private",199998,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +55,"Private",199856,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,50,"United-States","<=50K" +29,"?",189765,"5th-6th",3,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States","<=50K" +32,"Private",193042,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States","<=50K" +66,"?",222810,"Some-college",10,"Divorced","?","Other-relative","White","Female",0,0,35,"United-States","<=50K" +47,"Local-gov",162595,"Some-college",10,"Married-spouse-absent","Craft-repair","Other-relative","White","Male",0,0,45,"United-States","<=50K" +23,"Private",208826,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Local-gov",120190,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +40,"Self-emp-not-inc",27242,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,84,"United-States","<=50K" +28,"Private",309196,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",240698,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",411797,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,35,"United-States",">50K" +25,"Private",178843,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,15,"United-States","<=50K" +42,"Private",136177,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +35,"Private",243409,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Germany","<=50K" +34,"Private",164748,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"State-gov",24185,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States",">50K" +30,"Private",167476,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +44,"Private",106900,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,44,"United-States",">50K" +52,"Private",53497,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",335704,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +36,"Private",211022,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +30,"Private",163003,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Asian-Pac-Islander","Female",0,0,52,"Taiwan","<=50K" +39,"Private",67433,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",458549,"1st-4th",2,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,96,"Mexico","<=50K" +26,"Private",190469,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",195411,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +20,"Private",216889,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +70,"?",336007,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +26,"Private",167350,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,50,"United-States","<=50K" +24,"Private",241857,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +48,"Private",125892,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +62,"Private",272209,"HS-grad",9,"Divorced","Priv-house-serv","Unmarried","Black","Female",0,0,99,"United-States","<=50K" +48,"Private",175221,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",180195,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",38090,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +58,"Private",310085,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Federal-gov",118686,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +29,"?",112963,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-inc",120131,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,52,"?","<=50K" +19,"Private",43937,"Some-college",10,"Never-married","Other-service","Other-relative","White","Female",0,0,20,"United-States","<=50K" +37,"Private",210438,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",176724,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +31,"Self-emp-not-inc",113364,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +64,"Self-emp-not-inc",73986,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +28,"Local-gov",197932,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,16,"United-States","<=50K" +32,"Private",193285,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"Local-gov",223342,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +35,"Private",49749,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States",">50K" +19,"?",211553,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +45,"Private",201865,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +46,"Self-emp-not-inc",275625,"Bachelors",13,"Divorced","Other-service","Unmarried","Asian-Pac-Islander","Female",0,0,60,"South",">50K" +19,"Private",206599,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,16,"United-States","<=50K" +29,"Private",89813,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"Scotland","<=50K" +25,"State-gov",156848,"HS-grad",9,"Married-civ-spouse","Protective-serv","Own-child","White","Male",0,0,35,"United-States","<=50K" +37,"Private",162494,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",205407,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +28,"Private",375313,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +32,"Private",127895,"Some-college",10,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +34,"Private",248754,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",188096,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +20,"Private",216811,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Self-emp-inc",113870,"Masters",14,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Federal-gov",343052,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +35,"Private",280966,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",42044,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +32,"Private",309513,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",163604,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +52,"Private",224198,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +50,"Private",338283,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",242375,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +25,"Private",81286,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +21,"Private",243368,"Preschool",1,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"Mexico","<=50K" +31,"Private",217803,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +31,"Self-emp-not-inc",323020,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,30,"United-States","<=50K" +41,"Private",34278,"Assoc-voc",11,"Separated","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",184579,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,60,"United-States","<=50K" +20,"?",210781,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,10,"United-States","<=50K" +20,"Private",142673,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +29,"Private",131714,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,25,"United-States","<=50K" +51,"Local-gov",74784,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Local-gov",181372,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,33,"United-States",">50K" +23,"?",62507,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +48,"Private",155664,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States",">50K" +62,"Private",113440,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +22,"Private",147227,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +20,"Private",184678,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +31,"Private",98639,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",174201,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Private",123780,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,38,"United-States","<=50K" +20,"Private",374116,"HS-grad",9,"Never-married","Prof-specialty","Other-relative","White","Female",0,0,40,"United-States","<=50K" +37,"Local-gov",212005,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +65,"Private",123965,"Bachelors",13,"Widowed","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",113635,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"Ireland","<=50K" +62,"Private",664366,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +53,"Private",218311,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +38,"Private",278557,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +49,"Private",314773,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",194861,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",400616,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",208117,"Bachelors",13,"Never-married","Prof-specialty","Other-relative","White","Male",0,0,40,"United-States","<=50K" +36,"Private",184498,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",117674,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +19,"Private",162621,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,14,"United-States","<=50K" +23,"Private",368739,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +63,"Self-emp-not-inc",196994,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,15,"United-States","<=50K" +63,"Self-emp-not-inc",420629,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,45,"United-States","<=50K" +76,"Local-gov",169133,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +45,"Self-emp-inc",120131,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Self-emp-inc",456236,"Some-college",10,"Divorced","Sales","Own-child","White","Male",0,0,45,"United-States",">50K" +51,"Private",107123,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",36924,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",167065,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",53642,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",154668,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Federal-gov",102238,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +27,"Private",152951,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",257042,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +60,"Private",74243,"Assoc-voc",11,"Widowed","Craft-repair","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +33,"Private",117186,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"Private",178322,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +31,"State-gov",286911,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,38,"United-States","<=50K" +57,"Self-emp-not-inc",177271,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +30,"Private",149427,"9th",5,"Never-married","Craft-repair","Own-child","White","Male",0,0,45,"United-States","<=50K" +45,"Private",101656,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +25,"Private",241025,"Bachelors",13,"Never-married","Other-service","Own-child","White","Male",0,0,18,"United-States","<=50K" +51,"Self-emp-inc",338836,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",210534,"5th-6th",3,"Separated","Adm-clerical","Other-relative","White","Male",0,0,40,"El-Salvador","<=50K" +28,"Private",95725,"Assoc-voc",11,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +47,"?",178013,"10th",6,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"Cuba","<=50K" +53,"Federal-gov",167410,"Bachelors",13,"Divorced","Tech-support","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +25,"Federal-gov",406955,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +47,"Private",341762,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",239303,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"?","<=50K" +30,"Private",38848,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",54744,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",332194,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",154950,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +33,"Self-emp-not-inc",196342,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +31,"Private",201292,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",339767,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,20,"England",">50K" +26,"Private",250066,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",318886,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Black","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",124076,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +30,"State-gov",242122,"HS-grad",9,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +17,"Private",34019,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +35,"Local-gov",230754,"Masters",14,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",213842,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",62165,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"?","<=50K" +34,"Private",134737,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States",">50K" +32,"Private",515629,"HS-grad",9,"Separated","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Federal-gov",119199,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",90222,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",28443,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",159442,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"Ireland","<=50K" +54,"Private",315804,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",135840,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +38,"Private",81232,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"?",">50K" +43,"Private",118001,"7th-8th",4,"Separated","Farming-fishing","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",207875,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,20,"United-States","<=50K" +39,"Private",164898,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Local-gov",170066,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,25,"United-States",">50K" +47,"Private",111994,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,34,"United-States","<=50K" +45,"Private",166636,"HS-grad",9,"Divorced","Other-service","Other-relative","Black","Female",0,0,35,"United-States","<=50K" +24,"State-gov",61737,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",241885,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",234190,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +57,"Private",230899,"5th-6th",3,"Separated","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",222442,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,51,"Cuba","<=50K" +27,"Private",157612,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +28,"Private",199903,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +74,"?",292627,"1st-4th",2,"Married-civ-spouse","?","Husband","Black","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",156687,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Asian-Pac-Islander","Male",0,0,42,"Japan","<=50K" +27,"Private",369522,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,45,"United-States","<=50K" +61,"Private",226297,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",356017,"11th",7,"Never-married","Other-service","Not-in-family","White","Male",0,0,99,"United-States","<=50K" +28,"Private",189257,"9th",5,"Never-married","Handlers-cleaners","Own-child","Black","Female",0,0,24,"United-States","<=50K" +20,"Private",157541,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",69251,"Assoc-voc",11,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +38,"State-gov",272944,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",113667,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +40,"Private",222011,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States",">50K" +43,"Private",191196,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +38,"Private",169104,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +19,"Private",146679,"Some-college",10,"Never-married","Exec-managerial","Own-child","Black","Male",0,0,30,"United-States","<=50K" +56,"Private",226985,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +38,"Private",153066,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States",">50K" +30,"?",159303,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,4,"United-States","<=50K" +18,"State-gov",109445,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +68,"Private",99491,"Some-college",10,"Widowed","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +35,"Private",172571,"Assoc-voc",11,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +42,"Private",143582,"7th-8th",4,"Married-civ-spouse","Other-service","Other-relative","Asian-Pac-Islander","Female",0,0,48,"?","<=50K" +32,"Private",207113,"10th",6,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +43,"Federal-gov",192712,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +30,"Private",154297,"10th",6,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",110402,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",207213,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",606111,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"Germany",">50K" +26,"Private",34112,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",119156,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,20,"United-States","<=50K" +19,"Private",249787,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",153516,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +25,"State-gov",260754,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",155621,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"Columbia","<=50K" +36,"Private",33983,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,42,"United-States",">50K" +23,"Private",306601,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"Mexico","<=50K" +24,"Private",270075,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,50,"United-States","<=50K" +23,"Private",109430,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",187115,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +25,"Self-emp-not-inc",463667,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,8,"United-States","<=50K" +24,"Private",52262,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",144064,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,62,"United-States","<=50K" +26,"Private",147821,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,45,"?","<=50K" +62,"?",232719,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",268620,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,33,"United-States","<=50K" +45,"Private",81132,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +34,"Private",242984,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +65,"Self-emp-inc",172684,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,44,"Mexico",">50K" +42,"Private",103932,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"State-gov",431637,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +40,"Private",188942,"Some-college",10,"Married-civ-spouse","Sales","Wife","Black","Female",0,0,40,"Puerto-Rico","<=50K" +53,"Federal-gov",170354,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Private",28518,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +30,"State-gov",193380,"Bachelors",13,"Never-married","Prof-specialty","Other-relative","White","Male",0,0,35,"United-States","<=50K" +59,"Private",175942,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +42,"Self-emp-not-inc",53956,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,55,"United-States","<=50K" +23,"Private",120773,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",96219,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,15,"United-States","<=50K" +20,"Private",104164,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",190429,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +73,"?",243030,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States","<=50K" +44,"Private",368757,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",220563,"12th",8,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",233571,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,37,"United-States",">50K" +39,"Private",187847,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,50,"United-States","<=50K" +44,"Self-emp-not-inc",254303,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +27,"Private",109611,"9th",5,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,37,"Portugal","<=50K" +50,"Private",189183,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",206951,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",282882,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +55,"Private",377061,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",209906,"1st-4th",2,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,35,"Puerto-Rico","<=50K" +53,"Local-gov",176059,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States","<=50K" +21,"Private",347292,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",277314,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +74,"?",29887,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +53,"Private",341439,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,60,"United-States",">50K" +60,"Private",114263,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"Hungary",">50K" +59,"Private",230899,"9th",5,"Separated","Machine-op-inspct","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +37,"Private",271767,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,48,"United-States",">50K" +49,"Private",39986,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +73,"Local-gov",45784,"Some-college",10,"Never-married","Prof-specialty","Other-relative","White","Female",0,0,11,"United-States","<=50K" +58,"Private",126991,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +18,"?",234648,"11th",7,"Never-married","?","Own-child","Black","Male",0,0,15,"United-States","<=50K" +35,"Private",207676,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +24,"State-gov",413345,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States","<=50K" +62,"Private",122033,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +58,"Private",169611,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +21,"Private",372636,"HS-grad",9,"Never-married","Sales","Own-child","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",340917,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",99844,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,45,"United-States","<=50K" +31,"Private",207685,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,34,"United-States","<=50K" +30,"Private",36069,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",100563,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",174308,"11th",7,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",109413,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +59,"Local-gov",212600,"Some-college",10,"Separated","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States",">50K" +55,"Private",271710,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +70,"?",230816,"Assoc-voc",11,"Never-married","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +22,"Private",103277,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +42,"Private",318947,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",187167,"Assoc-acdm",12,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +32,"Private",204742,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",282062,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"?",283510,"HS-grad",9,"Never-married","?","Unmarried","Black","Male",0,0,45,"United-States","<=50K" +25,"Private",280093,"11th",7,"Married-spouse-absent","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +31,"Private",202729,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Private",205950,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",392286,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Self-emp-not-inc",119207,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +49,"Private",195554,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,44,"United-States","<=50K" +30,"Private",173005,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,44,"United-States","<=50K" +54,"Private",192862,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +39,"Private",164712,"Some-college",10,"Never-married","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +24,"Private",195808,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",199444,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,44,"United-States","<=50K" +23,"Private",126346,"9th",5,"Never-married","Other-service","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +54,"Private",177675,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,42,"United-States","<=50K" +23,"Private",50341,"Masters",14,"Never-married","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +23,"Private",126945,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +67,"?",92061,"HS-grad",9,"Widowed","?","Other-relative","White","Female",0,0,8,"United-States","<=50K" +19,"?",109938,"11th",7,"Married-civ-spouse","?","Wife","Asian-Pac-Islander","Female",0,0,40,"Laos","<=50K" +32,"Private",174704,"11th",7,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +57,"Private",124771,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",200603,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,30,"United-States","<=50K" +21,"Private",301199,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +53,"Private",215790,"Some-college",10,"Widowed","Adm-clerical","Other-relative","White","Female",0,0,22,"United-States","<=50K" +21,"Private",111467,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",82646,"Doctorate",16,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States",">50K" +24,"Private",162282,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Federal-gov",239074,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",214925,"Masters",14,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,60,"United-States","<=50K" +23,"Private",194247,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",211531,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Local-gov",223267,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States","<=50K" +25,"Private",201635,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +41,"Self-emp-not-inc",188738,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,27,"United-States","<=50K" +18,"Private",133055,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +29,"Private",109814,"Bachelors",13,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",225294,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",97277,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,65,"United-States",">50K" +52,"Private",146711,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",286452,"10th",6,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",20308,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",224203,"Some-college",10,"Widowed","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",225978,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",237720,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +31,"Private",156743,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,76,"United-States",">50K" +31,"Private",509364,"5th-6th",3,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"Mexico","<=50K" +46,"Private",144351,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",375515,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +57,"Self-emp-not-inc",103529,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,38,"United-States",">50K" +25,"Private",199472,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +32,"Private",348152,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",221166,"9th",5,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"?",634226,"10th",6,"Never-married","?","Own-child","White","Female",0,0,17,"United-States","<=50K" +43,"State-gov",159449,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",110238,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +19,"Private",458558,"HS-grad",9,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,40,"United-States","<=50K" +20,"Federal-gov",340217,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +42,"Private",155106,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +90,"Private",90523,"HS-grad",9,"Widowed","Transport-moving","Unmarried","White","Male",0,0,99,"United-States","<=50K" +25,"Private",122756,"11th",7,"Separated","Machine-op-inspct","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +27,"Private",293828,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"Jamaica","<=50K" +48,"Private",299291,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,44,"United-States","<=50K" +48,"Federal-gov",483261,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",122038,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +46,"Private",160647,"Bachelors",13,"Widowed","Tech-support","Unmarried","White","Female",0,0,38,"United-States","<=50K" +32,"Private",106541,"5th-6th",3,"Married-civ-spouse","Other-service","Other-relative","White","Male",0,0,40,"United-States","<=50K" +22,"Private",126945,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",188505,"Bachelors",13,"Married-AF-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +31,"Private",377850,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States","<=50K" +20,"Private",193586,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,18,"United-States","<=50K" +40,"Self-emp-inc",57233,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +39,"Private",195253,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Local-gov",172991,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Local-gov",223215,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,42,"United-States","<=50K" +17,"Private",95799,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,18,"United-States","<=50K" +25,"Self-emp-not-inc",213385,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,80,"United-States","<=50K" +49,"Local-gov",202467,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",147548,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +67,"Private",105216,"Some-college",10,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +28,"Private",77760,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Male",0,0,40,"United-States","<=50K" +35,"Private",167990,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Canada","<=50K" +44,"Private",167005,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,48,"United-States",">50K" +51,"Private",108435,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,47,"United-States",">50K" +55,"Private",56645,"Bachelors",13,"Widowed","Farming-fishing","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +45,"Local-gov",304973,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,78,"United-States",">50K" +32,"Private",42596,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +45,"Private",220641,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",188888,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States",">50K" +55,"Local-gov",168790,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,44,"United-States","<=50K" +59,"Private",98361,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",401762,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +46,"Local-gov",160187,"Masters",14,"Widowed","Exec-managerial","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +23,"Private",203715,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",144351,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +34,"Private",420749,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"Germany","<=50K" +51,"Private",106151,"11th",7,"Divorced","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",362482,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"State-gov",38151,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,12,"United-States","<=50K" +20,"Private",42706,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,72,"United-States","<=50K" +26,"Private",165510,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +35,"Local-gov",216068,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +23,"Private",215624,"Some-college",10,"Never-married","Machine-op-inspct","Unmarried","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +40,"Private",239708,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +49,"Local-gov",199378,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",230420,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +28,"Private",395022,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +62,"Private",210142,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",446358,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +47,"Local-gov",352614,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",293528,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Female",0,0,3,"United-States","<=50K" +44,"State-gov",55395,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"?",128538,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +46,"Private",428405,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",126838,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",136836,"Assoc-acdm",12,"Divorced","Transport-moving","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +48,"Private",105838,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Private",139903,"Bachelors",13,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-inc",106103,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,60,"United-States",">50K" +33,"Private",186824,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",350387,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +17,"Private",142912,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +63,"?",321403,"9th",5,"Separated","?","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +31,"Self-emp-inc",114937,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +20,"Private",451996,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",149833,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +24,"Private",211968,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +33,"Private",287908,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,50,"United-States",">50K" +36,"Private",166549,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",25216,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Private",162034,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +34,"Private",82938,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"Private",122048,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,0,40,"United-States","<=50K" +33,"Private",118710,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"Private",243226,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +67,"Self-emp-not-inc",268514,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",365289,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",219266,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Own-child","White","Female",0,0,36,"?","<=50K" +24,"Private",283757,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,39,"United-States","<=50K" +44,"Federal-gov",206553,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",113364,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",328949,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"Private",83930,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +20,"Private",131852,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +64,"Private",119506,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +47,"State-gov",100818,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +36,"Private",162302,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +48,"Private",182211,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States",">50K" +19,"Self-emp-not-inc",194205,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"Mexico","<=50K" +22,"Private",141040,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,0,35,"United-States","<=50K" +56,"Private",346033,"9th",5,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",177125,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +37,"Private",241174,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,99,"United-States",">50K" +57,"Local-gov",130532,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +38,"Private",168496,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",362787,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +22,"?",244771,"11th",7,"Separated","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +38,"Federal-gov",48123,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",207201,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +29,"Private",37933,"12th",8,"Married-spouse-absent","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +56,"Private",33323,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +71,"Local-gov",229110,"HS-grad",9,"Widowed","Exec-managerial","Other-relative","White","Female",0,0,33,"United-States","<=50K" +20,"Private",113511,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",333677,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,36,"United-States","<=50K" +42,"Private",236021,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?",">50K" +20,"?",371089,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +61,"Private",115023,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +24,"State-gov",133586,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +51,"Private",91137,"9th",5,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +27,"Private",105598,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",204829,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",247733,"HS-grad",9,"Divorced","Priv-house-serv","Unmarried","Black","Female",0,0,16,"United-States","<=50K" +36,"?",370585,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",103257,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",178915,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",54260,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",55395,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",318331,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",195985,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",38876,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +67,"Self-emp-inc",81413,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",172618,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +61,"Private",423297,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Local-gov",88856,"7th-8th",4,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"?",169104,"Assoc-acdm",12,"Never-married","?","Own-child","Asian-Pac-Islander","Male",0,0,16,"Philippines","<=50K" +35,"Federal-gov",39207,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",340018,"10th",6,"Never-married","Other-service","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +20,"State-gov",30796,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +51,"Private",155403,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",238092,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",225605,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,24,"United-States","<=50K" +36,"Private",289148,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Private",339863,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +27,"Private",178778,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,80,"United-States",">50K" +29,"Private",568490,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"State-gov",129345,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",447882,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +24,"Private",314165,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,20,"United-States","<=50K" +39,"Federal-gov",382859,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +51,"State-gov",82504,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",209844,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,30,"United-States","<=50K" +49,"Private",62546,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",228686,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",326587,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",202091,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",310774,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",450246,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"?",84375,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,45,"United-States","<=50K" +43,"Private",142444,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,55,"United-States",">50K" +24,"Private",192766,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",53109,"11th",7,"Never-married","Other-service","Own-child","Amer-Indian-Eskimo","Male",0,0,20,"United-States","<=50K" +45,"Self-emp-inc",121836,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"?",">50K" +45,"Self-emp-not-inc",298130,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,25,"United-States","<=50K" +26,"Private",135645,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",265275,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"?",410114,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Without-pay",232719,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",167716,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,99,"United-States","<=50K" +68,"Private",107627,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,15,"United-States","<=50K" +21,"Private",129674,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,48,"Mexico","<=50K" +28,"Self-emp-inc",114053,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +46,"Private",202560,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +35,"Private",219902,"HS-grad",9,"Separated","Transport-moving","Unmarried","Black","Female",0,0,48,"United-States","<=50K" +50,"Self-emp-not-inc",192654,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +48,"Self-emp-inc",238966,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"?",112942,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",161874,"Some-college",10,"Never-married","Exec-managerial","Own-child","Black","Male",0,0,40,"United-States","<=50K" +53,"Private",260106,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +50,"Self-emp-inc",240374,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +32,"?",251612,"5th-6th",3,"Never-married","?","Unmarried","White","Female",0,0,45,"Mexico","<=50K" +53,"Private",223696,"12th",8,"Married-spouse-absent","Handlers-cleaners","Not-in-family","Other","Male",0,0,56,"Dominican-Republic","<=50K" +52,"Private",176134,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,48,"United-States","<=50K" +38,"Private",186959,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +43,"Private",456236,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +35,"Private",98948,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,32,"United-States","<=50K" +41,"Private",166662,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",448626,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",167482,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"United-States",">50K" +45,"Private",189792,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",399052,"9th",5,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,42,"United-States","<=50K" +47,"Self-emp-not-inc",152752,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,20,"United-States","<=50K" +53,"Private",268545,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"Jamaica","<=50K" +53,"Self-emp-inc",148532,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +24,"Private",225724,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +34,"Private",200192,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",170850,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Federal-gov",224858,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States","<=50K" +61,"State-gov",159908,"11th",7,"Widowed","Other-service","Unmarried","White","Female",0,0,32,"United-States",">50K" +31,"Private",115488,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",1268339,"HS-grad",9,"Married-spouse-absent","Tech-support","Own-child","Black","Male",0,0,40,"United-States","<=50K" +42,"Private",195755,"HS-grad",9,"Separated","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +50,"Federal-gov",186272,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",181388,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",177181,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +74,"Private",91488,"1st-4th",2,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,20,"United-States","<=50K" +40,"Private",230961,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Local-gov",63042,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +36,"Private",29814,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"?",116230,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +42,"?",167678,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,22,"Ecuador","<=50K" +28,"Private",191088,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +19,"Private",63814,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,18,"United-States","<=50K" +36,"Private",285865,"Assoc-acdm",12,"Separated","Other-service","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +33,"?",160776,"Assoc-voc",11,"Divorced","?","Not-in-family","White","Female",0,0,40,"France","<=50K" +48,"Private",204990,"HS-grad",9,"Never-married","Tech-support","Unmarried","Black","Female",0,0,33,"Jamaica","<=50K" +60,"Self-emp-inc",171315,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",296462,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,30,"United-States","<=50K" +32,"Private",103860,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +51,"Private",96586,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",202720,"9th",5,"Married-spouse-absent","Machine-op-inspct","Unmarried","Black","Male",0,0,75,"Haiti","<=50K" +34,"Private",202822,"Masters",14,"Never-married","Tech-support","Unmarried","Black","Female",0,0,40,"?","<=50K" +48,"Self-emp-not-inc",379883,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Mexico",">50K" +68,"?",123464,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,45,"United-States","<=50K" +32,"Private",294121,"Assoc-acdm",12,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +63,"?",179981,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,4,"United-States","<=50K" +31,"Private",234387,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",154537,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +32,"Private",125856,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +32,"Private",156015,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",116632,"Bachelors",13,"Divorced","Sales","Own-child","White","Male",0,0,80,"United-States","<=50K" +38,"Self-emp-not-inc",115215,"10th",6,"Separated","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",254905,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",195532,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +63,"Private",181828,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"?","<=50K" +25,"Private",322585,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +59,"Private",246262,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Local-gov",211129,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"?","<=50K" +49,"Private",139268,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",188540,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"?",251167,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,30,"Mexico","<=50K" +46,"Private",94809,"Some-college",10,"Divorced","Priv-house-serv","Unmarried","White","Female",0,0,30,"United-States","<=50K" +37,"Local-gov",265038,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +48,"Private",182566,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States",">50K" +41,"Private",208470,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",233571,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,4,"United-States","<=50K" +29,"Private",24562,"Bachelors",13,"Divorced","Other-service","Unmarried","Other","Female",0,0,40,"United-States","<=50K" +59,"Private",168569,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +62,"Private",167098,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",271579,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +28,"Private",191355,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +42,"State-gov",83411,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +60,"Private",40856,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,46,"United-States",">50K" +58,"Private",115605,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",132326,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",220213,"HS-grad",9,"Widowed","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Private",172511,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",156745,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",218916,"Prof-school",15,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +21,"Private",306114,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +24,"Private",196675,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,70,"United-States","<=50K" +59,"Self-emp-not-inc",73411,"Prof-school",15,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +36,"Private",184659,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +72,"?",75890,"Some-college",10,"Widowed","?","Unmarried","Asian-Pac-Islander","Female",0,0,4,"United-States","<=50K" +35,"Private",320451,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,65,"Hong",">50K" +33,"Private",172498,"Some-college",10,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",131588,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Female",0,0,45,"United-States","<=50K" +40,"Private",124520,"Assoc-voc",11,"Divorced","Craft-repair","Unmarried","White","Male",0,0,50,"United-States",">50K" +26,"Self-emp-not-inc",93806,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +37,"Federal-gov",173192,"Assoc-voc",11,"Separated","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +68,"Self-emp-not-inc",198554,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +45,"Private",26502,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,72,"United-States",">50K" +56,"Private",225267,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",150042,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",208358,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",58115,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,41,"United-States","<=50K" +28,"Private",219267,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,28,"United-States","<=50K" +39,"Federal-gov",129573,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Local-gov",27834,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-inc",415037,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,65,"United-States",">50K" +52,"Private",191529,"Bachelors",13,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +84,"Private",132806,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,13,"United-States","<=50K" +33,"Federal-gov",137059,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +30,"Private",164309,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +38,"Private",40955,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"England",">50K" +66,"Private",141085,"HS-grad",9,"Widowed","Priv-house-serv","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +62,"Federal-gov",258124,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Italy",">50K" +31,"Private",145139,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +60,"Self-emp-not-inc",146674,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","Black","Male",0,0,50,"?","<=50K" +27,"Private",242207,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"?",102541,"Assoc-voc",11,"Married-civ-spouse","?","Wife","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +38,"Private",135416,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",267284,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +48,"Private",130812,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",183765,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"?","<=50K" +45,"Local-gov",188823,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",200593,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Private",124094,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Poland","<=50K" +21,"Private",50411,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Local-gov",101689,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +21,"?",107801,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,6,"United-States","<=50K" +51,"Private",176969,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +30,"Private",342709,"HS-grad",9,"Married-spouse-absent","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-not-inc",368561,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",26915,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +57,"Private",157974,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,48,"United-States","<=50K" +33,"Private",183000,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,24,"United-States","<=50K" +18,"?",151463,"11th",7,"Never-married","?","Other-relative","White","Male",0,0,7,"United-States","<=50K" +28,"Private",217200,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Private",31740,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +56,"Private",35520,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +36,"Private",369843,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",199227,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +25,"Private",254781,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",70657,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +33,"Self-emp-not-inc",222162,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-inc",94606,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,60,"United-States",">50K" +44,"Self-emp-not-inc",104196,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,84,"United-States","<=50K" +30,"Self-emp-not-inc",455995,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States",">50K" +27,"Private",166210,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +25,"Private",198986,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States",">50K" +30,"Self-emp-inc",292465,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",99388,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +38,"Private",698363,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",154940,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",401998,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,20,"United-States","<=50K" +62,"Private",162825,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Self-emp-not-inc",271795,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",134671,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",87583,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,14,"United-States","<=50K" +50,"Private",248619,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",130200,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +45,"Private",178922,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +23,"Private",51985,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +38,"State-gov",104280,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +27,"Private",617860,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",122112,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,50,"United-States","<=50K" +45,"Local-gov",181758,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",140117,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +27,"Private",107458,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Federal-gov",215948,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","Other","Male",0,0,40,"?","<=50K" +44,"Federal-gov",306440,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Federal-gov",615893,"Masters",14,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"Nicaragua","<=50K" +32,"Private",37210,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +43,"Private",196084,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +45,"Local-gov",166181,"HS-grad",9,"Divorced","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +24,"Private",232841,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +19,"?",131982,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",408788,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",181091,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",200246,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Private",282023,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Federal-gov",128990,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",106838,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",144750,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,18,"United-States","<=50K" +39,"Private",108140,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",103323,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",268022,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States",">50K" +58,"Private",197114,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Local-gov",176118,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +24,"Private",42401,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,47,"United-States","<=50K" +53,"State-gov",123011,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +35,"Private",210945,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Local-gov",130620,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",0,0,40,"China",">50K" +26,"Private",248990,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +33,"Private",132705,"9th",5,"Separated","Adm-clerical","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +29,"Private",94892,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",141858,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",114561,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Other-relative","Asian-Pac-Islander","Female",0,0,36,"Philippines",">50K" +45,"Local-gov",191776,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",128354,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",37088,"9th",5,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +21,"Private",414812,"7th-8th",4,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +63,"?",156799,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,4,"United-States","<=50K" +41,"Self-emp-inc",73431,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"?",182386,"11th",7,"Divorced","?","Unmarried","White","Female",0,0,35,"United-States","<=50K" +33,"Local-gov",248346,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +37,"Private",167482,"10th",6,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +18,"?",171088,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Federal-gov",211763,"Doctorate",16,"Separated","Prof-specialty","Unmarried","Black","Female",0,0,24,"United-States",">50K" +20,"Private",122166,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",370119,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Self-emp-not-inc",138940,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +38,"Private",292307,"Bachelors",13,"Married-spouse-absent","Craft-repair","Not-in-family","Black","Male",0,0,40,"Dominican-Republic","<=50K" +47,"Self-emp-not-inc",248776,"Masters",14,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,25,"United-States","<=50K" +39,"Private",314007,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",76845,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,35,"United-States","<=50K" +24,"Private",148320,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",54261,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,84,"United-States","<=50K" +21,"Private",211013,"9th",5,"Never-married","Other-service","Own-child","White","Female",0,0,50,"Mexico","<=50K" +40,"Private",209833,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",356272,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +38,"Private",143538,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",242960,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Local-gov",263871,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +20,"Private",151105,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +45,"Self-emp-inc",84324,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",224716,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",186269,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",143731,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,72,"United-States",">50K" +39,"Private",236391,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",54560,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",266325,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,32,"United-States",">50K" +45,"State-gov",183710,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +23,"Private",278254,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,45,"United-States","<=50K" +35,"Private",119992,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +52,"Private",284329,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +55,"Private",368727,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",353696,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",110931,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",169532,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +21,"Private",285522,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",198774,"Bachelors",13,"Divorced","Sales","Other-relative","White","Female",0,0,35,"United-States","<=50K" +32,"Private",123291,"12th",8,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Private",146110,"Some-college",10,"Widowed","Other-service","Unmarried","White","Female",0,0,24,"United-States","<=50K" +37,"Self-emp-not-inc",29814,"HS-grad",9,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,50,"United-States","<=50K" +61,"Private",195595,"7th-8th",4,"Married-spouse-absent","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"Guatemala","<=50K" +44,"Private",92649,"HS-grad",9,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,40,"United-States",">50K" +53,"Private",290688,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States",">50K" +43,"Private",427382,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +23,"Private",276568,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",250038,"Masters",14,"Married-civ-spouse","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +29,"Private",150861,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Private",87205,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,55,"England","<=50K" +47,"Private",343579,"1st-4th",2,"Married-spouse-absent","Farming-fishing","Not-in-family","White","Male",0,0,12,"Mexico","<=50K" +20,"Private",94401,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",205440,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",198996,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",294253,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,27,"United-States","<=50K" +23,"Private",256628,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,32,"United-States","<=50K" +59,"Self-emp-not-inc",223131,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +46,"Private",207301,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +66,"?",270460,"7th-8th",4,"Divorced","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",125457,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,38,"United-States",">50K" +36,"Local-gov",212856,"11th",7,"Never-married","Other-service","Unmarried","White","Female",0,0,23,"United-States","<=50K" +44,"Private",197389,"HS-grad",9,"Married-spouse-absent","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +17,"Private",73338,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +27,"Private",68037,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +32,"Private",185027,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",107123,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",109482,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,98,"United-States","<=50K" +30,"Private",174543,"Assoc-acdm",12,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +68,"Self-emp-not-inc",211584,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",108540,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",202416,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",176178,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +21,"Private",265148,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,38,"Jamaica","<=50K" +34,"Private",220631,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,50,"?","<=50K" +30,"Self-emp-not-inc",303692,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,75,"United-States","<=50K" +25,"Private",135845,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"State-gov",199915,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,21,"United-States","<=50K" +40,"State-gov",150533,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Other-relative","White","Male",0,0,40,"United-States","<=50K" +26,"Federal-gov",85482,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",24473,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",272944,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +43,"?",82077,"Some-college",10,"Divorced","?","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +49,"State-gov",194895,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"Private",314153,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",176253,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +59,"Private",113959,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +42,"State-gov",167581,"Bachelors",13,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +37,"Private",79586,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Iran","<=50K" +47,"Private",72896,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",345730,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +30,"Private",302473,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +42,"Private",42346,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +21,"Private",243921,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",131620,"HS-grad",9,"Married-spouse-absent","Machine-op-inspct","Own-child","White","Female",0,0,40,"Dominican-Republic","<=50K" +47,"Private",158924,"HS-grad",9,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States","<=50K" +22,"Self-emp-not-inc",32921,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,20,"United-States","<=50K" +41,"Private",155657,"11th",7,"Never-married","Handlers-cleaners","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +43,"Federal-gov",155106,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,53,"United-States","<=50K" +60,"Private",82775,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +73,"Private",26248,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States",">50K" +90,"Private",88991,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"England",">50K" +62,"Federal-gov",125155,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,38,"United-States","<=50K" +28,"Private",218039,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",53524,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",259352,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +30,"Private",296453,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +19,"Private",278915,"12th",8,"Never-married","Handlers-cleaners","Own-child","Black","Female",0,0,52,"United-States","<=50K" +22,"Federal-gov",274103,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,10,"United-States","<=50K" +19,"Private",271118,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,28,"United-States","<=50K" +26,"Local-gov",138597,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +62,"Self-emp-not-inc",159939,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +61,"Private",110920,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Local-gov",163205,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,53,"United-States","<=50K" +56,"Private",110003,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",229051,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"?",144898,"Some-college",10,"Never-married","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +26,"Private",211596,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Self-emp-not-inc",136450,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States",">50K" +23,"Private",193586,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +23,"Private",91189,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",227832,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",271936,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +35,"Private",61343,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",157778,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,25,"United-States",">50K" +23,"Private",201680,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",228320,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +72,"Private",33404,"10th",6,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +21,"Private",103205,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",279029,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",213092,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",119124,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +65,"Private",31924,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +22,"Private",253799,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"?","<=50K" +52,"Private",266138,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"?",">50K" +65,"Private",185001,"10th",6,"Widowed","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +33,"Self-emp-not-inc",34102,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +27,"Private",289484,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"State-gov",287908,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,42,"United-States","<=50K" +53,"Self-emp-not-inc",158284,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States","<=50K" +23,"Private",60668,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Portugal","<=50K" +43,"State-gov",222978,"Doctorate",16,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States",">50K" +26,"Private",199143,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +60,"Private",131681,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Federal-gov",391122,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +29,"Local-gov",280344,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"State-gov",188809,"Doctorate",16,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +41,"Private",277488,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,36,"United-States","<=50K" +63,"Self-emp-not-inc",181561,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +31,"Private",158545,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,27,"United-States","<=50K" +23,"Private",313573,"Bachelors",13,"Never-married","Sales","Own-child","Black","Female",0,0,25,"United-States","<=50K" +31,"Private",591711,"Some-college",10,"Married-spouse-absent","Transport-moving","Not-in-family","Black","Male",0,0,40,"?","<=50K" +41,"Private",268183,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +51,"Private",392286,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Private",233312,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",520231,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +24,"Self-emp-not-inc",186831,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,45,"United-States","<=50K" +67,"Self-emp-not-inc",141085,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +65,"?",198019,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +47,"Local-gov",198660,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",409230,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Guatemala","<=50K" +38,"Private",376025,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",80167,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",82847,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,50,"Portugal",">50K" +24,"Private",22201,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","Asian-Pac-Islander","Male",0,0,40,"Thailand","<=50K" +19,"Private",117595,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,24,"United-States","<=50K" +32,"Private",207668,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +63,"Self-emp-not-inc",179981,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +18,"Private",192583,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +36,"Private",66304,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +57,"Private",32365,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",28497,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",160261,"Some-college",10,"Never-married","Exec-managerial","Own-child","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +48,"Private",120724,"12th",8,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"Private",91733,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,8,"United-States","<=50K" +74,"Self-emp-not-inc",146929,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +44,"Private",205706,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",181666,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +54,"Local-gov",279452,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",207568,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,48,"United-States",">50K" +18,"Private",210026,"10th",6,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +32,"Local-gov",190889,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Other","Female",0,0,40,"?","<=50K" +24,"Private",109869,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Self-emp-not-inc",285263,"9th",5,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"Mexico","<=50K" +28,"Private",192588,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",232945,"HS-grad",9,"Separated","Handlers-cleaners","Not-in-family","Other","Male",0,0,30,"United-States","<=50K" +49,"Local-gov",31339,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",305147,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Private",188914,"HS-grad",9,"Widowed","Machine-op-inspct","Other-relative","Black","Female",0,0,40,"Haiti","<=50K" +58,"Self-emp-not-inc",141165,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +68,"Self-emp-inc",136218,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,15,"United-States","<=50K" +41,"Federal-gov",371382,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +21,"?",199177,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",403671,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",193871,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Private",306183,"Some-college",10,"Divorced","Other-service","Own-child","White","Female",0,0,44,"United-States","<=50K" +54,"Private",124194,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",69847,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,30,"United-States","<=50K" +26,"State-gov",169323,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"State-gov",172327,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +39,"Private",186420,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",192779,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States",">50K" +41,"Private",105616,"Some-college",10,"Widowed","Adm-clerical","Unmarried","Black","Female",0,0,48,"United-States","<=50K" +57,"Private",160275,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",164507,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"Columbia","<=50K" +41,"Private",207578,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,50,"India",">50K" +55,"Private",314592,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +41,"?",254630,"Assoc-voc",11,"Divorced","?","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +22,"Private",112130,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",206280,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +57,"Private",308861,"Some-college",10,"Separated","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",206066,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +48,"Self-emp-not-inc",309895,"Some-college",10,"Divorced","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Local-gov",216129,"Some-college",10,"Married-spouse-absent","Exec-managerial","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +26,"State-gov",287420,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +24,"Private",163595,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",170092,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +42,"Private",59474,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",99151,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +37,"Private",206888,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +28,"Private",177119,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,80,"?","<=50K" +22,"Private",173736,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",182163,"11th",7,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"Germany","<=50K" +45,"Local-gov",311080,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Self-emp-not-inc",389857,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States",">50K" +23,"Private",297152,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,25,"United-States","<=50K" +24,"Federal-gov",130534,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",137301,"Assoc-acdm",12,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +58,"Private",316235,"HS-grad",9,"Divorced","Sales","Other-relative","White","Female",0,0,32,"United-States","<=50K" +28,"Self-emp-inc",32922,"Assoc-voc",11,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +58,"Private",118303,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,35,"United-States",">50K" +18,"Private",188241,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +59,"Private",236731,"7th-8th",4,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +39,"Private",209397,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +53,"Self-emp-inc",290640,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +54,"Private",221915,"Prof-school",15,"Never-married","Prof-specialty","Other-relative","White","Female",0,0,65,"United-States","<=50K" +51,"Private",175246,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +42,"State-gov",160369,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States",">50K" +36,"Private",461337,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +37,"Private",187311,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +32,"Private",29312,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",197365,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States","<=50K" +19,"Private",301747,"HS-grad",9,"Separated","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +55,"Local-gov",135439,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +30,"Private",340917,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",155057,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +65,"?",200749,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +44,"Private",323627,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,5,"United-States","<=50K" +23,"?",154921,"5th-6th",3,"Never-married","?","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Private",131425,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +60,"Private",184242,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +28,"Private",149769,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Cambodia","<=50K" +44,"Private",124924,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Mexico","<=50K" +29,"Private",253003,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,16,"United-States","<=50K" +57,"State-gov",250976,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",104196,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +34,"Self-emp-not-inc",250182,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +44,"Private",188331,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,42,"United-States","<=50K" +44,"Private",187322,"Bachelors",13,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Private",130714,"1st-4th",2,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,22,"United-States","<=50K" +37,"Private",40955,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +35,"Private",107125,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,16,"United-States",">50K" +27,"Private",133937,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +28,"?",203260,"Bachelors",13,"Never-married","?","Not-in-family","White","Male",0,0,8,"United-States","<=50K" +37,"Self-emp-not-inc",143368,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +18,"Private",51789,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,8,"United-States","<=50K" +24,"State-gov",211049,"7th-8th",4,"Never-married","Tech-support","Unmarried","White","Female",0,0,20,"United-States","<=50K" +53,"Private",81794,"12th",8,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +54,"Private",150999,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +22,"Private",332657,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",240043,"10th",6,"Married-spouse-absent","Adm-clerical","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +43,"Private",186188,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"Iran","<=50K" +58,"State-gov",223400,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,20,"United-States",">50K" +59,"Local-gov",102442,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +31,"Private",236599,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +35,"Private",283237,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"Private",150106,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +45,"Private",102076,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,32,"United-States","<=50K" +40,"Private",374764,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",32528,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Federal-gov",50053,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +58,"Private",212864,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",30673,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States",">50K" +69,"?",248248,"1st-4th",2,"Married-civ-spouse","?","Husband","Asian-Pac-Islander","Male",0,0,34,"Philippines","<=50K" +23,"Private",419554,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,54,"United-States","<=50K" +32,"State-gov",177216,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Private",118158,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,44,"United-States","<=50K" +41,"Private",116391,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Germany","<=50K" +74,"Private",194312,"9th",5,"Widowed","Craft-repair","Not-in-family","White","Male",0,0,10,"?","<=50K" +43,"Private",111895,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Federal-gov",287988,"Bachelors",13,"Never-married","Armed-Forces","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"Private",147653,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,32,"United-States","<=50K" +54,"Private",117674,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +60,"Private",187458,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",410351,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",207578,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +62,"?",55621,"Some-college",10,"Married-civ-spouse","?","Husband","Black","Male",0,0,35,"United-States",">50K" +27,"State-gov",271243,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Male",0,0,40,"Jamaica","<=50K" +30,"Private",188798,"Some-college",10,"Divorced","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +63,"Local-gov",168656,"Bachelors",13,"Divorced","Craft-repair","Not-in-family","Black","Male",0,0,35,"Outlying-US(Guam-USVI-etc)","<=50K" +34,"Private",241885,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +20,"?",133061,"9th",5,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",194097,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",219137,"10th",6,"Never-married","Other-service","Own-child","Black","Male",0,0,25,"United-States","<=50K" +50,"Private",31621,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",207685,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",109854,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"?",369678,"HS-grad",9,"Never-married","?","Not-in-family","Other","Male",0,0,43,"United-States","<=50K" +17,"Private",53611,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,6,"United-States","<=50K" +47,"Private",344916,"Assoc-acdm",12,"Divorced","Transport-moving","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",198813,"Bachelors",13,"Never-married","Adm-clerical","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +71,"Private",180733,"Masters",14,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +21,"Private",188073,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +69,"?",159077,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,48,"United-States","<=50K" +48,"Private",174829,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",188736,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Other-relative","Other","Female",0,0,20,"Columbia","<=50K" +33,"Local-gov",222654,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,66,"?","<=50K" +56,"Private",251836,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"?","<=50K" +40,"Federal-gov",112388,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",209641,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +42,"Private",313945,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Ecuador","<=50K" +19,"?",134974,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +28,"Self-emp-inc",153291,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +40,"Private",353432,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +23,"Private",96635,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","Asian-Pac-Islander","Male",0,0,30,"United-States","<=50K" +46,"?",202560,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States",">50K" +39,"Private",150057,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +45,"Private",132847,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"?",41356,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +50,"Self-emp-not-inc",93705,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",309350,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",123084,"11th",7,"Married-civ-spouse","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +55,"Private",174662,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,32,"United-States","<=50K" +62,"Federal-gov",177295,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",211880,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",454915,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",232475,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Self-emp-inc",244605,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +51,"Private",257337,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +37,"Private",116960,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +58,"Private",267663,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Mexico","<=50K" +39,"Private",47871,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States",">50K" +34,"Private",295922,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"England",">50K" +45,"Private",175625,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +19,"?",129586,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",202662,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Private",101436,"HS-grad",9,"Divorced","Adm-clerical","Other-relative","Amer-Indian-Eskimo","Female",0,0,35,"United-States","<=50K" +19,"?",119234,"Some-college",10,"Never-married","?","Other-relative","White","Female",0,0,15,"United-States","<=50K" +37,"Private",360743,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States",">50K" +60,"Local-gov",93272,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",145574,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",135785,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +23,"?",218415,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,10,"United-States","<=50K" +19,"Private",127709,"HS-grad",9,"Never-married","Farming-fishing","Own-child","Black","Male",0,0,30,"United-States","<=50K" +37,"Federal-gov",448337,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +58,"Private",310320,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",251521,"11th",7,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +39,"Private",255503,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +26,"Private",71009,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +22,"Private",174975,"Assoc-voc",11,"Never-married","Tech-support","Own-child","White","Female",0,0,36,"United-States","<=50K" +32,"Private",108023,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Private",204018,"11th",7,"Never-married","Sales","Unmarried","White","Male",0,0,15,"United-States","<=50K" +57,"?",366563,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +68,"Private",121846,"7th-8th",4,"Widowed","Other-service","Unmarried","Amer-Indian-Eskimo","Female",0,0,20,"United-States","<=50K" +30,"Private",114691,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"State-gov",536725,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,15,"Japan","<=50K" +51,"Private",94432,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",286002,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,30,"Nicaragua","<=50K" +47,"Private",101684,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",231413,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",158846,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"Local-gov",190786,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +25,"Private",306513,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +62,"Private",152148,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",309580,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"?",130832,"Bachelors",13,"Never-married","?","Unmarried","White","Female",0,0,10,"United-States","<=50K" +30,"Private",130078,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +48,"Private",39986,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",379198,"HS-grad",9,"Never-married","Other-service","Other-relative","Other","Male",0,0,40,"Mexico","<=50K" +51,"Private",189762,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,15,"United-States",">50K" +19,"Private",178147,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,10,"United-States","<=50K" +31,"Private",332379,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"?",262062,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",275446,"HS-grad",9,"Never-married","Sales","Own-child","Black","Male",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",278522,"11th",7,"Never-married","Farming-fishing","Own-child","Black","Male",0,0,40,"United-States","<=50K" +57,"Private",136107,"9th",5,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +18,"Private",205894,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +54,"Private",210736,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",166634,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +52,"Private",185283,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",180553,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Private",199058,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"?","<=50K" +18,"Private",145005,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +37,"Self-emp-not-inc",184655,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +52,"Private",358554,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States",">50K" +59,"Private",307423,"9th",5,"Never-married","Other-service","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +27,"Private",472070,"Assoc-voc",11,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Federal-gov",115562,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",32446,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Self-emp-not-inc",33121,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,72,"United-States","<=50K" +37,"Private",183345,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +48,"Self-emp-not-inc",97883,"HS-grad",9,"Separated","Other-service","Other-relative","White","Female",0,0,25,"United-States","<=50K" +58,"Self-emp-not-inc",31732,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",206250,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"Private",103323,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-inc",135436,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Private",376455,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +52,"Private",160703,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,48,"United-States","<=50K" +30,"Private",131699,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",243842,"9th",5,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",349910,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +33,"Private",184306,"HS-grad",9,"Divorced","Handlers-cleaners","Unmarried","White","Male",0,0,30,"United-States","<=50K" +46,"Private",224202,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +64,"Private",151540,"11th",7,"Widowed","Tech-support","Unmarried","White","Female",0,0,16,"United-States","<=50K" +28,"Private",231197,"10th",6,"Married-spouse-absent","Craft-repair","Unmarried","White","Male",0,0,40,"Mexico","<=50K" +19,"Private",279968,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +36,"Private",162651,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Male",0,0,40,"Columbia","<=50K" +43,"Self-emp-not-inc",130126,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Self-emp-not-inc",160120,"Doctorate",16,"Divorced","Adm-clerical","Other-relative","Other","Male",0,0,40,"?","<=50K" +56,"Private",161662,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States",">50K" +24,"Local-gov",201664,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",137142,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +45,"Self-emp-inc",122206,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +56,"Local-gov",183169,"Masters",14,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",126513,"HS-grad",9,"Separated","Craft-repair","Unmarried","Black","Female",0,0,40,"?","<=50K" +35,"Federal-gov",185053,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",408427,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +50,"Self-emp-not-inc",198581,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +61,"Private",199198,"7th-8th",4,"Widowed","Other-service","Not-in-family","Black","Female",0,0,21,"United-States","<=50K" +63,"Private",172740,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",205153,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",164964,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",162606,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +24,"Private",179627,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",103408,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","Black","Male",0,0,40,"Germany",">50K" +27,"Private",36440,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",57512,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,48,"United-States","<=50K" +27,"Private",187981,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Private",393768,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",108726,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",180551,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +51,"Self-emp-not-inc",176240,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Private",70720,"12th",8,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",35890,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",283676,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",57916,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",177974,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,70,"United-States","<=50K" +34,"?",177304,"10th",6,"Divorced","?","Not-in-family","White","Male",0,0,40,"Columbia","<=50K" +18,"Private",115839,"12th",8,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +38,"Private",117802,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,65,"United-States",">50K" +19,"Private",211355,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,12,"United-States","<=50K" +46,"Private",173243,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",343200,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +22,"Private",401690,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"Mexico","<=50K" +38,"Private",196123,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +83,"Self-emp-not-inc",213866,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Male",0,0,8,"United-States","<=50K" +34,"Private",55176,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",153976,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",119176,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",156550,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Private",109609,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +38,"Private",26698,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",236497,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +33,"State-gov",306309,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +17,"Private",242773,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +52,"Local-gov",43909,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",148300,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,15,"United-States","<=50K" +17,"Private",133449,"9th",5,"Never-married","Other-service","Own-child","Black","Male",0,0,26,"United-States","<=50K" +22,"Private",263670,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,80,"United-States","<=50K" +22,"Private",276494,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +58,"Private",317479,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +39,"Private",151248,"Some-college",10,"Divorced","Sales","Other-relative","White","Female",0,0,35,"United-States","<=50K" +59,"Local-gov",130532,"Some-college",10,"Widowed","Other-service","Not-in-family","White","Female",0,0,40,"Poland","<=50K" +61,"Private",160062,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",299635,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +50,"Private",171225,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +51,"Private",33304,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",95634,"Bachelors",13,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",0,0,45,"?","<=50K" +20,"Private",243878,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",181721,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States","<=50K" +44,"Federal-gov",201435,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +28,"Private",334032,"Assoc-voc",11,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +50,"Private",220019,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +53,"Private",71772,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +42,"Self-emp-not-inc",27661,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +47,"Private",191411,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,45,"India","<=50K" +39,"Private",123945,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +38,"Self-emp-not-inc",37778,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +34,"State-gov",171216,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,50,"United-States","<=50K" +40,"Private",93955,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +63,"Private",163809,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +53,"Private",346754,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +43,"Private",188436,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +68,"Private",186350,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,10,"United-States",">50K" +22,"?",214238,"7th-8th",4,"Never-married","?","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +46,"State-gov",394860,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States","<=50K" +57,"Private",262642,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +38,"Private",125550,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +66,"Private",192504,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",131310,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",172755,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",209993,"11th",7,"Separated","Priv-house-serv","Unmarried","White","Female",0,0,8,"Mexico","<=50K" +30,"Private",166961,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,37,"United-States","<=50K" +39,"Private",315291,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",284703,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +50,"Private",166565,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Self-emp-not-inc",173854,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Private",189219,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +24,"Private",210781,"Bachelors",13,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,40,"France","<=50K" +45,"Private",199832,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,15,"United-States","<=50K" +64,"Private",251292,"5th-6th",3,"Separated","Other-service","Other-relative","White","Female",0,0,20,"Cuba","<=50K" +61,"Private",122246,"12th",8,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +42,"Private",190767,"Assoc-voc",11,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",278736,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +53,"Private",124963,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",167476,"11th",7,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,7,"United-States","<=50K" +34,"Local-gov",246104,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States","<=50K" +41,"Private",171615,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,48,"United-States","<=50K" +46,"Private",177114,"Assoc-acdm",12,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,27,"United-States","<=50K" +32,"Private",146154,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +41,"Private",198196,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",79712,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",154785,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +33,"Private",182423,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +20,"?",347292,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,32,"United-States","<=50K" +34,"Private",118584,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",219835,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,30,"?","<=50K" +17,"?",148769,"HS-grad",9,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +45,"Private",197418,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +21,"Private",253190,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",192273,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",129573,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,41,"United-States","<=50K" +17,"Private",173807,"11th",7,"Never-married","Craft-repair","Own-child","White","Female",0,0,15,"United-States","<=50K" +35,"Private",217893,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +38,"Private",102938,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Local-gov",407495,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,56,"United-States",">50K" +25,"Private",50053,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"Japan","<=50K" +57,"Private",233382,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"Cuba","<=50K" +32,"Private",270968,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +39,"Local-gov",272166,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","Black","Male",0,0,30,"United-States","<=50K" +23,"Private",199915,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +21,"Private",305781,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,45,"United-States","<=50K" +47,"Private",107682,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,48,"United-States","<=50K" +25,"Private",188507,"7th-8th",4,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,0,40,"Dominican-Republic","<=50K" +18,"?",28311,"11th",7,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +19,"Private",177839,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +24,"Private",77665,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +32,"Private",106742,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",192838,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +40,"Private",79531,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,75,"United-States",">50K" +21,"State-gov",337766,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +45,"Self-emp-not-inc",33234,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +17,"?",34088,"12th",8,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +55,"Private",176904,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +42,"Private",172148,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +49,"Private",199058,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,38,"United-States","<=50K" +38,"Private",48093,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",143664,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",168337,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States",">50K" +43,"Private",195212,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,40,"?","<=50K" +39,"Private",230329,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Canada",">50K" +42,"Private",376072,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States","<=50K" +32,"Private",430175,"HS-grad",9,"Divorced","Craft-repair","Other-relative","Black","Female",0,0,50,"United-States","<=50K" +55,"Private",28735,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Amer-Indian-Eskimo","Female",0,0,45,"United-States","<=50K" +37,"Private",167482,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +59,"Private",113203,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Private",103948,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",310525,"12th",8,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,32,"United-States","<=50K" +35,"Private",105138,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",153489,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Male",0,0,40,"United-States","<=50K" +57,"State-gov",254949,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",118149,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",267965,"11th",7,"Never-married","Sales","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +43,"Private",50646,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States","<=50K" +33,"Private",147700,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,40,"United-States","<=50K" +18,"Private",446771,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,25,"United-States","<=50K" +47,"Private",168262,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +53,"Private",117058,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",140957,"Assoc-voc",11,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,35,"United-States",">50K" +35,"Private",186126,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"?","<=50K" +49,"Private",268234,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",485117,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",31350,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,60,"England","<=50K" +36,"State-gov",210830,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,30,"United-States","<=50K" +29,"Private",196420,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +52,"Private",172165,"10th",6,"Divorced","Other-service","Other-relative","White","Female",0,0,25,"United-States","<=50K" +50,"Self-emp-not-inc",186565,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +22,"Private",119359,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",109684,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",169589,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",125421,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +31,"Private",500002,"1st-4th",2,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"Mexico","<=50K" +33,"Private",224141,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",113290,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,15,"United-States","<=50K" +62,"?",123992,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"?",37672,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +49,"Federal-gov",35406,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +22,"Private",199419,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +43,"Private",145441,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States",">50K" +58,"Private",238438,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States","<=50K" +21,"Private",56582,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,50,"United-States","<=50K" +67,"Local-gov",176931,"7th-8th",4,"Widowed","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +39,"Self-emp-not-inc",188571,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Federal-gov",312500,"Assoc-voc",11,"Divorced","Farming-fishing","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",278404,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",114225,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States",">50K" +18,"Private",184016,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +41,"Local-gov",183009,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States",">50K" +59,"Private",205759,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +23,"Private",462294,"Assoc-acdm",12,"Never-married","Other-service","Own-child","Black","Male",0,0,44,"United-States","<=50K" +42,"Private",102085,"HS-grad",9,"Divorced","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +54,"Self-emp-not-inc",83311,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States",">50K" +39,"Private",248694,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +57,"Local-gov",190747,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",162988,"10th",6,"Divorced","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +31,"Self-emp-not-inc",156890,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",310380,"Some-college",10,"Married-spouse-absent","Adm-clerical","Own-child","Black","Female",0,0,45,"United-States","<=50K" +35,"Private",172186,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",311497,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-inc",443508,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +31,"Private",152156,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +46,"Private",155890,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +38,"State-gov",312528,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,37,"United-States","<=50K" +51,"Private",282744,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Canada","<=50K" +27,"Private",205145,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"?",119918,"Bachelors",13,"Never-married","?","Not-in-family","Black","Male",0,0,45,"?","<=50K" +22,"Private",401451,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States",">50K" +72,"?",173427,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Cuba","<=50K" +25,"Private",189027,"Bachelors",13,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",35551,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +23,"Private",42706,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +63,"Private",106910,"5th-6th",3,"Widowed","Other-service","Other-relative","Asian-Pac-Islander","Female",0,0,19,"Philippines","<=50K" +23,"Private",53245,"9th",5,"Separated","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +75,"Private",71898,"Preschool",1,"Never-married","Priv-house-serv","Not-in-family","Asian-Pac-Islander","Female",0,0,48,"Philippines","<=50K" +52,"Private",222107,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,50,"United-States","<=50K" +69,"Private",277588,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,10,"United-States","<=50K" +52,"Private",178983,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +40,"Federal-gov",391744,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +34,"Private",418020,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +21,"State-gov",39236,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +30,"Private",86808,"Bachelors",13,"Never-married","Prof-specialty","Other-relative","White","Female",0,0,40,"United-States","<=50K" +21,"Private",184756,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,16,"United-States","<=50K" +44,"Private",191256,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",101272,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +33,"State-gov",175023,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,37,"United-States","<=50K" +22,"Self-emp-not-inc",357612,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +23,"Private",82777,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States","<=50K" +75,"Self-emp-not-inc",218521,"Some-college",10,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +55,"Private",179534,"11th",7,"Widowed","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"?",33339,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +31,"Private",198069,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,24,"United-States","<=50K" +49,"Private",236586,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Local-gov",167261,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Local-gov",251854,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +79,"?",163140,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Private",302579,"HS-grad",9,"Divorced","Other-service","Other-relative","Black","Female",0,0,30,"United-States","<=50K" +44,"Self-emp-inc",64632,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"Private",83141,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",326048,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",83471,"HS-grad",9,"Widowed","Other-service","Unmarried","Asian-Pac-Islander","Female",0,0,20,"United-States","<=50K" +23,"Private",170070,"12th",8,"Never-married","Other-service","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +25,"Private",207875,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +48,"Private",119722,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,8,"United-States","<=50K" +18,"Private",335665,"11th",7,"Never-married","Other-service","Other-relative","Black","Female",0,0,24,"United-States","<=50K" +25,"Private",212522,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +33,"Private",236396,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,35,"United-States","<=50K" +42,"Private",159911,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",133833,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",226947,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",174201,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",49707,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +33,"Private",201988,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +62,"Self-emp-not-inc",162347,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,15,"United-States",">50K" +30,"Private",182833,"Some-college",10,"Never-married","Exec-managerial","Own-child","Black","Female",0,0,40,"United-States","<=50K" +22,"Private",383603,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",70466,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",184846,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,60,"United-States","<=50K" +25,"Private",176756,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",112512,"HS-grad",9,"Widowed","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"Private",137296,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",37821,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,45,"United-States","<=50K" +25,"Private",295108,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +40,"Private",408717,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",255635,"9th",5,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,40,"Mexico","<=50K" +48,"Self-emp-not-inc",177783,"7th-8th",4,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +31,"Private",240283,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +36,"Private",410034,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +39,"Private",180667,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",196332,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +32,"Local-gov",159187,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +46,"Private",225065,"Preschool",1,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"Mexico","<=50K" +19,"Private",178147,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +30,"Private",272669,"Some-college",10,"Never-married","Tech-support","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +35,"Private",347491,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"?",146399,"Bachelors",13,"Never-married","?","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +33,"Private",75167,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +25,"Private",133373,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +64,"Local-gov",84737,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,35,"United-States",">50K" +18,"Private",96483,"HS-grad",9,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Female",0,0,20,"United-States","<=50K" +59,"Private",368005,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"State-gov",36032,"HS-grad",9,"Divorced","Protective-serv","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +30,"Private",174215,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +24,"Private",228772,"5th-6th",3,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,0,40,"Mexico","<=50K" +22,"Private",242912,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +49,"Self-emp-inc",86701,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,56,"United-States",">50K" +35,"Private",166549,"12th",8,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",201613,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +35,"Private",29874,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",168138,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",162404,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,60,"United-States","<=50K" +21,"?",162160,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Male",0,0,40,"Taiwan","<=50K" +26,"Private",139116,"Some-college",10,"Never-married","Other-service","Own-child","Black","Female",0,0,50,"United-States","<=50K" +39,"Private",370585,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +40,"State-gov",151038,"Bachelors",13,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",271933,"Masters",14,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +34,"Private",182401,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +66,"Private",234743,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",182140,"HS-grad",9,"Separated","Transport-moving","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",96459,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"?",205562,"Masters",14,"Never-married","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +47,"Private",188081,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +33,"State-gov",121245,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +18,"Private",127273,"11th",7,"Never-married","Other-service","Other-relative","White","Male",0,0,20,"United-States","<=50K" +22,"Private",341227,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +40,"Local-gov",166893,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States",">50K" +68,"?",65730,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +45,"Self-emp-not-inc",285335,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,10,"United-States","<=50K" +23,"Private",177087,"11th",7,"Never-married","Adm-clerical","Unmarried","Black","Male",0,0,35,"United-States","<=50K" +40,"Private",240504,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +23,"Private",384651,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",189551,"HS-grad",9,"Divorced","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +53,"Private",194791,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +24,"Private",194630,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +53,"Private",177647,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",51620,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Private",251421,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",180477,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,47,"United-States","<=50K" +40,"State-gov",391736,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"State-gov",170091,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,6,"United-States","<=50K" +53,"Federal-gov",105788,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,50,"United-States",">50K" +42,"Local-gov",248476,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,65,"United-States",">50K" +32,"Private",168443,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +33,"Private",120201,"HS-grad",9,"Divorced","Adm-clerical","Own-child","Other","Female",0,0,65,"United-States","<=50K" +59,"Private",114678,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,60,"United-States","<=50K" +36,"Private",167440,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,44,"United-States","<=50K" +37,"Self-emp-not-inc",265266,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Cuba",">50K" +31,"Private",212235,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +46,"Private",44671,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"State-gov",87282,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,38,"United-States","<=50K" +29,"Self-emp-not-inc",322238,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",65382,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Self-emp-not-inc",115176,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,65,"United-States","<=50K" +48,"Self-emp-not-inc",162236,"Masters",14,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,40,"?",">50K" +42,"Private",409902,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +60,"Local-gov",204062,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States",">50K" +35,"Private",283305,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",435638,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-inc",114733,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,36,"United-States","<=50K" +22,"Private",162343,"Some-college",10,"Never-married","Adm-clerical","Other-relative","Black","Male",0,0,22,"United-States","<=50K" +18,"?",195981,"HS-grad",9,"Widowed","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Private",79531,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +44,"State-gov",395078,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",159567,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +49,"Private",133917,"Assoc-voc",11,"Never-married","Sales","Other-relative","Black","Male",0,0,40,"?","<=50K" +52,"Private",196894,"11th",7,"Separated","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +23,"Private",190290,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"Private",102828,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,49,"United-States","<=50K" +31,"Private",128493,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +30,"State-gov",290677,"Masters",14,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +21,"Private",283757,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",169104,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +51,"Private",171409,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Self-emp-not-inc",319165,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",203182,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,30,"United-States","<=50K" +20,"?",211968,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,45,"United-States","<=50K" +26,"Private",166666,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +41,"Private",156566,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",140564,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Local-gov",322208,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +65,"Private",420277,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",123430,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,65,"Mexico","<=50K" +45,"Self-emp-inc",151584,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +37,"Self-emp-not-inc",348960,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +47,"Self-emp-inc",201699,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Private",511517,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",118001,"10th",6,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +38,"Private",193961,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +21,"Private",32732,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",223548,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Mexico","<=50K" +33,"Private",389932,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","Black","Male",0,0,55,"United-States","<=50K" +29,"Private",102345,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +41,"Private",107584,"Some-college",10,"Separated","Transport-moving","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +20,"?",34321,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +20,"State-gov",39478,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,54,"United-States","<=50K" +34,"Self-emp-not-inc",276221,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",235646,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",123306,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Private",38573,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",216889,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",386705,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,24,"United-States","<=50K" +47,"Self-emp-not-inc",249585,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +31,"Local-gov",47276,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,38,"United-States",">50K" +42,"Self-emp-not-inc",162758,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,56,"United-States",">50K" +46,"Local-gov",146497,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",190765,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +21,"Private",186314,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",213615,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",162322,"Assoc-voc",11,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"State-gov",115932,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",392694,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +38,"State-gov",143517,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-inc",123429,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"Italy",">50K" +53,"Private",254285,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",238311,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,36,"United-States",">50K" +49,"Private",281647,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +30,"Private",75167,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",252862,"Assoc-voc",11,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",199240,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,20,"England","<=50K" +43,"Private",145762,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Local-gov",142443,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +49,"Private",99361,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +36,"Private",105138,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +18,"Private",151866,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +60,"Private",297261,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +43,"Private",148998,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",143046,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Private",183850,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +31,"Private",198452,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",161092,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",112497,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Self-emp-not-inc",155963,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +24,"Private",376393,"Assoc-voc",11,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"State-gov",151790,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +21,"Private",438139,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +20,"?",163911,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",214896,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +30,"Private",102821,"Some-college",10,"Married-civ-spouse","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +44,"Self-emp-not-inc",90021,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +45,"Private",77085,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Japan",">50K" +42,"Private",158555,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"?",28160,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",462255,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",144949,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",116207,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,32,"United-States","<=50K" +17,"Private",187308,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +45,"Local-gov",189890,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",185267,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",63434,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +45,"Private",1366120,"Assoc-voc",11,"Divorced","Other-service","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +33,"Private",129707,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,60,"United-States",">50K" +17,"?",181337,"10th",6,"Never-married","?","Own-child","Other","Female",0,0,20,"United-States","<=50K" +51,"Private",74784,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +33,"Private",44392,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +23,"Private",406641,"Some-college",10,"Never-married","Handlers-cleaners","Other-relative","White","Female",0,0,18,"United-States","<=50K" +52,"Private",89041,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States",">50K" +36,"?",139770,"Some-college",10,"Divorced","?","Own-child","White","Female",0,0,32,"United-States","<=50K" +25,"Private",180212,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +38,"?",338212,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States","<=50K" +64,"Self-emp-not-inc",178472,"9th",5,"Separated","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +29,"Private",168470,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Local-gov",80485,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +38,"?",181705,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,24,"United-States","<=50K" +24,"Private",216867,"10th",6,"Never-married","Other-service","Other-relative","White","Male",0,0,30,"Mexico","<=50K" +43,"Federal-gov",214541,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",70034,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +18,"?",266287,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +44,"Private",128485,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +81,"?",89015,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,18,"United-States","<=50K" +55,"Private",106740,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",167527,"11th",7,"Widowed","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",19302,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",210150,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Private",179824,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,36,"United-States","<=50K" +27,"Private",420351,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"State-gov",215443,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +33,"Private",215306,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"Cuba","<=50K" +39,"Private",108069,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",260046,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",31053,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +18,"Private",362302,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +54,"Private",87205,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +45,"Private",191703,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",242968,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"India",">50K" +23,"Local-gov",185575,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",73585,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +45,"Private",301802,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +32,"Self-emp-inc",108467,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +47,"Private",431245,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",157217,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",204935,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"Private",277112,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +30,"Local-gov",159773,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,45,"United-States",">50K" +51,"Private",118793,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,70,"United-States",">50K" +26,"State-gov",152457,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",266529,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Private",113756,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +48,"Private",83444,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,43,"United-States",">50K" +51,"?",146325,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,28,"United-States","<=50K" +29,"Private",198825,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +69,"Private",71489,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,25,"United-States","<=50K" +56,"Private",111218,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +26,"?",221626,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",352196,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,22,"United-States","<=50K" +41,"Federal-gov",355918,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",182615,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",211482,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +34,"Private",386370,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Local-gov",180010,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +46,"Without-pay",142210,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,25,"United-States","<=50K" +33,"Private",415706,"5th-6th",3,"Separated","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +46,"Private",237731,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",343506,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +49,"Local-gov",116163,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,50,"France","<=50K" +66,"?",206560,"HS-grad",9,"Widowed","?","Not-in-family","Other","Female",0,0,35,"Puerto-Rico","<=50K" +35,"Private",301862,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",33429,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",169583,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +47,"Private",146497,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,16,"Germany","<=50K" +48,"Self-emp-not-inc",383384,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",240809,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,56,"United-States","<=50K" +38,"Private",203763,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",218785,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +17,"Private",244602,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +44,"State-gov",175696,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",101027,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +37,"Private",99270,"HS-grad",9,"Never-married","Transport-moving","Other-relative","White","Female",0,0,40,"United-States","<=50K" +49,"Private",224393,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +42,"Private",192381,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",131686,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +73,"?",84390,"Assoc-voc",11,"Married-spouse-absent","?","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +44,"Private",277533,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",72880,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"?",149646,"Some-college",10,"Divorced","?","Own-child","White","Female",0,0,20,"?","<=50K" +49,"Private",209057,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Private",108909,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +42,"Private",74949,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",235639,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",137421,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,37,"Hong","<=50K" +53,"Private",122412,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",434894,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",379959,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",225330,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,50,"Poland",">50K" +40,"Private",32627,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"Private",65171,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",193380,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",184823,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",81259,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +35,"Private",301369,"12th",8,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",190968,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",330715,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",77698,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +24,"Private",109053,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,25,"United-States","<=50K" +69,"Private",312653,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,25,"United-States","<=50K" +35,"Self-emp-not-inc",193260,"Masters",14,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"?",">50K" +35,"Private",331831,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",163948,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",36228,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +49,"Private",160167,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",104196,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",288353,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",187693,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",114988,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Local-gov",117392,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Private",121124,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",195638,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"State-gov",216734,"Prof-school",15,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"?",197827,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",49156,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",126133,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +24,"Private",304463,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States","<=50K" +34,"Private",214288,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",274969,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Female",0,0,42,"United-States","<=50K" +23,"Private",189072,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Black","Female",0,0,45,"United-States","<=50K" +46,"Private",128047,"Some-college",10,"Separated","Sales","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +20,"Private",210338,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +63,"Private",122442,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",251421,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +24,"Federal-gov",219519,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",33355,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,45,"United-States","<=50K" +25,"Private",441210,"HS-grad",9,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"Local-gov",178356,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",231196,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +58,"State-gov",40925,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",270587,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,20,"England","<=50K" +27,"Private",114967,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",344492,"HS-grad",9,"Separated","Sales","Own-child","White","Female",0,0,26,"United-States","<=50K" +22,"Private",369387,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +80,"Self-emp-not-inc",101771,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,25,"United-States","<=50K" +52,"Private",137428,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +48,"Private",139290,"10th",6,"Separated","Machine-op-inspct","Own-child","White","Female",0,0,48,"United-States","<=50K" +62,"Private",199193,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,25,"United-States","<=50K" +32,"Private",286689,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,42,"United-States",">50K" +21,"?",123727,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +58,"Federal-gov",208640,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Self-emp-not-inc",120130,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +29,"Self-emp-inc",241431,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +25,"Private",120450,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",152240,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Private",200960,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Federal-gov",314310,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Local-gov",44566,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,80,"United-States","<=50K" +59,"Private",21792,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +36,"Private",182074,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",221850,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"Ecuador",">50K" +42,"Private",240628,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +34,"Private",318641,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,45,"United-States",">50K" +27,"Self-emp-not-inc",140863,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",129150,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Private",244945,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",138514,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",92008,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Female",0,0,28,"United-States","<=50K" +23,"Private",207415,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,15,"United-States","<=50K" +26,"Private",188626,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +27,"Private",133696,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,88,"United-States","<=50K" +21,"Private",195919,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","Other","Male",0,0,40,"Dominican-Republic","<=50K" +41,"Private",119266,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",140474,"Assoc-acdm",12,"Divorced","Craft-repair","Own-child","Amer-Indian-Eskimo","Male",0,0,35,"United-States","<=50K" +25,"Private",69739,"10th",6,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",293176,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",217961,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,15,"United-States","<=50K" +23,"Private",419394,"Some-college",10,"Never-married","Sales","Own-child","Black","Male",0,0,9,"United-States","<=50K" +18,"Private",220836,"11th",7,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +37,"Private",334291,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +36,"Private",200360,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",203482,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",87867,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +55,"Private",123515,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",175935,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",229456,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,38,"United-States","<=50K" +42,"Local-gov",99554,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",190227,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +25,"Private",29020,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,45,"United-States","<=50K" +31,"Private",306459,"1st-4th",2,"Separated","Handlers-cleaners","Unmarried","White","Male",0,0,35,"Honduras","<=50K" +42,"Private",193995,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +26,"Private",105059,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +34,"Private",342709,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",53838,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Local-gov",209482,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +44,"Private",214242,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +47,"?",34458,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,10,"United-States","<=50K" +35,"Private",100375,"Some-college",10,"Married-spouse-absent","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",149949,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",189762,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +46,"Private",79874,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,53,"United-States",">50K" +66,"Self-emp-not-inc",104576,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,8,"United-States",">50K" +34,"State-gov",355700,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +26,"Private",213625,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",204984,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",144593,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"?","<=50K" +23,"Private",217169,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +46,"Private",184883,"9th",5,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +44,"?",136419,"10th",6,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",57758,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,68,"United-States",">50K" +54,"Self-emp-not-inc",30908,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +71,"Private",217971,"9th",5,"Widowed","Sales","Unmarried","White","Female",0,0,13,"United-States","<=50K" +51,"Private",160703,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +32,"Private",142675,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Private",171242,"11th",7,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"Canada","<=50K" +34,"Private",376979,"9th",5,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",277530,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Private",104501,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",94041,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,44,"Ireland","<=50K" +37,"Local-gov",593246,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +19,"Private",121074,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,99,"United-States","<=50K" +64,"Private",192596,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +17,"Private",142457,"11th",7,"Never-married","Other-service","Own-child","Black","Male",0,0,20,"United-States","<=50K" +37,"Private",136028,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",157894,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,20,"United-States","<=50K" +18,"Private",252993,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"Columbia","<=50K" +42,"Private",219591,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,55,"United-States",">50K" +53,"Local-gov",205005,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,60,"United-States",">50K" +52,"Private",221936,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",120914,"10th",6,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +77,"Self-emp-inc",155761,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,8,"United-States","<=50K" +38,"Local-gov",236687,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",318036,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",53306,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +27,"Private",174645,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",321817,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Private",206948,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Federal-gov",402975,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",143486,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Self-emp-inc",27187,"Masters",14,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +24,"Private",187717,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",378104,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",113870,"1st-4th",2,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"?","<=50K" +24,"Private",326334,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +41,"Private",279914,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +29,"Private",320451,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +36,"Private",207853,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +78,"Self-emp-inc",237294,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Male",0,0,45,"United-States",">50K" +34,"State-gov",259705,"Some-college",10,"Separated","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"?",117789,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +24,"Private",449432,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Federal-gov",89083,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",59612,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States","<=50K" +21,"Private",129980,"9th",5,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",108233,"Assoc-acdm",12,"Separated","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +30,"Private",342709,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",126675,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",141118,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",173243,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Local-gov",161092,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",209691,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,42,"United-States",">50K" +36,"Private",89508,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Private",399522,"11th",7,"Married-spouse-absent","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"State-gov",136939,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Local-gov",264436,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Private",199572,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Federal-gov",28291,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +50,"Private",215990,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Self-emp-not-inc",179594,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States","<=50K" +26,"Private",182308,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",51662,"11th",7,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +45,"Private",289468,"11th",7,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",201954,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,65,"United-States",">50K" +45,"Self-emp-not-inc",26781,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +58,"Private",100960,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",213811,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +49,"Private",124672,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",219300,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +22,"Private",270436,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",212619,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",84136,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,25,"United-States","<=50K" +55,"Federal-gov",264834,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"State-gov",98995,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",278254,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +28,"Private",167987,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Federal-gov",72887,"Bachelors",13,"Married-spouse-absent","Tech-support","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +17,"Private",176467,"9th",5,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +51,"Self-emp-not-inc",85902,"10th",6,"Widowed","Transport-moving","Other-relative","White","Female",0,0,40,"United-States","<=50K" +37,"Private",223433,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Self-emp-inc",108435,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",172496,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +35,"Private",241998,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",187513,"Assoc-voc",11,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",440138,"HS-grad",9,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,45,"England","<=50K" +24,"Private",218215,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +34,"Private",94413,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",183598,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",192664,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",392812,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +21,"Private",155818,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +32,"Private",195000,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",308205,"5th-6th",3,"Never-married","Farming-fishing","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +53,"Private",104879,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",152307,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",145964,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",97419,"HS-grad",9,"Married-civ-spouse","Protective-serv","Wife","Black","Female",0,0,40,"United-States","<=50K" +25,"?",12285,"Some-college",10,"Never-married","?","Not-in-family","Amer-Indian-Eskimo","Female",0,0,20,"United-States","<=50K" +30,"Private",263150,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,20,"United-States","<=50K" +49,"?",189885,"HS-grad",9,"Widowed","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",151888,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",254167,"10th",6,"Separated","Transport-moving","Own-child","White","Male",0,0,35,"United-States","<=50K" +45,"Local-gov",331482,"Assoc-acdm",12,"Divorced","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +61,"Local-gov",177189,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States","<=50K" +35,"Private",186886,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,55,"United-States","<=50K" +20,"Private",33221,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +27,"Private",188171,"10th",6,"Never-married","Adm-clerical","Own-child","White","Male",0,0,60,"United-States","<=50K" +23,"Private",209770,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",164488,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?","<=50K" +65,"Local-gov",180869,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +25,"Private",190350,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +45,"Private",204057,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"Germany","<=50K" +67,"Private",134906,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +40,"Private",174515,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +51,"Private",259363,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +35,"Private",209609,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"Private",185127,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",462838,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +37,"Private",176967,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +54,"Private",284129,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Federal-gov",37546,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +46,"Private",116666,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Private",423222,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +51,"Private",201127,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +27,"Private",202239,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",209629,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",133520,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +66,"?",99888,"Assoc-voc",11,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",176410,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,38,"United-States","<=50K" +35,"Federal-gov",103214,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","Amer-Indian-Eskimo","Female",0,0,60,"United-States",">50K" +50,"Private",226735,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,70,"United-States",">50K" +43,"Self-emp-inc",151089,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +21,"Private",244312,"9th",5,"Never-married","Craft-repair","Own-child","White","Male",0,0,30,"El-Salvador","<=50K" +33,"Private",209317,"9th",5,"Never-married","Other-service","Not-in-family","White","Male",0,0,45,"El-Salvador","<=50K" +22,"Private",374116,"HS-grad",9,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,36,"United-States","<=50K" +29,"Private",205249,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Japan","<=50K" +42,"Self-emp-not-inc",326083,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",183523,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"Hungary","<=50K" +36,"Private",350783,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +66,"Local-gov",140849,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +44,"Private",175943,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,20,"United-States","<=50K" +45,"Local-gov",125933,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +49,"Private",225124,"HS-grad",9,"Divorced","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",272090,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,45,"El-Salvador","<=50K" +48,"Private",40666,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"Private",35245,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",167482,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",204662,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +32,"Private",291147,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +49,"Private",179869,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Self-emp-not-inc",205100,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +20,"Private",352139,"Some-college",10,"Divorced","Other-service","Own-child","White","Female",0,0,29,"United-States","<=50K" +39,"Private",111268,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",247111,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",271446,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +29,"Local-gov",132412,"Bachelors",13,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-inc",74712,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +22,"Private",94662,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +44,"Self-emp-inc",33126,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,80,"United-States","<=50K" +43,"Private",133584,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +63,"?",64448,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",374367,"Assoc-voc",11,"Separated","Sales","Not-in-family","Black","Male",0,0,44,"United-States","<=50K" +40,"Private",179666,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,30,"Canada","<=50K" +18,"Private",99219,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +57,"Self-emp-inc",180211,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,50,"Taiwan",">50K" +54,"Local-gov",219276,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +44,"Private",150011,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",231231,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +40,"Private",182217,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"Scotland","<=50K" +29,"Private",277342,"Some-college",10,"Never-married","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +22,"Private",140001,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",223319,"Some-college",10,"Divorced","Sales","Own-child","White","Male",0,0,45,"United-States","<=50K" +52,"Private",235307,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Local-gov",156003,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",529223,"Bachelors",13,"Never-married","Sales","Own-child","Black","Male",0,0,10,"United-States","<=50K" +22,"Private",202871,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,44,"United-States","<=50K" +37,"Private",58337,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +58,"Federal-gov",298643,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +61,"Private",191188,"10th",6,"Widowed","Farming-fishing","Unmarried","White","Male",0,0,20,"United-States","<=50K" +30,"Private",96287,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +23,"Private",104443,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +30,"Private",323054,"10th",6,"Divorced","Other-service","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +18,"Private",95917,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,25,"Canada","<=50K" +23,"Private",49296,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",50953,"Some-college",10,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,10,"United-States","<=50K" +57,"Private",124507,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +58,"Private",239523,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +59,"Self-emp-not-inc",309124,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",240172,"Bachelors",13,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",105010,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States",">50K" +44,"Local-gov",135056,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,16,"?","<=50K" +25,"Private",178478,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +33,"Private",23871,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +22,"Private",362309,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +50,"Private",297906,"Some-college",10,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,50,"United-States",">50K" +44,"Private",230684,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +53,"?",123011,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",170866,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +54,"Local-gov",182543,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +60,"Self-emp-not-inc",236470,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",33725,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +43,"Private",206878,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,60,"United-States","<=50K" +33,"Local-gov",173806,"Assoc-acdm",12,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",190709,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States","<=50K" +41,"Private",149102,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"Poland","<=50K" +21,"Private",25265,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",100669,"Some-college",10,"Married-civ-spouse","Craft-repair","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +27,"Self-emp-inc",114158,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Private",228057,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",54012,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Federal-gov",219967,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",239865,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"State-gov",119421,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,35,"United-States",">50K" +56,"Self-emp-not-inc",220187,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,45,"United-States",">50K" +42,"Private",175515,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Local-gov",271795,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",70055,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",352806,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +57,"Private",266189,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,42,"United-States","<=50K" +49,"Private",102945,"7th-8th",4,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",173851,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Private",144092,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",198681,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States",">50K" +33,"Private",351810,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"Mexico","<=50K" +52,"Private",180142,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"Self-emp-inc",175360,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Self-emp-inc",224498,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Self-emp-inc",154641,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,60,"United-States","<=50K" +54,"Local-gov",152540,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,42,"United-States","<=50K" +52,"Private",217663,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +22,"Local-gov",138575,"HS-grad",9,"Never-married","Protective-serv","Unmarried","White","Male",0,0,56,"United-States","<=50K" +19,"?",32477,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +32,"Private",44677,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",456618,"7th-8th",4,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"El-Salvador","<=50K" +34,"Private",227282,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",27624,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +24,"Private",281403,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,98,"United-States","<=50K" +48,"Private",377140,"5th-6th",3,"Never-married","Priv-house-serv","Unmarried","White","Female",0,0,35,"Nicaragua","<=50K" +26,"Private",299810,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +28,"Private",181916,"Some-college",10,"Separated","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",237044,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,12,"United-States","<=50K" +64,"State-gov",269512,"Bachelors",13,"Divorced","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",44767,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,50,"United-States",">50K" +28,"Private",67218,"7th-8th",4,"Married-civ-spouse","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +34,"Private",176992,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",379919,"Assoc-acdm",12,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +18,"Private",212370,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,25,"United-States","<=50K" +36,"Private",179666,"12th",8,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,40,"United-States","<=50K" +24,"Private",197387,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"Mexico","<=50K" +29,"Local-gov",220656,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +33,"Private",181091,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Federal-gov",135028,"HS-grad",9,"Separated","Adm-clerical","Other-relative","Black","Female",0,0,35,"United-States","<=50K" +41,"Private",185057,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"?","<=50K" +55,"Private",106498,"10th",6,"Widowed","Transport-moving","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +21,"Private",203003,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",223789,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +26,"Private",184026,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Other","Male",0,0,50,"United-States","<=50K" +32,"?",335427,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States",">50K" +32,"Private",372692,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",45607,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",212895,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +58,"Private",147989,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",145290,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"Private",132601,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",30759,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +19,"Private",319889,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +66,"Private",29431,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Private",111483,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",184756,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +30,"Private",187560,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",84848,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +75,"?",36243,"Doctorate",16,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"State-gov",88913,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","Asian-Pac-Islander","Female",0,0,36,"United-States","<=50K" +19,"Private",73190,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +60,"Private",132529,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",214542,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",217006,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",169785,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +30,"Private",75573,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"Germany","<=50K" +37,"Private",239171,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Self-emp-not-inc",53566,"Doctorate",16,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +20,"Private",117109,"Some-college",10,"Never-married","Adm-clerical","Other-relative","Black","Female",0,0,24,"United-States","<=50K" +32,"Private",398019,"7th-8th",4,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,15,"Mexico","<=50K" +18,"Private",114008,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +24,"Private",204653,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Local-gov",254935,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,45,"United-States","<=50K" +76,"?",84755,"Some-college",10,"Widowed","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +57,"Local-gov",198145,"Masters",14,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,14,"United-States",">50K" +19,"Private",451951,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Local-gov",172175,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",209472,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +40,"Private",336707,"Assoc-voc",11,"Separated","Craft-repair","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +26,"?",431861,"10th",6,"Separated","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-inc",156728,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +39,"Federal-gov",290321,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +49,"State-gov",206577,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",149324,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,7,"United-States","<=50K" +33,"?",49593,"Some-college",10,"Married-civ-spouse","?","Wife","Black","Female",0,0,30,"United-States","<=50K" +28,"Private",181659,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,50,"United-States","<=50K" +30,"Private",174789,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",184801,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",176014,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +50,"Private",256861,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,80,"United-States","<=50K" +37,"Private",239397,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +26,"Private",233777,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Private",236520,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",70754,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",245378,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +26,"Private",176729,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States",">50K" +19,"Private",517036,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"El-Salvador","<=50K" +38,"Private",436361,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,75,"United-States","<=50K" +38,"Private",231037,"5th-6th",3,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Mexico","<=50K" +65,"Private",209831,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +48,"?",167381,"HS-grad",9,"Widowed","?","Unmarried","White","Female",0,0,25,"United-States","<=50K" +44,"Private",215468,"Bachelors",13,"Separated","Machine-op-inspct","Unmarried","Black","Female",0,0,7,"United-States","<=50K" +32,"Private",200700,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Local-gov",191777,"HS-grad",9,"Never-married","Protective-serv","Own-child","Black","Female",0,0,40,"United-States","<=50K" +49,"Federal-gov",195437,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Private",149396,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",104746,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,16,"United-States","<=50K" +19,"Private",108147,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +27,"Private",238859,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",23157,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +38,"Private",497788,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +42,"Private",141558,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +33,"Federal-gov",117963,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,38,"United-States","<=50K" +30,"Private",232356,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",157941,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",103642,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",169727,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",274731,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",161572,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,45,"United-States","<=50K" +38,"Private",48779,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",141511,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",168334,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,30,"United-States","<=50K" +42,"Local-gov",267252,"Masters",14,"Separated","Exec-managerial","Unmarried","Black","Male",0,0,45,"United-States",">50K" +31,"Self-emp-not-inc",312055,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +32,"Private",207937,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",232653,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Private",246841,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",154087,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",199011,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,12,"United-States","<=50K" +51,"Self-emp-not-inc",205100,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,30,"United-States",">50K" +24,"Private",50400,"Some-college",10,"Married-civ-spouse","Sales","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",97064,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,44,"United-States","<=50K" +21,"Private",65038,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"Private",225211,"9th",5,"Never-married","Other-service","Own-child","Black","Male",0,0,35,"United-States","<=50K" +45,"Private",320192,"1st-4th",2,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +21,"Private",83580,"Some-college",10,"Never-married","Prof-specialty","Own-child","Amer-Indian-Eskimo","Female",0,0,4,"United-States","<=50K" +42,"Private",529216,"HS-grad",9,"Separated","Transport-moving","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",390817,"5th-6th",3,"Married-civ-spouse","Craft-repair","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +21,"?",85733,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +59,"Private",155976,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",221172,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +45,"Private",270842,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",82622,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +58,"Private",371064,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,20,"United-States","<=50K" +29,"Private",22641,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Amer-Indian-Eskimo","Male",0,0,45,"United-States","<=50K" +21,"Private",218957,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,45,"United-States","<=50K" +51,"Private",441637,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",143699,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +40,"Private",183096,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +45,"Private",97176,"11th",7,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,16,"United-States","<=50K" +22,"Private",311376,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +62,"Private",123582,"10th",6,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Federal-gov",174215,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +36,"Private",183902,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,4,"United-States",">50K" +43,"Private",247880,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",256636,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"?",152875,"Bachelors",13,"Married-civ-spouse","?","Wife","Asian-Pac-Islander","Female",0,0,40,"China","<=50K" +28,"Private",22422,"HS-grad",9,"Never-married","Transport-moving","Unmarried","White","Male",0,0,55,"United-States","<=50K" +49,"?",178215,"Some-college",10,"Widowed","?","Unmarried","White","Female",0,0,28,"United-States","<=50K" +47,"Local-gov",194360,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,7,"United-States",">50K" +59,"Private",247187,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",63921,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",224889,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",178564,"Bachelors",13,"Never-married","Prof-specialty","Other-relative","White","Male",0,0,40,"United-States","<=50K" +57,"Private",47619,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",92775,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +37,"Private",50837,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +20,"Local-gov",235894,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Private",244974,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +20,"Local-gov",526734,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +38,"Self-emp-not-inc",243484,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,28,"United-States",">50K" +23,"Private",201664,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Other-relative","White","Male",0,0,40,"United-States","<=50K" +24,"Private",234640,"HS-grad",9,"Married-spouse-absent","Sales","Own-child","White","Female",0,0,36,"United-States","<=50K" +46,"Private",268022,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Local-gov",223267,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Self-emp-not-inc",99199,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",137076,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",313146,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",271807,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",191196,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",264627,"11th",7,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,84,"United-States","<=50K" +32,"Private",183801,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",209227,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,21,"United-States","<=50K" +64,"Private",216208,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",377095,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +44,"Private",317535,"1st-4th",2,"Married-civ-spouse","Protective-serv","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +40,"Private",247880,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",152246,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +23,"Private",428299,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",161708,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +19,"Private",167859,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +61,"Private",85194,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,25,"United-States","<=50K" +47,"Self-emp-inc",119471,"7th-8th",4,"Never-married","Craft-repair","Not-in-family","Other","Male",0,0,40,"?","<=50K" +39,"Private",117683,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Private",427744,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",122116,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +34,"State-gov",227931,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +54,"Self-emp-not-inc",226497,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",83783,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"Private",197113,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Other","Male",0,0,50,"Puerto-Rico","<=50K" +33,"Private",204742,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States","<=50K" +63,"?",331527,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,14,"United-States","<=50K" +31,"Private",213179,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +70,"Self-emp-inc",188260,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,16,"United-States","<=50K" +43,"Private",298161,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"Nicaragua","<=50K" +36,"Private",143774,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,12,"United-States",">50K" +50,"Local-gov",139296,"11th",7,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +21,"Private",152389,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +31,"Private",309974,"Some-college",10,"Separated","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +19,"?",37085,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +39,"Private",270059,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +29,"Private",130045,"7th-8th",4,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +39,"Private",188038,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Private",168203,"7th-8th",4,"Never-married","Farming-fishing","Other-relative","Other","Male",0,0,40,"Mexico","<=50K" +46,"Private",171807,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +62,"Private",186696,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",177531,"10th",6,"Divorced","Other-service","Unmarried","Black","Female",0,0,23,"United-States","<=50K" +28,"Private",115464,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",501144,"Some-college",10,"Never-married","Sales","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",205894,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,25,"?","<=50K" +24,"Local-gov",203924,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,45,"United-States","<=50K" +38,"Private",91857,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,41,"United-States","<=50K" +38,"Private",229700,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States",">50K" +17,"Private",158704,"10th",6,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +28,"Private",190911,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",139176,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,8,"United-States","<=50K" +19,"Private",168693,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +26,"Private",250038,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Self-emp-inc",353927,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",230248,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +43,"Private",117728,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +52,"Private",115851,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Private",193335,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",203894,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +55,"State-gov",157639,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Self-emp-inc",235320,"Masters",14,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States",">50K" +36,"Private",127686,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,37,"United-States","<=50K" +39,"Private",28572,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,48,"United-States","<=50K" +78,"?",91534,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,3,"United-States","<=50K" +30,"Private",184687,"HS-grad",9,"Never-married","Prof-specialty","Own-child","White","Female",0,0,30,"United-States","<=50K" +22,"Private",267945,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,16,"United-States","<=50K" +43,"Private",131899,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",192614,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +36,"Private",186808,"Bachelors",13,"Married-civ-spouse","Craft-repair","Own-child","White","Male",0,0,40,"United-States",">50K" +50,"Private",44116,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Federal-gov",46442,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +46,"Federal-gov",78022,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",417668,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +41,"Private",223763,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +68,"Private",223851,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,24,"United-States","<=50K" +38,"Local-gov",115634,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",114459,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",197093,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Male",0,0,20,"United-States","<=50K" +31,"Self-emp-not-inc",357145,"Doctorate",16,"Never-married","Prof-specialty","Own-child","White","Female",0,0,48,"United-States","<=50K" +29,"Private",59231,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States","<=50K" +26,"Private",292303,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Private",122288,"Some-college",10,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,36,"United-States","<=50K" +26,"Federal-gov",52322,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Other","Male",0,0,60,"United-States","<=50K" +27,"Local-gov",105830,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +36,"Private",107125,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Federal-gov",281860,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Private",283320,"Bachelors",13,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"State-gov",26598,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",220783,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +21,"?",121694,"7th-8th",4,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +53,"Private",208302,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,34,"United-States","<=50K" +34,"Local-gov",172664,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",54611,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +64,"Private",631947,"10th",6,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",394484,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"?",239120,"Bachelors",13,"Never-married","?","Not-in-family","White","Male",0,0,13,"United-States","<=50K" +47,"Local-gov",193012,"Masters",14,"Divorced","Protective-serv","Not-in-family","Black","Male",0,0,50,"United-States",">50K" +57,"Private",84888,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +37,"Private",188503,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +37,"Private",337778,"11th",7,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",94432,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States",">50K" +32,"Private",168906,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Private",116143,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",128272,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,14,"United-States","<=50K" +46,"Private",174995,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +24,"State-gov",289909,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",154641,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +30,"Private",203488,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +34,"Private",141118,"Masters",14,"Divorced","Prof-specialty","Own-child","White","Female",0,0,60,"United-States",">50K" +30,"Private",169589,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",137645,"Bachelors",13,"Never-married","Sales","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +58,"Local-gov",489085,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",36302,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States","<=50K" +37,"Private",253420,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +35,"Private",269300,"HS-grad",9,"Separated","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",282609,"5th-6th",3,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,30,"Honduras","<=50K" +46,"Private",346978,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",205051,"10th",6,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Private",128736,"10th",6,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",236110,"12th",8,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Cuba",">50K" +38,"Private",312271,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Private",126978,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Asian-Pac-Islander","Female",0,0,40,"China","<=50K" +47,"Private",204692,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",195956,"Bachelors",13,"Divorced","Tech-support","Unmarried","White","Female",0,0,35,"United-States","<=50K" +59,"State-gov",202682,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",231912,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,37,"United-States","<=50K" +44,"Local-gov",24982,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +76,"Private",278938,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +50,"Local-gov",36489,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Local-gov",154874,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",74581,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +37,"Self-emp-inc",162164,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",239708,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +49,"Self-emp-not-inc",162856,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",85109,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +22,"Private",436798,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",345363,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"England","<=50K" +36,"Private",49837,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"?",296516,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"State-gov",180283,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +40,"Local-gov",95639,"HS-grad",9,"Never-married","Craft-repair","Other-relative","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +42,"Private",33155,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +56,"Private",329059,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Italy",">50K" +55,"Private",24694,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",443855,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +52,"?",294691,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",301867,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,35,"United-States","<=50K" +47,"Private",362835,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Private",180339,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Female",0,0,65,"United-States","<=50K" +55,"Self-emp-inc",207489,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,50,"Germany","<=50K" +43,"Private",336643,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +31,"Private",143653,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +62,"State-gov",101475,"Assoc-acdm",12,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Local-gov",263871,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,8,"United-States","<=50K" +38,"Self-emp-not-inc",77820,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",95465,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +26,"Private",257910,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +26,"Private",244372,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,52,"United-States",">50K" +37,"Self-emp-not-inc",126738,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,72,"United-States","<=50K" +61,"Private",133164,"7th-8th",4,"Never-married","Other-service","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +28,"Self-emp-not-inc",104617,"7th-8th",4,"Never-married","Other-service","Other-relative","White","Female",0,0,99,"Mexico","<=50K" +51,"Self-emp-inc",258735,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,81,"United-States","<=50K" +34,"Private",182926,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States",">50K" +35,"Private",166193,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Local-gov",206125,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +44,"Private",346594,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",108301,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +32,"Private",73498,"7th-8th",4,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",129150,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,20,"United-States",">50K" +27,"Private",181280,"Masters",14,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,30,"United-States","<=50K" +40,"Private",146908,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +43,"Private",183765,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Male",0,0,40,"?",">50K" +25,"Private",164488,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",307468,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",93884,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +52,"Private",137658,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,40,"Dominican-Republic","<=50K" +32,"Private",101562,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +33,"Private",136331,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",259846,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +48,"Private",98719,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +62,"Self-emp-not-inc",168682,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,5,"United-States","<=50K" +40,"Self-emp-not-inc",198953,"Assoc-acdm",12,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,2,"United-States","<=50K" +41,"?",29115,"Some-college",10,"Widowed","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +28,"Private",173673,"5th-6th",3,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +23,"Private",67958,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +51,"State-gov",94174,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +63,"Self-emp-not-inc",122442,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,48,"United-States","<=50K" +63,"Federal-gov",154675,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",116632,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States",">50K" +20,"?",238685,"11th",7,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",169031,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",237452,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,15,"Cuba",">50K" +41,"Private",216968,"Bachelors",13,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"?","<=50K" +27,"?",216479,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,24,"United-States",">50K" +20,"State-gov",126822,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,15,"United-States","<=50K" +35,"Private",54953,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",222654,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",37676,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +57,"Private",159319,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",125321,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",209609,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",224947,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",438427,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +26,"Self-emp-not-inc",384276,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",196805,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,65,"United-States","<=50K" +27,"Private",242097,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Private",184306,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +45,"Private",161954,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"Germany","<=50K" +65,"Private",258561,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +59,"Private",212783,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +18,"Private",205004,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,26,"United-States","<=50K" +44,"Local-gov",387844,"12th",8,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",83880,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",161155,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",265698,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +59,"Self-emp-inc",146477,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",97261,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",437890,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","Black","Male",0,0,90,"United-States","<=50K" +37,"Private",126675,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,57,"United-States","<=50K" +31,"Private",121768,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"Poland","<=50K" +23,"Private",180052,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",124454,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +36,"Private",222584,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",22245,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +24,"Private",228960,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",132572,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +47,"Private",103020,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Wife","Other","Female",0,0,40,"Puerto-Rico","<=50K" +31,"Local-gov",50649,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +42,"Private",137698,"5th-6th",3,"Married-spouse-absent","Farming-fishing","Not-in-family","White","Male",0,0,35,"Mexico","<=50K" +48,"Self-emp-inc",30575,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States",">50K" +56,"Private",202220,"Some-college",10,"Separated","Tech-support","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +50,"Private",50178,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",207791,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +50,"Private",321770,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Private",202053,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +34,"Private",143699,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,15,"United-States","<=50K" +32,"Self-emp-not-inc",115066,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +28,"Private",223751,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +62,"Self-emp-inc",354075,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",32732,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +24,"State-gov",390867,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",101697,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +36,"Private",279721,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",223400,"Assoc-acdm",12,"Married-civ-spouse","Priv-house-serv","Other-relative","White","Female",0,0,35,"Poland","<=50K" +46,"?",206357,"5th-6th",3,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"Mexico","<=50K" +39,"Private",76417,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +48,"?",184682,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,18,"United-States","<=50K" +21,"Private",78170,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +39,"Private",201410,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",189013,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +33,"Private",119913,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",549174,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Local-gov",214706,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"?",33811,"Bachelors",13,"Married-civ-spouse","?","Wife","Other","Female",0,0,40,"Taiwan",">50K" +43,"Private",234220,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,40,"Cuba","<=50K" +22,"Private",237720,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",185942,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States",">50K" +69,"Local-gov",286983,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",140027,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +18,"?",115258,"11th",7,"Never-married","?","Own-child","White","Male",0,0,12,"United-States","<=50K" +54,"Private",155408,"HS-grad",9,"Widowed","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +65,"?",117963,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,45,"United-States","<=50K" +28,"Private",158737,"12th",8,"Married-civ-spouse","Machine-op-inspct","Other-relative","Other","Male",0,0,40,"Ecuador","<=50K" +27,"Local-gov",199471,"Assoc-voc",11,"Never-married","Tech-support","Own-child","White","Female",0,0,38,"United-States","<=50K" +35,"Private",287701,"Assoc-acdm",12,"Divorced","Craft-repair","Unmarried","White","Male",0,0,45,"United-States",">50K" +38,"Private",137707,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +33,"State-gov",108116,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",366900,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-inc",187355,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,60,"Canada",">50K" +38,"Private",33105,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,0,70,"United-States",">50K" +26,"Private",358975,"Some-college",10,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,50,"Hungary","<=50K" +33,"Private",199227,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +44,"Private",248249,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",460437,"9th",5,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",187294,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +44,"Private",115932,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",27049,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +41,"Private",806552,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",160786,"11th",7,"Separated","Craft-repair","Not-in-family","White","Male",0,0,45,"Germany","<=50K" +38,"Private",219546,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +60,"Private",24872,"Some-college",10,"Separated","Transport-moving","Not-in-family","Amer-Indian-Eskimo","Female",0,0,30,"United-States","<=50K" +24,"Private",110371,"12th",8,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"Mexico","<=50K" +24,"?",376474,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",304602,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"?",143699,"Some-college",10,"Never-married","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",238917,"1st-4th",2,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,24,"Mexico","<=50K" +51,"Private",200618,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",209752,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +37,"Local-gov",98725,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Female",0,0,42,"United-States","<=50K" +37,"Self-emp-not-inc",180150,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +66,"Private",151227,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +18,"?",118847,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,24,"United-States","<=50K" +46,"Private",282538,"Assoc-voc",11,"Separated","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +52,"Private",89534,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",291011,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +67,"Private",166187,"HS-grad",9,"Widowed","Exec-managerial","Unmarried","White","Male",0,0,38,"United-States",">50K" +19,"Private",188669,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +37,"Private",178948,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +39,"Self-emp-not-inc",160808,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +46,"Private",318331,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"?",109921,"HS-grad",9,"Separated","?","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +33,"Private",87605,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +69,"Self-emp-not-inc",89477,"Some-college",10,"Widowed","Farming-fishing","Not-in-family","White","Female",0,0,14,"United-States","<=50K" +21,"Private",48301,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",220748,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","Black","Male",0,0,48,"United-States","<=50K" +39,"Private",387068,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",250743,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",78258,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,36,"United-States","<=50K" +42,"Private",31387,"Doctorate",16,"Married-spouse-absent","Prof-specialty","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +36,"Private",289190,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +24,"Private",604537,"HS-grad",9,"Never-married","Transport-moving","Unmarried","White","Male",0,0,40,"Mexico","<=50K" +35,"Private",328466,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +42,"Private",403187,"HS-grad",9,"Divorced","Handlers-cleaners","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",220531,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",204648,"Assoc-voc",11,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +44,"?",109912,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,16,"United-States",">50K" +18,"Private",365683,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,16,"United-States","<=50K" +41,"Private",175674,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",203488,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",106406,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",125167,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +51,"Private",249339,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",94652,"Some-college",10,"Never-married","Craft-repair","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +25,"Private",130302,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +38,"Private",66686,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",336042,"HS-grad",9,"Separated","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",193586,"Some-college",10,"Separated","Farming-fishing","Other-relative","White","Female",0,0,40,"United-States","<=50K" +60,"Local-gov",313852,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +21,"Local-gov",32639,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +18,"Private",234953,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +43,"Private",350379,"5th-6th",3,"Divorced","Priv-house-serv","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +26,"?",176967,"11th",7,"Never-married","?","Not-in-family","White","Female",0,0,65,"United-States","<=50K" +36,"Private",36423,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,25,"United-States",">50K" +38,"Private",130813,"HS-grad",9,"Divorced","Machine-op-inspct","Other-relative","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",35236,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,84,"United-States","<=50K" +58,"Private",33350,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +55,"Private",177380,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,29,"United-States","<=50K" +39,"Private",216129,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,35,"Jamaica","<=50K" +38,"Private",335104,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +57,"Self-emp-inc",165881,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Local-gov",387777,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,52,"United-States","<=50K" +44,"Self-emp-not-inc",149943,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,60,"Taiwan",">50K" +36,"Private",188834,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",290661,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",114838,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,8,"Italy","<=50K" +54,"Local-gov",168553,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",103064,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",123833,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +60,"Federal-gov",55621,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +66,"Local-gov",189834,"7th-8th",4,"Widowed","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +36,"Private",217926,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,50,"United-States","<=50K" +25,"Private",194352,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +62,"?",54878,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +23,"Private",393248,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",279315,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +33,"Private",392812,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States",">50K" +49,"Self-emp-inc",34998,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +57,"Self-emp-inc",51016,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +57,"Local-gov",132717,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +46,"Private",186078,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +37,"Self-emp-inc",196123,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +43,"Self-emp-inc",304906,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +26,"Private",41521,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +40,"Private",346847,"Assoc-voc",11,"Separated","Prof-specialty","Other-relative","White","Female",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",107233,"HS-grad",9,"Never-married","Craft-repair","Other-relative","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +39,"Private",150125,"Assoc-acdm",12,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",400535,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",409622,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,36,"Mexico","<=50K" +27,"Private",136448,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",202950,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"Iran","<=50K" +57,"Private",237691,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +24,"Private",170277,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +30,"Private",160784,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +28,"Private",33798,"12th",8,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +22,"Private",197838,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",223212,"7th-8th",4,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +33,"Private",125762,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States",">50K" +20,"Private",283969,"Some-college",10,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,15,"United-States","<=50K" +25,"Private",374163,"12th",8,"Married-civ-spouse","Farming-fishing","Husband","Other","Male",0,0,60,"Mexico","<=50K" +49,"State-gov",118567,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",147655,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +45,"Private",82797,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +36,"Local-gov",142573,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +41,"Private",235167,"5th-6th",3,"Married-spouse-absent","Priv-house-serv","Not-in-family","White","Female",0,0,32,"Mexico","<=50K" +47,"Private",28035,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Private",247082,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Private",123397,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Local-gov",133327,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",102270,"7th-8th",4,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +64,"?",45817,"9th",5,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States","<=50K" +55,"Private",240988,"9th",5,"Married-civ-spouse","Machine-op-inspct","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +19,"Private",386378,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +31,"State-gov",350651,"12th",8,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +18,"State-gov",76142,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,8,"United-States","<=50K" +68,"Private",73773,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +50,"?",281504,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",293358,"Some-college",10,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,48,"United-States","<=50K" +44,"Private",146906,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +58,"Self-emp-not-inc",331474,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States",">50K" +20,"Private",213719,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +18,"Private",101795,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",228265,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,30,"United-States","<=50K" +49,"Self-emp-not-inc",130206,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",324254,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",223019,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",189666,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"Private",139086,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",359327,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"?","<=50K" +44,"Self-emp-not-inc",75065,"12th",8,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,60,"Vietnam","<=50K" +55,"Private",139843,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +54,"Private",346014,"Some-college",10,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,40,"United-States","<=50K" +52,"Private",31460,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +57,"Self-emp-inc",33725,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +67,"?",63552,"7th-8th",4,"Widowed","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +58,"State-gov",300623,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Local-gov",177072,"Some-college",10,"Never-married","Prof-specialty","Other-relative","White","Male",0,0,16,"United-States","<=50K" +66,"?",37331,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,15,"United-States","<=50K" +41,"Private",167725,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",131180,"11th",7,"Never-married","Prof-specialty","Own-child","White","Female",0,0,16,"United-States","<=50K" +50,"Private",275181,"5th-6th",3,"Divorced","Other-service","Not-in-family","White","Male",0,0,37,"Cuba","<=50K" +31,"Private",398988,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",222654,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",111129,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +26,"Self-emp-not-inc",137795,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States","<=50K" +33,"Local-gov",242150,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"State-gov",237873,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",367749,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"Mexico","<=50K" +26,"Private",206600,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"Mexico","<=50K" +48,"Federal-gov",247043,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",187702,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +62,"Private",41718,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +37,"Private",151835,"Prof-school",15,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +18,"Private",118938,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,18,"United-States","<=50K" +48,"Private",224870,"HS-grad",9,"Divorced","Machine-op-inspct","Other-relative","Other","Female",0,0,38,"Ecuador","<=50K" +45,"Private",178341,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Private",61343,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"Private",36989,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",226296,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,51,"United-States","<=50K" +29,"Private",186624,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"Cuba","<=50K" +19,"Private",172582,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +53,"State-gov",227392,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States","<=50K" +49,"Private",187563,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +71,"Private",137499,"HS-grad",9,"Widowed","Sales","Other-relative","White","Female",0,0,16,"United-States","<=50K" +38,"Private",239397,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,36,"Mexico","<=50K" +39,"Local-gov",327164,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +23,"Private",140798,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Self-emp-inc",187450,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Private",194580,"5th-6th",3,"Divorced","Farming-fishing","Unmarried","White","Male",0,0,40,"United-States","<=50K" +41,"Private",372682,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +20,"Private",235442,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +30,"Private",128065,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States","<=50K" +56,"Private",91545,"10th",6,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,36,"United-States","<=50K" +26,"Private",154604,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Federal-gov",192150,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Local-gov",216522,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,42,"United-States","<=50K" +24,"Private",206861,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",97632,"Some-college",10,"Divorced","Sales","Not-in-family","Asian-Pac-Islander","Female",0,0,32,"United-States","<=50K" +27,"Private",189530,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +57,"Self-emp-inc",368797,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"State-gov",41183,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +50,"Private",191062,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",132963,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +58,"Private",153551,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +27,"Self-emp-not-inc",66473,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",240323,"HS-grad",9,"Separated","Sales","Unmarried","Black","Female",0,0,17,"United-States","<=50K" +33,"Self-emp-inc",128016,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",29526,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,18,"United-States","<=50K" +26,"Private",342953,"HS-grad",9,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +37,"Private",215476,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +53,"Private",231919,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +32,"Private",52537,"Some-college",10,"Never-married","Tech-support","Not-in-family","Black","Male",0,0,38,"United-States","<=50K" +18,"Private",27920,"11th",7,"Never-married","Exec-managerial","Own-child","White","Female",0,0,25,"United-States","<=50K" +53,"Private",153052,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Self-emp-not-inc",199303,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",233369,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"Private",238913,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,46,"United-States",">50K" +28,"Self-emp-not-inc",195607,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +37,"Private",138441,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",67467,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",37202,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +47,"Private",140219,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +18,"Private",298860,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +22,"Private",51362,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +36,"Private",199947,"Some-college",10,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,30,"United-States","<=50K" +59,"Self-emp-not-inc",32552,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States","<=50K" +33,"Private",183845,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,38,"El-Salvador","<=50K" +33,"Private",181091,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,35,"England","<=50K" +53,"Self-emp-inc",135643,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",0,0,50,"South","<=50K" +55,"Private",181220,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +56,"Private",133025,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +54,"Self-emp-not-inc",124865,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +51,"Private",45599,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",102180,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Private",121130,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",138768,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,50,"United-States","<=50K" +43,"State-gov",98989,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +26,"State-gov",126327,"Assoc-acdm",12,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +30,"Private",113364,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,18,"United-States","<=50K" +46,"Private",376789,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +27,"Private",137063,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",279145,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Self-emp-not-inc",245369,"HS-grad",9,"Separated","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +30,"Federal-gov",49593,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +47,"Private",166181,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,48,"United-States",">50K" +43,"Private",156403,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +71,"?",128529,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +46,"?",148489,"HS-grad",9,"Married-spouse-absent","?","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +44,"Local-gov",387770,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,15,"United-States","<=50K" +42,"Private",115511,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",220585,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",280966,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",291586,"Bachelors",13,"Never-married","Transport-moving","Own-child","White","Male",0,0,20,"United-States","<=50K" +24,"Private",142227,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +17,"?",104025,"11th",7,"Never-married","?","Own-child","White","Male",0,0,18,"United-States","<=50K" +45,"Local-gov",148254,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +54,"Private",170562,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +22,"Private",222490,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +63,"Local-gov",57674,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States","<=50K" +22,"Private",233624,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States","<=50K" +27,"Private",42734,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +33,"Private",233107,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,33,"Mexico","<=50K" +64,"Private",143110,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +50,"Private",195844,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Self-emp-not-inc",115896,"Assoc-voc",11,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",303851,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Private",172475,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +53,"Self-emp-not-inc",30008,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +33,"Local-gov",147921,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Federal-gov",172716,"12th",8,"Married-civ-spouse","Armed-Forces","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",155057,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +80,"Self-emp-not-inc",132728,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +31,"Private",195136,"Assoc-acdm",12,"Divorced","Other-service","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +40,"Private",377322,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +53,"Local-gov",293941,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",182123,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,44,"United-States","<=50K" +38,"Private",32528,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",140206,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Local-gov",378221,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"Mexico",">50K" +23,"Private",211601,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",119411,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +52,"Self-emp-not-inc",240013,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States","<=50K" +24,"Private",95552,"HS-grad",9,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",183710,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",189382,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +52,"Private",380633,"5th-6th",3,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +54,"Private",53407,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",150480,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +40,"Private",175674,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",375313,"HS-grad",9,"Never-married","Tech-support","Not-in-family","Asian-Pac-Islander","Male",0,0,50,"United-States","<=50K" +21,"?",278391,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,16,"United-States","<=50K" +23,"Private",212888,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-inc",487085,"7th-8th",4,"Never-married","Craft-repair","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",174461,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +55,"Local-gov",133201,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +71,"Private",77253,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,17,"United-States","<=50K" +47,"Private",141511,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +17,"Self-emp-inc",181608,"10th",6,"Never-married","Sales","Own-child","White","Male",0,0,12,"United-States","<=50K" +31,"Private",127610,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +32,"Private",154571,"Some-college",10,"Never-married","Other-service","Other-relative","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +27,"Private",150080,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",151294,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +17,"Private",193769,"9th",5,"Never-married","Other-service","Unmarried","White","Male",0,0,20,"United-States","<=50K" +33,"Private",277455,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +72,"Private",225780,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +34,"Federal-gov",436341,"Some-college",10,"Married-AF-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +65,"Private",255386,"HS-grad",9,"Never-married","Craft-repair","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Cambodia","<=50K" +32,"Private",174789,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +26,"Private",245628,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +22,"Private",228752,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",192900,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",190391,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +38,"Private",353263,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"Italy",">50K" +34,"Private",113198,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,28,"United-States","<=50K" +44,"Private",207578,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +27,"Private",93206,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",163998,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,44,"United-States",">50K" +47,"Private",111961,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,30,"United-States","<=50K" +20,"Private",219122,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",111445,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +29,"Federal-gov",309778,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Local-gov",223020,"Assoc-voc",11,"Never-married","Other-service","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +42,"Private",303155,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"?",41035,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +68,"Private",159191,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Local-gov",244408,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +72,"Self-emp-not-inc",473748,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +45,"Federal-gov",71823,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,20,"United-States","<=50K" +30,"Local-gov",83066,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +33,"Private",150154,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",190786,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Self-emp-not-inc",159909,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",190885,"HS-grad",9,"Divorced","Priv-house-serv","Not-in-family","White","Female",0,0,40,"Guatemala","<=50K" +25,"Private",243786,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +31,"State-gov",124020,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",159016,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,38,"United-States","<=50K" +37,"Private",183800,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Self-emp-not-inc",193434,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +26,"Private",245029,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +55,"Private",98746,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"Canada",">50K" +46,"Federal-gov",140664,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +44,"Private",169980,"11th",7,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,60,"United-States","<=50K" +28,"State-gov",155397,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +42,"Private",245317,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Private",74182,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",280570,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +64,"Self-emp-not-inc",30664,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +20,"Private",109952,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +45,"Local-gov",192793,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",243442,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Federal-gov",106297,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",328060,"9th",5,"Separated","Other-service","Unmarried","Other","Female",0,0,40,"Mexico","<=50K" +33,"Self-emp-not-inc",48702,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,65,"United-States","<=50K" +36,"Private",484024,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +40,"Private",208470,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",29927,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"England","<=50K" +46,"Private",98012,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",108468,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +26,"Private",168403,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",66935,"Bachelors",13,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",42044,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",184806,"Prof-school",15,"Never-married","Prof-specialty","Other-relative","White","Male",0,0,50,"United-States","<=50K" +39,"Private",1455435,"Assoc-acdm",12,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",445382,"Some-college",10,"Divorced","Other-service","Unmarried","White","Male",0,0,40,"United-States","<=50K" +37,"Private",278576,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States",">50K" +79,"Self-emp-not-inc",84979,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"United-States",">50K" +36,"Private",659504,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,45,"United-States",">50K" +44,"Private",136986,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +27,"Private",96219,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +58,"Private",205410,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",416745,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +21,"Private",72119,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +49,"Federal-gov",195949,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",101345,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +29,"Private",439263,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,35,"Peru","<=50K" +63,"Private",213095,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Federal-gov",59932,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +65,"Private",172815,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",40915,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +42,"Private",139012,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Taiwan",">50K" +44,"Private",121781,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,37,"United-States","<=50K" +51,"?",130667,"HS-grad",9,"Separated","?","Not-in-family","Black","Male",0,0,6,"United-States","<=50K" +41,"Self-emp-not-inc",147110,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,25,"United-States","<=50K" +22,"Local-gov",237811,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,35,"Haiti","<=50K" +36,"?",128640,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,25,"United-States","<=50K" +18,"Private",111476,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Local-gov",289716,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",141944,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +49,"Private",323773,"11th",7,"Married-civ-spouse","Priv-house-serv","Other-relative","White","Female",0,0,40,"United-States","<=50K" +41,"State-gov",176663,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +52,"Private",155233,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",143327,"Some-college",10,"Separated","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Federal-gov",177212,"Some-college",10,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",123088,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Local-gov",47085,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",102106,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",235894,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +71,"Self-emp-not-inc",172046,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"Self-emp-not-inc",197207,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +26,"Private",152452,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",172928,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States","<=50K" +36,"?",214896,"9th",5,"Divorced","?","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +22,"Private",59924,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Private",95128,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",292504,"Some-college",10,"Married-spouse-absent","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-inc",45796,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +52,"State-gov",104280,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Private",172291,"HS-grad",9,"Divorced","Adm-clerical","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",180988,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,39,"United-States","<=50K" +52,"Private",110748,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +59,"?",556688,"9th",5,"Divorced","?","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +36,"Private",22494,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",267859,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Cuba",">50K" +67,"Local-gov",256821,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","Black","Male",0,0,20,"United-States","<=50K" +31,"Self-emp-not-inc",117346,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +31,"Private",62374,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Private",314659,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +72,"?",114761,"7th-8th",4,"Widowed","?","Unmarried","White","Female",0,0,20,"United-States","<=50K" +36,"Private",93225,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",165315,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States",">50K" +56,"Private",124771,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",27408,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",198841,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",271792,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",64289,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",183390,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",234919,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"El-Salvador","<=50K" +20,"Private",88231,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",154422,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +37,"Private",119098,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +54,"Private",118793,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +32,"?",30499,"Bachelors",13,"Divorced","?","Unmarried","White","Female",0,0,32,"United-States","<=50K" +43,"State-gov",308498,"HS-grad",9,"Married-spouse-absent","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +48,"Private",172695,"Assoc-voc",11,"Divorced","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",29962,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +62,"Private",200332,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",291702,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",67234,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +45,"Private",168038,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,32,"United-States","<=50K" +34,"Private",137814,"Some-college",10,"Separated","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +64,"Private",126233,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States","<=50K" +42,"Self-emp-not-inc",79036,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,65,"United-States","<=50K" +60,"Self-emp-not-inc",327474,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States","<=50K" +44,"Private",145160,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,58,"United-States","<=50K" +67,"?",37092,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,4,"United-States","<=50K" +45,"Private",129387,"Assoc-acdm",12,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"?","<=50K" +53,"Self-emp-not-inc",33304,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +32,"?",143162,"10th",6,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States","<=50K" +23,"Private",133515,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +28,"Private",168901,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Taiwan","<=50K" +55,"Private",750972,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,41,"United-States","<=50K" +58,"Private",142924,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,24,"United-States",">50K" +27,"Private",91189,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",290609,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +22,"?",31102,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Female",0,0,4,"South","<=50K" +44,"Self-emp-not-inc",216921,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,70,"United-States","<=50K" +23,"Private",120046,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",324629,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Yugoslavia","<=50K" +45,"Private",81132,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,55,"United-States",">50K" +29,"Private",160279,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +33,"Private",229732,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States",">50K" +22,"Private",160398,"Some-college",10,"Never-married","Sales","Other-relative","White","Male",0,0,38,"United-States","<=50K" +28,"Private",129460,"9th",5,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"El-Salvador","<=50K" +30,"Private",252752,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +20,"Private",58222,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +28,"?",424884,"10th",6,"Separated","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +45,"Private",114459,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +19,"?",46400,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +42,"Private",223934,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",84119,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",159123,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Private",195532,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Private",191299,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",198316,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",162301,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +24,"Private",92609,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,45,"United-States","<=50K" +27,"Private",247819,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +27,"Local-gov",229223,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Female",0,0,40,"United-States",">50K" +45,"Self-emp-inc",142719,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +80,"Private",86111,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States","<=50K" +23,"State-gov",35633,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +46,"Private",164749,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",607848,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",173630,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +90,"Private",311184,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"?","<=50K" +55,"Private",49737,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +72,"Private",183616,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"England","<=50K" +65,"Private",129426,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",454915,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"State-gov",55568,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +38,"Private",29874,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",143953,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +54,"Private",90363,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",53727,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +50,"Private",173630,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +28,"Private",410351,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +34,"Private",399386,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,53,"United-States","<=50K" +55,"Private",157932,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",133061,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"?",46400,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +21,"Private",107895,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +39,"Private",63021,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +43,"Private",186144,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Local-gov",27959,"HS-grad",9,"Never-married","Other-service","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +26,"Private",179569,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"State-gov",101299,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +31,"State-gov",113129,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,65,"United-States","<=50K" +32,"Private",316470,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"Mexico","<=50K" +60,"Self-emp-not-inc",89884,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Private",32121,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",315303,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,20,"United-States","<=50K" +27,"Private",254500,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,36,"United-States","<=50K" +33,"Private",419895,"5th-6th",3,"Divorced","Handlers-cleaners","Unmarried","White","Male",0,0,40,"Mexico","<=50K" +43,"Private",159549,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Self-emp-not-inc",258474,"10th",6,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",370119,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",50837,"7th-8th",4,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +58,"Private",137506,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",183594,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,40,"United-States","<=50K" +26,"Private",341353,"Bachelors",13,"Never-married","Other-service","Other-relative","White","Male",0,0,15,"United-States","<=50K" +34,"Private",193565,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",39606,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",127149,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States",">50K" +31,"?",233371,"HS-grad",9,"Married-civ-spouse","?","Wife","Black","Female",0,0,45,"United-States","<=50K" +49,"Self-emp-not-inc",182752,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,35,"United-States",">50K" +26,"Private",269060,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"Private",179949,"HS-grad",9,"Divorced","Transport-moving","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +26,"Private",160445,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",314539,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"?",337721,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +42,"Local-gov",100793,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +39,"Federal-gov",255407,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Federal-gov",92775,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",33308,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +68,"State-gov",493363,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States","<=50K" +30,"?",159589,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,46,"United-States",">50K" +32,"Private",107218,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +25,"Private",123586,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Other","Male",0,0,40,"United-States","<=50K" +53,"Private",158352,"5th-6th",3,"Married-civ-spouse","Other-service","Other-relative","White","Female",0,0,24,"Italy","<=50K" +38,"Private",76317,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +62,"?",176753,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",122346,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",463194,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",162228,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",115005,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"State-gov",183285,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,36,"United-States","<=50K" +34,"Private",169605,"10th",6,"Separated","Other-service","Unmarried","White","Female",0,0,36,"United-States","<=50K" +24,"Private",450695,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +44,"Local-gov",124692,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +19,"Private",63918,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",102569,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",289309,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +45,"Private",101825,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",0,0,45,"United-States","<=50K" +43,"Private",206833,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","Black","Female",0,0,45,"United-States","<=50K" +22,"?",77873,"9th",5,"Never-married","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +72,"?",194548,"Some-college",10,"Married-spouse-absent","?","Not-in-family","White","Male",0,0,3,"United-States","<=50K" +29,"Private",206351,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",198200,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +24,"Private",140001,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,35,"El-Salvador","<=50K" +22,"?",287988,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +21,"Private",143604,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +74,"Self-emp-not-inc",192413,"Prof-school",15,"Divorced","Prof-specialty","Other-relative","White","Male",0,0,40,"United-States","<=50K" +27,"Private",104917,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Local-gov",161478,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,46,"United-States","<=50K" +30,"Private",35644,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Local-gov",116751,"Assoc-voc",11,"Divorced","Protective-serv","Unmarried","White","Male",0,0,56,"United-States","<=50K" +39,"State-gov",179668,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,70,"United-States","<=50K" +21,"Private",57951,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +31,"Private",176711,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,38,"United-States","<=50K" +33,"Local-gov",368675,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",216149,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,70,"United-States",">50K" +29,"Private",173851,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"State-gov",216342,"Bachelors",13,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,55,"United-States","<=50K" +35,"Private",140752,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +33,"Private",116508,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"?",224361,"9th",5,"Divorced","?","Unmarried","White","Female",0,0,5,"Cuba","<=50K" +43,"Private",180303,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,50,"United-States",">50K" +66,"?",196736,"1st-4th",2,"Never-married","?","Not-in-family","Black","Male",0,0,30,"United-States","<=50K" +51,"Local-gov",110327,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",185607,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +17,"Local-gov",244856,"11th",7,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +32,"Private",198068,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",97136,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +19,"Self-emp-inc",164658,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,60,"United-States","<=50K" +54,"Private",235693,"11th",7,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States",">50K" +45,"Private",197038,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +47,"Local-gov",97419,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +32,"Private",205528,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Self-emp-inc",146042,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Self-emp-inc",222641,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Self-emp-inc",376936,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +42,"Local-gov",138077,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,38,"United-States",">50K" +24,"Private",155913,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,44,"United-States","<=50K" +45,"Private",36006,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +19,"Private",214678,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +46,"Private",369538,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",166565,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",257043,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +43,"Self-emp-not-inc",38876,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",187073,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +90,"Private",313749,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,10,"United-States","<=50K" +41,"Private",331651,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"Japan",">50K" +24,"Private",243368,"Preschool",1,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,36,"Mexico","<=50K" +24,"Private",32921,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,50,"United-States","<=50K" +24,"Private",117167,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,53,"United-States","<=50K" +30,"Private",114691,"Bachelors",13,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,40,"United-States","<=50K" +46,"Private",99385,"Bachelors",13,"Separated","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Private",252327,"9th",5,"Separated","Craft-repair","Own-child","White","Male",0,0,35,"Mexico","<=50K" +43,"Private",90582,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",190194,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +65,"Private",264188,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +34,"Private",243776,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +41,"Private",67065,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Self-emp-not-inc",204209,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,60,"United-States","<=50K" +24,"Private",226668,"HS-grad",9,"Never-married","Other-service","Not-in-family","Amer-Indian-Eskimo","Male",0,0,35,"United-States","<=50K" +33,"Private",315143,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Cuba",">50K" +37,"Private",118681,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,38,"Puerto-Rico","<=50K" +39,"Self-emp-not-inc",208109,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +58,"Private",116901,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +36,"Self-emp-not-inc",405644,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"Mexico","<=50K" +42,"Local-gov",328581,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +31,"Private",217962,"Some-college",10,"Never-married","Protective-serv","Other-relative","Black","Male",0,0,40,"?","<=50K" +57,"Private",158827,"HS-grad",9,"Separated","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +67,"Federal-gov",65475,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",159709,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",140474,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +43,"Private",144778,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"Italy",">50K" +39,"Self-emp-not-inc",83242,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +36,"Private",143385,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Local-gov",167544,"Assoc-acdm",12,"Divorced","Other-service","Unmarried","White","Female",0,0,13,"United-States","<=50K" +25,"Private",122175,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"Private",378747,"10th",6,"Separated","Transport-moving","Unmarried","Black","Male",0,0,45,"United-States",">50K" +24,"Private",230475,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +50,"Self-emp-inc",120781,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,60,"South",">50K" +70,"Private",206232,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +38,"Self-emp-not-inc",140583,"Masters",14,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +51,"Private",137253,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States",">50K" +28,"Private",246974,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +66,"Self-emp-not-inc",182470,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,25,"United-States",">50K" +57,"Self-emp-inc",107617,"HS-grad",9,"Separated","Farming-fishing","Not-in-family","White","Male",0,0,60,"United-States",">50K" +44,"Self-emp-inc",116358,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,50,"?",">50K" +29,"Private",250819,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",196508,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,40,"United-States","<=50K" +42,"Private",367533,"10th",6,"Married-civ-spouse","Craft-repair","Own-child","Other","Male",0,0,43,"United-States",">50K" +50,"Private",271160,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +65,"Private",173674,"HS-grad",9,"Divorced","Other-service","Other-relative","White","Female",0,0,14,"United-States","<=50K" +64,"?",257790,"HS-grad",9,"Divorced","?","Unmarried","White","Female",0,0,38,"United-States","<=50K" +44,"Private",322391,"11th",7,"Separated","Other-service","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +17,"Private",104232,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,10,"United-States","<=50K" +17,"?",86786,"10th",6,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Private",88233,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +32,"Private",240888,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",129240,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +23,"Private",160968,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,10,"United-States","<=50K" +34,"Private",236861,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Private",109282,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +32,"Private",215047,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",115932,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"Ireland",">50K" +28,"Private",55360,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +44,"Private",224658,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +29,"Local-gov",376302,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,35,"Nicaragua",">50K" +37,"Private",115289,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-inc",258883,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",69132,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",207301,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,20,"United-States","<=50K" +37,"Private",179671,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +66,"Self-emp-not-inc",140456,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",327397,"HS-grad",9,"Never-married","Prof-specialty","Own-child","White","Male",0,0,30,"United-States","<=50K" +60,"Private",200235,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Private",195978,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",329144,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,48,"United-States",">50K" +48,"Self-emp-inc",250674,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +57,"?",176897,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,60,"United-States","<=50K" +50,"Self-emp-inc",132716,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"Germany",">50K" +62,"Private",174201,"9th",5,"Widowed","Other-service","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +45,"Private",167617,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Local-gov",254949,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",319582,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +25,"Private",248990,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Guatemala","<=50K" +49,"Private",144396,"11th",7,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +25,"Federal-gov",55636,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +39,"Private",185624,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Local-gov",125442,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +43,"Private",160943,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States",">50K" +30,"Private",243841,"HS-grad",9,"Divorced","Other-service","Other-relative","Asian-Pac-Islander","Female",0,0,40,"South","<=50K" +21,"Private",34616,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +33,"Private",235847,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +33,"Private",174789,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +33,"Private",280111,"11th",7,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +70,"Private",236055,"7th-8th",4,"Widowed","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +25,"Private",237865,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,42,"United-States","<=50K" +17,"Private",194612,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +20,"Private",173851,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",372483,"Some-college",10,"Never-married","Other-service","Other-relative","Black","Male",0,0,35,"United-States","<=50K" +31,"Private",174201,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",272618,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +52,"Private",74660,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",201481,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",175232,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +25,"Private",336440,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",46645,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,9,"United-States","<=50K" +53,"Private",281425,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Self-emp-not-inc",31510,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +44,"Private",310255,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +32,"Federal-gov",82393,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,56,"United-States",">50K" +59,"Self-emp-not-inc",190514,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +49,"Private",165513,"Some-college",10,"Divorced","Handlers-cleaners","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",226696,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States",">50K" +44,"Private",165815,"9th",5,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",123983,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,55,"Japan",">50K" +36,"Private",235371,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",147258,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Private",255949,"Bachelors",13,"Never-married","Sales","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +52,"Private",186272,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",111676,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",199501,"Some-college",10,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +24,"Private",151443,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","Black","Female",0,0,30,"United-States","<=50K" +31,"Private",145935,"HS-grad",9,"Never-married","Exec-managerial","Own-child","Black","Male",0,0,40,"United-States","<=50K" +54,"Federal-gov",230387,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +44,"Private",127592,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",210828,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Other","Male",0,0,30,"United-States","<=50K" +41,"Private",297186,"HS-grad",9,"Married-civ-spouse","Transport-moving","Wife","White","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-inc",116554,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +30,"Private",144593,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"?","<=50K" +26,"State-gov",147719,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,20,"India","<=50K" +68,"Self-emp-not-inc",89011,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"Canada","<=50K" +31,"Private",38158,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",178686,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +80,"?",172826,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +26,"Private",155752,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +63,"Private",100099,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",231688,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,20,"United-States","<=50K" +30,"?",147215,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +42,"Self-emp-inc",50122,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +64,"Federal-gov",86837,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +32,"Private",113364,"Bachelors",13,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",289390,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,47,"United-States","<=50K" +73,"Private",77884,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +32,"Private",390157,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +58,"Private",234328,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",410439,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,15,"United-States","<=50K" +53,"Private",129525,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",166527,"Some-college",10,"Never-married","Exec-managerial","Own-child","Other","Female",0,0,40,"United-States","<=50K" +42,"?",109912,"Assoc-acdm",12,"Never-married","?","Other-relative","White","Female",0,0,40,"United-States","<=50K" +30,"Private",210906,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Other-relative","White","Female",0,0,40,"United-States","<=50K" +38,"Private",405284,"Bachelors",13,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +28,"Private",138269,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",25429,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +45,"Private",231672,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",258550,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",268147,"9th",5,"Never-married","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",54411,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"?","<=50K" +54,"Private",37289,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,55,"United-States",">50K" +23,"Private",157951,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +43,"Self-emp-inc",225165,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +37,"Private",238049,"9th",5,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,30,"El-Salvador","<=50K" +31,"Private",197252,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +25,"Private",183575,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"Private",19752,"11th",7,"Never-married","Other-service","Own-child","Black","Female",0,0,25,"United-States","<=50K" +37,"Private",103925,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,68,"United-States","<=50K" +60,"Private",31577,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Federal-gov",61298,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +59,"Federal-gov",190541,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +28,"?",389857,"HS-grad",9,"Married-civ-spouse","?","Other-relative","White","Male",0,0,16,"United-States","<=50K" +33,"?",192644,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",67482,"Assoc-voc",11,"Divorced","Other-service","Unmarried","White","Female",0,0,99,"United-States","<=50K" +29,"?",108775,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Dominican-Republic","<=50K" +23,"State-gov",279243,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",278391,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,25,"Nicaragua","<=50K" +60,"Private",349898,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +44,"Private",219441,"10th",6,"Never-married","Sales","Unmarried","Other","Female",0,0,35,"Dominican-Republic","<=50K" +52,"Federal-gov",29623,"12th",8,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",217460,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +30,"Private",163604,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,55,"United-States",">50K" +20,"Private",238685,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +27,"?",251854,"Bachelors",13,"Married-civ-spouse","?","Wife","Black","Female",0,0,35,"?",">50K" +33,"Private",213308,"Assoc-voc",11,"Separated","Adm-clerical","Own-child","Black","Female",0,0,50,"United-States","<=50K" +25,"Private",193773,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +63,"Private",114011,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +63,"Self-emp-not-inc",52144,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +43,"Private",347934,"HS-grad",9,"Separated","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +58,"Private",293399,"11th",7,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +70,"?",118630,"Assoc-voc",11,"Widowed","?","Unmarried","White","Female",0,0,35,"United-States","<=50K" +42,"Private",366180,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +20,"Local-gov",188950,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,25,"United-States","<=50K" +35,"Private",189382,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +62,"Private",24515,"9th",5,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",182217,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,35,"United-States","<=50K" +19,"Private",552354,"12th",8,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",163021,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Private",183092,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",30289,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +29,"Private",77572,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +36,"Private",469056,"HS-grad",9,"Divorced","Sales","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +58,"Private",145574,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",302041,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +59,"Private",32552,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,4,"United-States","<=50K" +42,"Private",185413,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Federal-gov",26543,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Federal-gov",163870,"Some-college",10,"Never-married","Armed-Forces","Other-relative","White","Male",0,0,40,"United-States","<=50K" +21,"Private",240063,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +48,"Private",208748,"5th-6th",3,"Divorced","Machine-op-inspct","Unmarried","Other","Female",0,0,40,"Dominican-Republic","<=50K" +32,"Local-gov",84119,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",84130,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +66,"Local-gov",261062,"Masters",14,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Local-gov",336010,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +52,"Private",389270,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States",">50K" +17,"Private",138293,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,15,"United-States","<=50K" +35,"Private",240389,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,43,"United-States",">50K" +21,"?",170070,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +24,"Private",149457,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Private",81534,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,84,"Japan",">50K" +29,"Federal-gov",196912,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",80933,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +64,"Local-gov",190660,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +27,"Private",120155,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,39,"United-States","<=50K" +44,"Federal-gov",161240,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",126402,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","Black","Female",0,0,60,"United-States","<=50K" +23,"Private",148709,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,0,35,"United-States","<=50K" +31,"Local-gov",80058,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,64,"United-States","<=50K" +45,"Private",274689,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +42,"Private",157367,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,35,"?","<=50K" +33,"Private",217460,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Local-gov",33727,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",166961,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States",">50K" +25,"Private",146117,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +33,"Private",160216,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,32,"?","<=50K" +22,"Private",50163,"9th",5,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",235271,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Self-emp-not-inc",144218,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +37,"Private",94334,"7th-8th",4,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,25,"United-States","<=50K" +51,"Self-emp-not-inc",35295,"HS-grad",9,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,45,"United-States","<=50K" +36,"Private",35429,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +73,"Local-gov",205580,"5th-6th",3,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,6,"United-States","<=50K" +32,"Local-gov",177794,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",167474,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +51,"Local-gov",35211,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +20,"Private",117244,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,45,"United-States","<=50K" +57,"Private",194850,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Other","Male",0,0,40,"Mexico","<=50K" +19,"Private",144911,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +55,"Private",101338,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Private",148522,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +19,"Private",97261,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",166606,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",229414,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,30,"United-States","<=50K" +34,"Local-gov",209213,"Bachelors",13,"Never-married","Prof-specialty","Other-relative","Black","Male",0,0,15,"United-States","<=50K" +27,"Private",302406,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +37,"Self-emp-not-inc",29054,"Assoc-voc",11,"Never-married","Farming-fishing","Own-child","White","Male",0,0,84,"United-States","<=50K" +73,"Self-emp-not-inc",336007,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",101481,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",46704,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +49,"Private",233639,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +68,"Local-gov",31725,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",293512,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +28,"Private",375655,"Bachelors",13,"Never-married","Sales","Unmarried","White","Male",0,0,50,"United-States","<=50K" +28,"Private",105817,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Local-gov",203408,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",162302,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +40,"Private",163455,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,55,"United-States",">50K" +32,"Local-gov",100135,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"?",41517,"11th",7,"Married-spouse-absent","?","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +18,"Private",102182,"12th",8,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +36,"Private",414683,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",194352,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +24,"Private",194096,"HS-grad",9,"Never-married","Prof-specialty","Own-child","White","Female",0,0,45,"United-States","<=50K" +20,"Private",215495,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"Mexico","<=50K" +27,"Private",164607,"Bachelors",13,"Separated","Tech-support","Own-child","White","Male",0,0,50,"United-States","<=50K" +58,"Local-gov",34878,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +28,"Private",22422,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",178222,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +45,"Local-gov",56841,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",300275,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +69,"Local-gov",197288,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States","<=50K" +58,"Self-emp-not-inc",157786,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",110684,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +58,"Self-emp-not-inc",140729,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +53,"Federal-gov",90127,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States",">50K" +44,"Self-emp-inc",37997,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"Private",61308,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",171199,"Bachelors",13,"Divorced","Machine-op-inspct","Unmarried","Other","Female",0,0,40,"Puerto-Rico","<=50K" +48,"Private",128432,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Federal-gov",195023,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",171888,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Self-emp-inc",183784,"10th",6,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +20,"Private",219262,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",71379,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +19,"?",234519,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,35,"United-States","<=50K" +35,"Private",96824,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",242597,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"?",127388,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",204536,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +54,"Private",143804,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",80680,"Some-college",10,"Married-civ-spouse","Sales","Own-child","White","Female",0,0,16,"United-States","<=50K" +36,"Private",301227,"5th-6th",3,"Separated","Priv-house-serv","Unmarried","Other","Female",0,0,35,"Mexico","<=50K" +26,"Self-emp-not-inc",201930,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Local-gov",176616,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",353219,"9th",5,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",126076,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +31,"Private",156493,"HS-grad",9,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Federal-gov",435503,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Self-emp-inc",561489,"Masters",14,"Divorced","Exec-managerial","Not-in-family","Black","Female",0,0,50,"United-States","<=50K" +22,"Federal-gov",100345,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,43,"United-States","<=50K" +18,"Private",36275,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,25,"United-States","<=50K" +46,"Private",110794,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Local-gov",143766,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Federal-gov",76313,"HS-grad",9,"Married-civ-spouse","Armed-Forces","Other-relative","Amer-Indian-Eskimo","Male",0,0,48,"United-States","<=50K" +31,"Private",121308,"11th",7,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",216672,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"State-gov",158291,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",455361,"9th",5,"Never-married","Other-service","Unmarried","White","Male",0,0,35,"Mexico","<=50K" +54,"Private",225307,"11th",7,"Divorced","Craft-repair","Own-child","White","Female",0,0,50,"United-States",">50K" +36,"Private",286115,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",187830,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +26,"Private",142506,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +47,"Local-gov",148576,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +36,"Private",185325,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,37,"United-States","<=50K" +32,"Self-emp-not-inc",27939,"Some-college",10,"Married-civ-spouse","Sales","Husband","Amer-Indian-Eskimo","Male",0,0,60,"United-States","<=50K" +21,"Private",383603,"10th",6,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +30,"Private",140790,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +34,"Private",226629,"HS-grad",9,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +51,"Private",228516,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,45,"Columbia","<=50K" +55,"Self-emp-not-inc",119762,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +43,"Private",299197,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",149297,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Amer-Indian-Eskimo","Male",0,0,30,"United-States","<=50K" +28,"Local-gov",202558,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Private",175232,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Self-emp-not-inc",157473,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"?",409842,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +26,"Private",105787,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,36,"United-States","<=50K" +21,"Private",205838,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,37,"United-States","<=50K" +23,"Private",115326,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +17,"Private",186890,"10th",6,"Married-civ-spouse","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +23,"Local-gov",304386,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",24529,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Male",0,0,15,"United-States","<=50K" +33,"Private",183557,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",342730,"Assoc-acdm",12,"Separated","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +56,"Self-emp-not-inc",67841,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",351381,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",190027,"10th",6,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +41,"Private",343944,"11th",7,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",110457,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +47,"State-gov",72333,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",193494,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +35,"Private",334999,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +44,"Self-emp-not-inc",274363,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +44,"Private",187720,"Assoc-voc",11,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +57,"Private",104996,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +24,"Private",214555,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",52963,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +25,"Private",75821,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +33,"Private",123291,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,84,"United-States",">50K" +50,"Local-gov",226497,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,52,"United-States",">50K" +36,"Private",166549,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,55,"United-States",">50K" +27,"Private",187746,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",157145,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +30,"Private",227551,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +90,"Private",115306,"Masters",14,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Private",169249,"HS-grad",9,"Separated","Other-service","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +34,"State-gov",221966,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +39,"Private",224566,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +19,"Private",28119,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,4,"United-States","<=50K" +19,"Private",323810,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",210498,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",161141,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States","<=50K" +44,"Private",210534,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +34,"Self-emp-not-inc",112650,"7th-8th",4,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"State-gov",318891,"Assoc-acdm",12,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Local-gov",375655,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",228465,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +33,"?",102130,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",34037,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",116613,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,50,"United-States","<=50K" +25,"Private",175540,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +36,"Private",176634,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,35,"United-States",">50K" +36,"Private",209993,"1st-4th",2,"Widowed","Other-service","Other-relative","White","Female",0,0,20,"Mexico","<=50K" +25,"Local-gov",206002,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",201259,"11th",7,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +26,"Local-gov",202286,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",578377,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +53,"Local-gov",324021,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",107737,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"State-gov",129865,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +53,"Private",103586,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,55,"United-States","<=50K" +23,"Private",187513,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,32,"United-States","<=50K" +28,"Private",172891,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +53,"Local-gov",207449,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",209103,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,20,"United-States",">50K" +33,"Private",408813,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +27,"Private",209292,"HS-grad",9,"Never-married","Sales","Other-relative","Black","Female",0,0,32,"Dominican-Republic","<=50K" +31,"Private",209538,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,55,"United-States","<=50K" +27,"Private",244402,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +37,"Self-emp-not-inc",298444,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",163237,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +18,"Private",311795,"12th",8,"Never-married","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +42,"Private",155972,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",291783,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",153535,"HS-grad",9,"Divorced","Handlers-cleaners","Unmarried","Black","Female",0,0,36,"United-States","<=50K" +43,"Private",249771,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Asian-Pac-Islander","Male",0,0,99,"United-States","<=50K" +31,"Private",308540,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",34701,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Federal-gov",106252,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +54,"Private",138944,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States","<=50K" +37,"Private",140713,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"Jamaica",">50K" +26,"Private",162312,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Male",0,0,20,"Philippines","<=50K" +59,"Self-emp-inc",253062,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +36,"Federal-gov",359249,"Some-college",10,"Separated","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",231413,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Local-gov",197054,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",130931,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",30565,"HS-grad",9,"Married-AF-spouse","Other-service","Wife","White","Female",0,0,40,"United-States",">50K" +48,"Private",105138,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +30,"Local-gov",178383,"Some-college",10,"Separated","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",196403,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,10,"United-States",">50K" +44,"Private",232421,"HS-grad",9,"Married-spouse-absent","Transport-moving","Not-in-family","Other","Male",0,0,32,"Canada","<=50K" +30,"Private",130369,"Assoc-voc",11,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +68,"Self-emp-not-inc",336329,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,10,"United-States","<=50K" +26,"Local-gov",337867,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,40,"United-States","<=50K" +26,"Local-gov",104614,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Private",223548,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +48,"Private",64479,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,47,"United-States","<=50K" +55,"Private",284095,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +50,"Self-emp-not-inc",221336,"Some-college",10,"Divorced","Exec-managerial","Unmarried","Asian-Pac-Islander","Female",0,0,40,"?","<=50K" +52,"Private",208302,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,36,"United-States","<=50K" +24,"?",412156,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"Mexico","<=50K" +54,"Local-gov",129972,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,38,"United-States",">50K" +31,"Self-emp-not-inc",186420,"Masters",14,"Separated","Tech-support","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +31,"Self-emp-inc",203488,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +47,"Private",128796,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",55395,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +46,"State-gov",314770,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,48,"United-States","<=50K" +45,"Private",135044,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",319248,"10th",6,"Never-married","Other-service","Unmarried","White","Female",0,0,25,"Mexico","<=50K" +34,"Local-gov",236415,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,18,"United-States","<=50K" +19,"?",133983,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +56,"Private",81220,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"Canada","<=50K" +47,"Private",151087,"HS-grad",9,"Separated","Prof-specialty","Other-relative","Other","Female",0,0,40,"Puerto-Rico","<=50K" +35,"Private",322171,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States",">50K" +25,"Private",190628,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Columbia","<=50K" +43,"Local-gov",106982,"Bachelors",13,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +59,"Private",227856,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,37,"United-States",">50K" +66,"?",213477,"7th-8th",4,"Divorced","?","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +63,"Private",266083,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +32,"Private",257068,"Some-college",10,"Married-spouse-absent","Transport-moving","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +58,"?",37591,"Bachelors",13,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-inc",150533,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Other-relative","White","Male",0,0,50,"United-States",">50K" +27,"Private",211184,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,52,"United-States","<=50K" +21,"Private",136610,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,32,"United-States","<=50K" +44,"Federal-gov",244054,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,60,"United-States",">50K" +40,"Self-emp-not-inc",240698,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +65,"Private",172906,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +50,"Private",238959,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +18,"?",163085,"HS-grad",9,"Separated","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +51,"State-gov",172022,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +44,"Federal-gov",218062,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",201799,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,13,"United-States","<=50K" +29,"Private",150717,"Assoc-voc",11,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",94391,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Private",156771,"10th",6,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",216639,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",82161,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"?",159159,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,30,"United-States","<=50K" +58,"Self-emp-not-inc",310014,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,25,"United-States","<=50K" +50,"State-gov",133014,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",36214,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States",">50K" +21,"Private",399022,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,24,"United-States","<=50K" +33,"Private",179758,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,20,"United-States","<=50K" +52,"Private",48947,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +47,"Private",201865,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",155151,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",24106,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Philippines",">50K" +31,"Private",257863,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +19,"?",28967,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",379393,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +45,"Self-emp-not-inc",152752,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,3,"United-States","<=50K" +27,"Private",154210,"11th",7,"Married-spouse-absent","Sales","Own-child","Asian-Pac-Islander","Male",0,0,35,"India","<=50K" +37,"Private",335716,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",94744,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,20,"United-States","<=50K" +24,"Private",240137,"1st-4th",2,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,55,"Mexico","<=50K" +39,"Private",80004,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",109702,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +62,"Self-emp-not-inc",39610,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,80,"United-States","<=50K" +24,"Private",90046,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",193855,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +46,"Private",206889,"Bachelors",13,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +44,"Private",86298,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",323139,"Bachelors",13,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +44,"Private",237993,"Prof-school",15,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"?","<=50K" +24,"Private",36058,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +61,"Private",163393,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,20,"United-States","<=50K" +45,"Local-gov",93535,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",112952,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,48,"United-States","<=50K" +26,"Local-gov",73392,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Amer-Indian-Eskimo","Male",0,0,30,"United-States","<=50K" +40,"?",507086,"HS-grad",9,"Divorced","?","Not-in-family","Black","Female",0,0,32,"United-States","<=50K" +25,"?",39901,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"Local-gov",33124,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +55,"Private",419732,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,38,"United-States","<=50K" +46,"Private",171095,"Assoc-acdm",12,"Divorced","Sales","Unmarried","White","Female",0,0,38,"United-States","<=50K" +58,"Private",199278,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +56,"Private",235205,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Federal-gov",168232,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,55,"United-States",">50K" +24,"Private",145964,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States",">50K" +35,"Local-gov",72338,"HS-grad",9,"Divorced","Farming-fishing","Own-child","Asian-Pac-Islander","Male",0,0,56,"United-States","<=50K" +51,"Private",153870,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",198830,"11th",7,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,10,"United-States","<=50K" +21,"Private",267040,"10th",6,"Never-married","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +45,"Private",167187,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +56,"Private",659558,"12th",8,"Widowed","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +39,"Private",181661,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",186144,"7th-8th",4,"Never-married","Machine-op-inspct","Not-in-family","Other","Female",0,0,40,"Mexico","<=50K" +20,"Federal-gov",178517,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",57233,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +33,"Private",379798,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",122175,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +38,"Private",107302,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Self-emp-not-inc",102884,"Bachelors",13,"Married-civ-spouse","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +49,"Self-emp-not-inc",241753,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",173611,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",232666,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",352207,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +37,"Self-emp-not-inc",241998,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,5,"United-States",">50K" +52,"Private",279129,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,37,"United-States",">50K" +27,"Private",177057,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",251603,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Federal-gov",19914,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",0,0,40,"Philippines",">50K" +61,"Private",115023,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",101709,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +21,"Private",313702,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +63,"Private",250068,"12th",8,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",227359,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,42,"United-States","<=50K" +21,"State-gov",196827,"Assoc-acdm",12,"Never-married","Tech-support","Own-child","White","Male",0,0,10,"United-States","<=50K" +44,"Private",118550,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,33,"United-States","<=50K" +26,"Private",285004,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Male",0,0,35,"South","<=50K" +36,"Private",280169,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +39,"Private",144608,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"?",">50K" +52,"Private",76860,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Asian-Pac-Islander","Male",0,0,8,"Philippines","<=50K" +44,"Self-emp-not-inc",167280,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",334783,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +60,"?",141580,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",226443,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",366065,"Some-college",10,"Never-married","Craft-repair","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",225724,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,25,"United-States","<=50K" +81,"State-gov",132204,"1st-4th",2,"Widowed","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +38,"Private",197711,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Portugal","<=50K" +21,"Private",30619,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +28,"Local-gov",335015,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",61272,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",106544,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",144169,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",40295,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,99,"United-States","<=50K" +57,"Private",143030,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,30,"?","<=50K" +42,"State-gov",192397,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Female",0,0,38,"United-States","<=50K" +43,"Private",114351,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +48,"?",63466,"HS-grad",9,"Married-spouse-absent","?","Unmarried","White","Female",0,0,32,"United-States","<=50K" +53,"Private",132304,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"Scotland","<=50K" +58,"Private",128162,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +19,"Private",125938,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,40,"El-Salvador","<=50K" +37,"Private",170174,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,46,"United-States",">50K" +41,"Self-emp-not-inc",203451,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +31,"Private",109917,"7th-8th",4,"Separated","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",114937,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +53,"Local-gov",231196,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",238474,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,25,"United-States","<=50K" +56,"Private",314149,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +55,"Federal-gov",31728,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +51,"Private",360131,"5th-6th",3,"Married-civ-spouse","Craft-repair","Other-relative","White","Female",0,0,40,"United-States","<=50K" +62,"Private",141308,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",83411,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +45,"?",119835,"7th-8th",4,"Divorced","?","Not-in-family","Amer-Indian-Eskimo","Male",0,0,48,"United-States","<=50K" +28,"Local-gov",296537,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +46,"Private",193047,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +62,"State-gov",39630,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Local-gov",213975,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +60,"Local-gov",259803,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +23,"Federal-gov",55465,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",211301,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,8,"United-States","<=50K" +51,"Private",200450,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,48,"United-States","<=50K" +61,"Local-gov",176731,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +76,"Private",125784,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",152176,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,39,"United-States","<=50K" +31,"Self-emp-not-inc",111423,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +58,"Federal-gov",30111,"Some-college",10,"Widowed","Prof-specialty","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +19,"Private",272800,"12th",8,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +44,"Private",195881,"Some-college",10,"Divorced","Exec-managerial","Other-relative","White","Female",0,0,45,"United-States","<=50K" +41,"Local-gov",170924,"Some-college",10,"Never-married","Prof-specialty","Other-relative","White","Male",0,0,7,"United-States","<=50K" +21,"Private",131473,"Some-college",10,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,20,"Vietnam","<=50K" +40,"Private",149466,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +25,"Private",190418,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"Canada","<=50K" +62,"Local-gov",167889,"Doctorate",16,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,40,"Iran","<=50K" +42,"Private",177989,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",186035,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",195805,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,12,"United-States","<=50K" +60,"Private",54800,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +20,"Private",100605,"HS-grad",9,"Never-married","Sales","Own-child","Other","Male",0,0,40,"Puerto-Rico","<=50K" +23,"Private",253190,"Assoc-acdm",12,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,25,"United-States","<=50K" +18,"Private",203301,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",175696,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +19,"Private",278304,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +51,"Private",93193,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Local-gov",158688,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,50,"United-States","<=50K" +18,"Private",327612,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +41,"Private",210844,"Some-college",10,"Married-spouse-absent","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +27,"Private",147340,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +71,"Self-emp-not-inc",130436,"1st-4th",2,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +25,"Private",206600,"12th",8,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +73,"Private",284680,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +45,"Private",127738,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",213412,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",287927,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,16,"United-States","<=50K" +44,"Private",249332,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Ecuador","<=50K" +44,"Local-gov",290403,"Assoc-voc",11,"Divorced","Protective-serv","Own-child","White","Female",0,0,40,"Cuba","<=50K" +42,"Federal-gov",178470,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",62865,"HS-grad",9,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +66,"Private",107196,"HS-grad",9,"Widowed","Tech-support","Not-in-family","White","Female",0,0,18,"United-States","<=50K" +19,"Private",86860,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,15,"United-States","<=50K" +60,"Private",130684,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +46,"Private",164682,"Assoc-voc",11,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",198316,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +59,"Private",261816,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,52,"Outlying-US(Guam-USVI-etc)","<=50K" +47,"Private",97176,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +58,"Private",95835,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,36,"United-States","<=50K" +17,"?",280670,"10th",6,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",136306,"11th",7,"Never-married","Farming-fishing","Own-child","White","Male",0,0,24,"United-States","<=50K" +28,"Private",65171,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,70,"United-States","<=50K" +37,"Private",25864,"HS-grad",9,"Separated","Prof-specialty","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +30,"Private",149531,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",33887,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"Private",106748,"7th-8th",4,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,99,"United-States","<=50K" +45,"Private",131826,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",133328,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",164737,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Local-gov",99064,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"State-gov",59460,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,15,"United-States","<=50K" +27,"Private",208725,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",138513,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",121055,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",149784,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",114495,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"?",133278,"12th",8,"Separated","?","Unmarried","Black","Female",0,0,53,"United-States","<=50K" +32,"Private",212276,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +32,"Private",440129,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,38,"Mexico","<=50K" +27,"Private",145284,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",177147,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",141537,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",48093,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,92,"United-States","<=50K" +23,"Local-gov",314819,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Private",123572,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +19,"Private",170800,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,60,"United-States","<=50K" +42,"Private",332401,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",193038,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,15,"United-States","<=50K" +45,"Federal-gov",106910,"HS-grad",9,"Never-married","Transport-moving","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +67,"?",163726,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,49,"United-States","<=50K" +36,"Self-emp-not-inc",609935,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,48,"?","<=50K" +52,"State-gov",314627,"Masters",14,"Divorced","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +28,"Private",115945,"Doctorate",16,"Never-married","Adm-clerical","Own-child","White","Male",0,0,18,"United-States","<=50K" +83,"Self-emp-inc",272248,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +17,"Private",167878,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +27,"Private",176972,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",31095,"Assoc-voc",11,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +40,"Private",130834,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",207415,"Assoc-acdm",12,"Married-civ-spouse","Sales","Wife","White","Female",0,0,25,"United-States","<=50K" +51,"Local-gov",264457,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +51,"Private",340588,"1st-4th",2,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,54,"Mexico","<=50K" +82,"?",42435,"10th",6,"Widowed","?","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +28,"Private",107411,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +53,"Private",290640,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"Germany",">50K" +29,"Private",106179,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"Canada","<=50K" +19,"Private",247679,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +30,"Private",171598,"Bachelors",13,"Married-spouse-absent","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +23,"Private",234460,"7th-8th",4,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,40,"Dominican-Republic","<=50K" +66,"Private",196674,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,15,"United-States",">50K" +27,"Private",182540,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",172694,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +17,"Private",29571,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,15,"United-States","<=50K" +27,"Private",130438,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",213421,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +64,"Private",133144,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,16,"United-States","<=50K" +62,"Self-emp-inc",24050,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +26,"Private",276967,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",184857,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +40,"Private",145160,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",192251,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",190650,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Male",0,0,40,"Taiwan","<=50K" +52,"Local-gov",255927,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +46,"Private",99086,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +30,"Private",216811,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +52,"Private",110563,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",120471,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","Other","Male",0,0,40,"United-States","<=50K" +17,"Private",183066,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +46,"State-gov",298786,"Some-college",10,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +45,"Private",297884,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +18,"Self-emp-not-inc",207438,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +90,"Private",139660,"Some-college",10,"Divorced","Sales","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +23,"Private",165474,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",120277,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Self-emp-not-inc",67929,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,50,"United-States","<=50K" +69,"Private",229418,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Federal-gov",41356,"Assoc-acdm",12,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,32,"United-States","<=50K" +28,"Private",185127,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,54,"United-States","<=50K" +57,"Private",148315,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +73,"Private",198526,"HS-grad",9,"Widowed","Other-service","Other-relative","White","Female",0,0,32,"United-States","<=50K" +25,"Private",521400,"5th-6th",3,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +33,"Private",100882,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +36,"Private",124818,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",71367,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",303032,"Some-college",10,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +35,"?",98989,"9th",5,"Divorced","?","Own-child","Amer-Indian-Eskimo","Male",0,0,38,"United-States","<=50K" +40,"State-gov",390781,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,48,"United-States","<=50K" +32,"Private",54782,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"?",202683,"Bachelors",13,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",213081,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"Jamaica","<=50K" +27,"Self-emp-inc",89718,"Some-college",10,"Separated","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",253262,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",78181,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +20,"Private",158206,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +69,"?",337720,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,24,"United-States","<=50K" +18,"State-gov",391257,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Private",134756,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",183404,"Some-college",10,"Separated","Other-service","Unmarried","White","Female",0,0,8,"United-States","<=50K" +46,"Private",192793,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",203943,"12th",8,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"?","<=50K" +53,"Private",89400,"Some-college",10,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +50,"Private",237868,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",139187,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +40,"Private",126701,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +54,"Self-emp-inc",172175,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",164210,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Local-gov",608184,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States",">50K" +17,"?",198797,"11th",7,"Never-married","?","Own-child","White","Male",0,0,20,"Peru","<=50K" +50,"Local-gov",425804,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +22,"?",117618,"Bachelors",13,"Never-married","?","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +30,"Private",119164,"Bachelors",13,"Never-married","Other-service","Unmarried","White","Male",0,0,40,"?","<=50K" +40,"Self-emp-inc",92036,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",77146,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Self-emp-not-inc",191803,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +29,"Private",54932,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",251694,"Bachelors",13,"Never-married","Farming-fishing","Own-child","White","Male",0,0,50,"United-States","<=50K" +22,"Private",268145,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Private",104842,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,50,"Haiti","<=50K" +60,"Local-gov",227332,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",133436,"7th-8th",4,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"State-gov",309055,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +18,"Private",59202,"HS-grad",9,"Never-married","Priv-house-serv","Other-relative","White","Female",0,0,10,"United-States","<=50K" +31,"Private",117963,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +26,"Private",169121,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States",">50K" +18,"Private",308889,"11th",7,"Never-married","Adm-clerical","Other-relative","Asian-Pac-Islander","Female",0,0,20,"United-States","<=50K" +45,"Local-gov",144940,"Masters",14,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +64,"Private",102041,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",335998,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +53,"Private",29557,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",210313,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,28,"Guatemala","<=50K" +32,"Private",190784,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +59,"Private",97168,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +61,"Self-emp-not-inc",181033,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +41,"?",344572,"HS-grad",9,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +46,"State-gov",170165,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,37,"United-States","<=50K" +32,"Private",178835,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",118230,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +48,"Private",149640,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",30271,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,30,"United-States","<=50K" +21,"Private",154165,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,35,"United-States","<=50K" +50,"Self-emp-not-inc",341797,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Local-gov",145246,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,44,"United-States",">50K" +51,"Private",280093,"HS-grad",9,"Separated","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +42,"Private",373469,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",199172,"Bachelors",13,"Never-married","Protective-serv","Own-child","White","Female",0,0,40,"United-States","<=50K" +70,"Self-emp-not-inc",177199,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,3,"United-States","<=50K" +33,"Private",258932,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",258037,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"?","<=50K" +32,"Private",116677,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",59496,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-inc",34218,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",200246,"9th",5,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +64,"Federal-gov",316246,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +37,"Local-gov",239161,"Some-college",10,"Separated","Protective-serv","Own-child","Other","Male",0,0,52,"United-States","<=50K" +49,"Self-emp-not-inc",173411,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",259226,"11th",7,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,48,"United-States","<=50K" +35,"Local-gov",195516,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"State-gov",160369,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +21,"?",415913,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",147253,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Local-gov",199674,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +29,"State-gov",198493,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",377121,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +21,"Private",400635,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"?","<=50K" +45,"Private",513660,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"?",175069,"Bachelors",13,"Never-married","?","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +28,"?",78388,"10th",6,"Never-married","?","Own-child","White","Female",0,0,38,"United-States","<=50K" +23,"Private",171705,"HS-grad",9,"Never-married","Sales","Unmarried","White","Female",0,0,48,"United-States","<=50K" +39,"Self-emp-not-inc",315640,"Bachelors",13,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,60,"Iran","<=50K" +68,"Private",192829,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +41,"Private",327606,"12th",8,"Separated","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +48,"Private",34845,"HS-grad",9,"Divorced","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +33,"Private",58582,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",155659,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Local-gov",210029,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +26,"Private",381618,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"State-gov",226789,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,75,"United-States","<=50K" +46,"State-gov",111163,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +72,"?",76860,"HS-grad",9,"Married-civ-spouse","?","Husband","Asian-Pac-Islander","Male",0,0,1,"United-States","<=50K" +18,"Private",92112,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +62,"Local-gov",136787,"HS-grad",9,"Divorced","Transport-moving","Other-relative","White","Male",0,0,40,"United-States","<=50K" +22,"Private",29810,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Female",0,0,30,"United-States","<=50K" +26,"Private",266022,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Private",142874,"Assoc-acdm",12,"Married-spouse-absent","Sales","Own-child","Black","Female",0,0,36,"United-States","<=50K" +25,"Self-emp-not-inc",72338,"HS-grad",9,"Never-married","Sales","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +46,"?",177305,"Assoc-voc",11,"Married-civ-spouse","?","Wife","Black","Female",0,0,35,"United-States",">50K" +41,"Private",424478,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,45,"United-States",">50K" +59,"Private",189721,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Italy",">50K" +37,"Private",34180,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",183279,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States","<=50K" +33,"Private",35309,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +23,"Private",259109,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"Puerto-Rico","<=50K" +39,"Self-emp-inc",172538,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",322547,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +39,"Private",300760,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",0,0,50,"United-States","<=50K" +28,"Private",232782,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",174645,"11th",7,"Divorced","Craft-repair","Unmarried","White","Female",0,0,52,"United-States","<=50K" +43,"Private",164693,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"Private",206861,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,25,"United-States","<=50K" +33,"Self-emp-not-inc",422960,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,60,"United-States",">50K" +45,"Private",116360,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +48,"Private",278530,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",163948,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +63,"Private",64544,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States",">50K" +22,"Private",107882,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,35,"United-States","<=50K" +32,"Self-emp-not-inc",182691,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Male",0,0,60,"United-States","<=50K" +27,"Private",203776,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +22,"Private",201268,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +44,"Private",29762,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,68,"United-States","<=50K" +34,"Private",186346,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",196690,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",194772,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +17,"Private",95446,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +53,"Self-emp-not-inc",257126,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +58,"Private",194733,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Self-emp-not-inc",98361,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +44,"Local-gov",124924,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +40,"Self-emp-not-inc",111971,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +58,"Self-emp-not-inc",130714,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +38,"Private",208358,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",164870,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +37,"Private",220314,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +58,"Local-gov",318537,"12th",8,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",183284,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +46,"Private",109227,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,70,"United-States","<=50K" +34,"Private",118551,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Self-emp-inc",163057,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,99,"United-States","<=50K" +61,"Self-emp-inc",253101,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +30,"Self-emp-not-inc",20098,"Assoc-voc",11,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",196227,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",175374,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Private",234037,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,58,"United-States","<=50K" +47,"Private",341762,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,33,"United-States","<=50K" +20,"Private",174714,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",222835,"Bachelors",13,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +46,"Private",251786,"1st-4th",2,"Separated","Other-service","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +20,"Private",164219,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,45,"United-States","<=50K" +30,"Private",236993,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,30,"United-States","<=50K" +43,"Local-gov",105896,"Some-college",10,"Divorced","Protective-serv","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",211527,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,60,"United-States","<=50K" +34,"Private",317809,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"?",">50K" +25,"Private",185287,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",31014,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +44,"Private",151985,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,24,"United-States",">50K" +26,"Private",89389,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",406051,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,80,"United-States",">50K" +48,"Self-emp-not-inc",171986,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +26,"Private",167848,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",213019,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",211424,"Bachelors",13,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",168981,"Assoc-voc",11,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,55,"United-States","<=50K" +24,"Private",122348,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +31,"Private",139753,"Bachelors",13,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Local-gov",176178,"Assoc-acdm",12,"Never-married","Prof-specialty","Own-child","White","Female",0,0,2,"United-States","<=50K" +41,"Private",145220,"9th",5,"Never-married","Priv-house-serv","Unmarried","White","Female",0,0,40,"Columbia","<=50K" +38,"Local-gov",188612,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +19,"Private",445728,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",318002,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",235722,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"?",367984,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +67,"Private",212705,"Masters",14,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States",">50K" +49,"Private",411273,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",103986,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",203761,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +22,"Private",116800,"Assoc-acdm",12,"Never-married","Protective-serv","Own-child","White","Male",0,0,60,"United-States","<=50K" +21,"State-gov",99199,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,10,"United-States","<=50K" +50,"Private",162327,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Local-gov",100479,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States","<=50K" +36,"Local-gov",32587,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +52,"Private",108914,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Self-emp-not-inc",61343,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,90,"United-States","<=50K" +48,"Local-gov",81154,"Assoc-voc",11,"Never-married","Protective-serv","Unmarried","White","Male",0,0,48,"United-States","<=50K" +37,"Private",225504,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +44,"Private",176063,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Private",198587,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"State-gov",34965,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,12,"United-States","<=50K" +31,"Self-emp-inc",467108,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +23,"?",263899,"HS-grad",9,"Never-married","?","Own-child","Black","Male",0,0,12,"England","<=50K" +29,"Private",204984,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +53,"Private",217568,"HS-grad",9,"Widowed","Craft-repair","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +52,"Private",48343,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",253354,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",258026,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +64,"?",211360,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +55,"Private",191367,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",148995,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +20,"Private",123901,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-inc",32356,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,51,"United-States","<=50K" +17,"Private",206506,"10th",6,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,10,"El-Salvador","<=50K" +38,"Private",218729,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +43,"Private",52498,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States",">50K" +22,"Private",136767,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +63,"Private",219540,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",114059,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +56,"Private",247337,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +43,"State-gov",310969,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States","<=50K" +41,"Private",171546,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +41,"Private",217455,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",410489,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +59,"Private",146391,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +46,"Local-gov",165484,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,44,"United-States",">50K" +23,"Private",184271,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +46,"Self-emp-not-inc",231347,"Some-college",10,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +47,"Private",244025,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Amer-Indian-Eskimo","Male",0,0,56,"Puerto-Rico","<=50K" +46,"Federal-gov",46537,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",205730,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,56,"United-States",">50K" +32,"Private",328199,"Assoc-voc",11,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +90,"Private",84553,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Private",221072,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,49,"?","<=50K" +23,"Private",123983,"Assoc-voc",11,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +76,"?",191024,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States","<=50K" +23,"Private",167868,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",225879,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Other","Female",0,0,30,"Mexico",">50K" +17,"Private",143791,"10th",6,"Never-married","Other-service","Own-child","Black","Female",0,0,12,"United-States","<=50K" +56,"Private",177271,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Federal-gov",129786,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",31339,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",236267,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",130620,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",0,0,35,"Philippines",">50K" +32,"Private",208180,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,24,"United-States",">50K" +25,"Private",292058,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,30,"United-States","<=50K" +29,"Federal-gov",142712,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",119665,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +41,"Private",116825,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +48,"State-gov",201177,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +29,"Private",118337,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +27,"?",173800,"Masters",14,"Never-married","?","Unmarried","Asian-Pac-Islander","Male",0,0,20,"Taiwan","<=50K" +55,"Private",289257,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",140581,"Some-college",10,"Widowed","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +50,"Private",174102,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"Puerto-Rico","<=50K" +22,"Private",316509,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +80,"Local-gov",20101,"HS-grad",9,"Widowed","Other-service","Unmarried","Amer-Indian-Eskimo","Female",0,0,32,"United-States","<=50K" +30,"Private",187279,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,44,"United-States","<=50K" +20,"Private",259496,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +29,"Self-emp-not-inc",181466,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +56,"Private",178202,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Private",188976,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",203027,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"State-gov",142022,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",119033,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",216181,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +47,"Private",178341,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,46,"United-States",">50K" +25,"Local-gov",244408,"Bachelors",13,"Never-married","Tech-support","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +31,"Private",198953,"Some-college",10,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +28,"Private",173110,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",66326,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,99,"United-States","<=50K" +30,"Local-gov",181091,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",133929,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,36,"?","<=50K" +26,"Private",86483,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",167787,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +43,"Private",216697,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Other","Male",0,0,32,"United-States","<=50K" +32,"Local-gov",118457,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +20,"Private",298635,"Some-college",10,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,30,"Philippines","<=50K" +21,"Local-gov",212780,"12th",8,"Never-married","Handlers-cleaners","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +32,"Private",159187,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",237995,"Assoc-voc",11,"Divorced","Machine-op-inspct","Not-in-family","Black","Male",0,0,48,"United-States","<=50K" +45,"Private",160724,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +54,"?",185936,"9th",5,"Divorced","?","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +24,"Private",161198,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +28,"?",113635,"11th",7,"Never-married","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +23,"Private",214542,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"?",172991,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",203761,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",161141,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +71,"Private",180117,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",317396,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",237868,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,5,"United-States","<=50K" +30,"Private",323069,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",309122,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",40024,"11th",7,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +24,"State-gov",184216,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"?",256211,"1st-4th",2,"Never-married","?","Own-child","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +55,"Private",205422,"10th",6,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,40,"United-States","<=50K" +43,"Local-gov",196308,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +28,"Private",389713,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",82566,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +47,"Private",199058,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",160440,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +47,"Private",76034,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,57,"United-States",">50K" +60,"Self-emp-not-inc",92845,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",29083,"HS-grad",9,"Never-married","Sales","Own-child","Amer-Indian-Eskimo","Female",0,0,25,"United-States","<=50K" +22,"Private",234474,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,25,"United-States","<=50K" +55,"Local-gov",107308,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",111891,"Some-college",10,"Separated","Sales","Other-relative","Black","Female",0,0,35,"United-States","<=50K" +28,"Federal-gov",188278,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Local-gov",303485,"Some-college",10,"Never-married","Transport-moving","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +39,"Local-gov",67187,"HS-grad",9,"Never-married","Exec-managerial","Own-child","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +43,"State-gov",114508,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",204172,"Bachelors",13,"Never-married","Sales","Other-relative","White","Female",0,0,40,"United-States","<=50K" +27,"Local-gov",162973,"Assoc-voc",11,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +64,"Self-emp-not-inc",192695,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"Canada","<=50K" +41,"Local-gov",89172,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",163320,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +61,"Private",128230,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States","<=50K" +27,"Private",246440,"11th",7,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",50567,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +20,"Private",117476,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Local-gov",214881,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",195516,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",218653,"Bachelors",13,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",164647,"Some-college",10,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +19,"Private",129151,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +54,"Private",319697,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",193374,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Private",167864,"Assoc-voc",11,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",197932,"Some-college",10,"Separated","Priv-house-serv","Not-in-family","White","Female",0,0,30,"Guatemala","<=50K" +51,"Private",102904,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,43,"United-States","<=50K" +44,"Private",216907,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +35,"Local-gov",331395,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,42,"United-States","<=50K" +40,"Private",171424,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",35406,"7th-8th",4,"Separated","Other-service","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +25,"Private",238964,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +22,"Private",340543,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",70240,"Some-college",10,"Married-civ-spouse","Sales","Wife","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +18,"Self-emp-not-inc",87169,"HS-grad",9,"Never-married","Farming-fishing","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +43,"Private",253759,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,45,"United-States","<=50K" +46,"Private",194431,"HS-grad",9,"Never-married","Tech-support","Other-relative","White","Male",0,0,40,"United-States","<=50K" +40,"?",170649,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +59,"Private",182460,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +40,"Local-gov",26929,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",399022,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +64,"?",50171,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,10,"United-States","<=50K" +36,"Private",218490,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +48,"Private",164423,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",124436,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +18,"Private",60981,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +17,"Private",70868,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,16,"United-States","<=50K" +36,"Private",150601,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"?","<=50K" +53,"Private",228500,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +36,"State-gov",76767,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,39,"United-States","<=50K" +20,"Private",218178,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",615367,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +34,"Private",150324,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",51264,"11th",7,"Divorced","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +57,"Private",197642,"Some-college",10,"Widowed","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",229895,"10th",6,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",167415,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +51,"Private",166934,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",305597,"HS-grad",9,"Never-married","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +34,"Private",301591,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,35,"United-States","<=50K" +47,"Federal-gov",229646,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Not-in-family","Black","Female",0,0,40,"Puerto-Rico","<=50K" +28,"Self-emp-not-inc",51461,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",206600,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,24,"Nicaragua","<=50K" +25,"Private",176836,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +50,"Private",33304,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",174051,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +32,"Private",170017,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Private",98466,"10th",6,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,35,"United-States","<=50K" +19,"Private",188864,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +53,"Self-emp-inc",137815,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +21,"Private",43475,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",557236,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",171215,"Masters",14,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"?",52590,"HS-grad",9,"Never-married","?","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +24,"Private",183751,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States","<=50K" +30,"Private",149507,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,42,"United-States","<=50K" +49,"Private",98092,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",123714,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +30,"State-gov",190385,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +51,"Private",334273,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",343440,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",208302,"HS-grad",9,"Divorced","Other-service","Other-relative","White","Male",0,0,30,"United-States","<=50K" +23,"Local-gov",280164,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,32,"United-States","<=50K" +23,"Self-emp-not-inc",174714,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +36,"Private",184655,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +19,"Private",140459,"11th",7,"Never-married","Craft-repair","Other-relative","White","Male",0,0,25,"United-States","<=50K" +53,"Self-emp-not-inc",108815,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +17,"Private",152652,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +69,"Private",269499,"HS-grad",9,"Widowed","Handlers-cleaners","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +46,"Local-gov",33373,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",243674,"HS-grad",9,"Separated","Tech-support","Not-in-family","White","Male",0,0,46,"United-States","<=50K" +40,"Private",225432,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +56,"Private",215839,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"?","<=50K" +29,"Local-gov",195520,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",70092,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +22,"Private",189888,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +28,"Private",64307,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",94235,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,46,"United-States","<=50K" +35,"Private",62333,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",260997,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +17,"Private",146268,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,10,"United-States","<=50K" +39,"Private",147258,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",207948,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +50,"Private",180607,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +56,"Local-gov",104996,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +80,"Self-emp-not-inc",562336,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,20,"United-States","<=50K" +38,"Self-emp-not-inc",334366,"Some-college",10,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,15,"United-States","<=50K" +52,"State-gov",142757,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States",">50K" +26,"Local-gov",220656,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Male",0,0,38,"England","<=50K" +43,"Private",96483,"HS-grad",9,"Divorced","Other-service","Own-child","Asian-Pac-Islander","Female",0,0,40,"South","<=50K" +45,"Private",51744,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +41,"Self-emp-inc",114967,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +30,"Private",393965,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +43,"Local-gov",143046,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +44,"Private",209174,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +54,"Private",183248,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",427474,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +18,"Private",338632,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +38,"Private",89559,"Some-college",10,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"Germany","<=50K" +41,"Self-emp-not-inc",32533,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"?",255969,"12th",8,"Never-married","?","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +66,"Self-emp-inc",112376,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +70,"?",346053,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",44915,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,10,"United-States","<=50K" +24,"Local-gov",111450,"10th",6,"Never-married","Craft-repair","Unmarried","Black","Male",0,0,65,"Haiti","<=50K" +61,"Private",171429,"11th",7,"Divorced","Other-service","Unmarried","White","Female",0,0,36,"United-States","<=50K" +35,"Local-gov",190964,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",109005,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +52,"Private",404453,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",163204,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",192256,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +52,"Private",181755,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",183105,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","White","Female",0,0,44,"Cuba","<=50K" +37,"Private",335168,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +38,"Local-gov",86643,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +27,"Private",180262,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",127865,"Masters",14,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",102110,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,30,"United-States",">50K" +38,"Private",152237,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"?",">50K" +22,"Private",202745,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,55,"United-States","<=50K" +40,"Federal-gov",199303,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",266467,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Federal-gov",345259,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,99,"United-States","<=50K" +24,"Private",204935,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +24,"Private",190457,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Private",180138,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +38,"Private",166585,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +42,"Private",29962,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",191129,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",378707,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +48,"Private",240629,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +40,"Private",233320,"7th-8th",4,"Separated","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +57,"Private",29375,"HS-grad",9,"Separated","Sales","Not-in-family","Amer-Indian-Eskimo","Female",0,0,35,"United-States","<=50K" +36,"Local-gov",137314,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States",">50K" +41,"Private",140886,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +90,"Private",226968,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +66,"Private",151793,"7th-8th",4,"Widowed","Other-service","Not-in-family","Black","Female",0,0,10,"United-States","<=50K" +23,"Private",72887,"HS-grad",9,"Never-married","Craft-repair","Own-child","Asian-Pac-Islander","Male",0,0,1,"Vietnam","<=50K" +35,"Private",261646,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,55,"United-States","<=50K" +33,"Private",295589,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,50,"United-States",">50K" +32,"Self-emp-inc",377836,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",56510,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",337696,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",183765,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",107846,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +34,"Local-gov",22641,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +35,"Private",204590,"Assoc-voc",11,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,40,"United-States",">50K" +29,"Private",114801,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",190591,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +33,"State-gov",220066,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,48,"United-States",">50K" +22,"?",228480,"HS-grad",9,"Married-civ-spouse","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +52,"Private",128378,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",157595,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Local-gov",152171,"11th",7,"Never-married","Protective-serv","Own-child","White","Male",0,0,10,"United-States","<=50K" +63,"Private",339755,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"?",">50K" +49,"Private",240841,"7th-8th",4,"Divorced","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +58,"Private",94345,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Self-emp-not-inc",289116,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,50,"United-States","<=50K" +59,"Private",176647,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Self-emp-not-inc",79627,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Local-gov",210781,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,15,"United-States","<=50K" +17,"?",161981,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",493443,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +64,"Private",312242,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,3,"United-States","<=50K" +34,"Private",185408,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +63,"Private",101077,"Assoc-acdm",12,"Married-spouse-absent","Adm-clerical","Other-relative","White","Female",0,0,35,"United-States","<=50K" +51,"Private",147200,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +40,"State-gov",166327,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +55,"Private",178644,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +35,"Private",126675,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,46,"?","<=50K" +30,"Private",158420,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +47,"?",83046,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,18,"United-States","<=50K" +29,"Private",46609,"10th",6,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"?","<=50K" +17,"?",170320,"11th",7,"Never-married","?","Own-child","White","Female",0,0,8,"United-States","<=50K" +55,"Private",141877,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Local-gov",81654,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,56,"United-States",">50K" +50,"Private",177705,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",129497,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +60,"Private",114413,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +53,"Private",189511,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",246431,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +31,"Private",147654,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",443546,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",281751,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +28,"Private",263128,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +26,"Private",292692,"12th",8,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +47,"Self-emp-inc",96798,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,80,"United-States",">50K" +34,"Private",430554,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Private",317078,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",207400,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",187089,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,42,"United-States",">50K" +38,"Private",238980,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"?",407495,"HS-grad",9,"Married-spouse-absent","?","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +35,"Private",183800,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",287190,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","Black","Male",0,0,35,"United-States","<=50K" +31,"Private",111363,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-inc",260938,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +20,"Private",183594,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +64,"?",49194,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States","<=50K" +20,"?",117618,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",172496,"Masters",14,"Never-married","Tech-support","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +29,"Private",389713,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",174413,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"State-gov",189843,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",198546,"Masters",14,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +21,"Private",82497,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +23,"Private",193090,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +55,"Private",208451,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +42,"?",234277,"HS-grad",9,"Married-spouse-absent","?","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +37,"Private",434097,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +20,"State-gov",178628,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +53,"Private",96827,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"Canada","<=50K" +34,"Private",154667,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +43,"Private",160246,"Some-college",10,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +24,"Self-emp-not-inc",166036,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +23,"Private",186813,"HS-grad",9,"Never-married","Protective-serv","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +29,"Private",162312,"Assoc-voc",11,"Never-married","Machine-op-inspct","Not-in-family","Other","Male",0,0,40,"United-States","<=50K" +58,"Private",183893,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",111829,"Masters",14,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Federal-gov",175669,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +25,"State-gov",104097,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Local-gov",117618,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,24,"United-States","<=50K" +34,"Self-emp-inc",202450,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",109570,"Some-college",10,"Separated","Sales","Unmarried","White","Female",0,0,35,"United-States","<=50K" +60,"Private",101096,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,65,"United-States",">50K" +39,"Private",236391,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +21,"Private",136975,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",240979,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",248612,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,70,"United-States",">50K" +29,"?",153167,"Some-college",10,"Never-married","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +52,"Private",61735,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",243165,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States",">50K" +24,"Private",388885,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +34,"Self-emp-not-inc",87209,"Masters",14,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +53,"Self-emp-not-inc",168539,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +31,"Private",179013,"HS-grad",9,"Separated","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +58,"Private",196643,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +32,"Private",156464,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",35884,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",182714,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +77,"Private",344425,"9th",5,"Married-civ-spouse","Priv-house-serv","Wife","Black","Female",0,0,10,"United-States","<=50K" +37,"Self-emp-not-inc",177277,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Private",70767,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",520078,"Assoc-acdm",12,"Divorced","Sales","Unmarried","Black","Male",0,0,60,"United-States","<=50K" +53,"Local-gov",321770,"HS-grad",9,"Married-spouse-absent","Transport-moving","Other-relative","White","Female",0,0,35,"United-States","<=50K" +32,"Private",158416,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Private",312667,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",31481,"Bachelors",13,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,24,"United-States","<=50K" +31,"Private",259531,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",186239,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",162954,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +27,"Private",249315,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +21,"Private",308237,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +24,"Private",103064,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",185847,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,54,"United-States","<=50K" +31,"Private",168521,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"Private",198170,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",353628,"10th",6,"Separated","Sales","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +38,"?",273285,"11th",7,"Never-married","?","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +31,"Private",272069,"Assoc-voc",11,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",22328,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",309212,"HS-grad",9,"Divorced","Priv-house-serv","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +25,"Self-emp-inc",148888,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Local-gov",324637,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +53,"Self-emp-inc",55139,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",252079,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +70,"Private",315868,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Private",126832,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +18,"Private",126071,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",265706,"Masters",14,"Never-married","Sales","Unmarried","White","Male",0,0,60,"United-States",">50K" +41,"Private",282964,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",328518,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"State-gov",283499,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",286675,"Some-college",10,"Never-married","Exec-managerial","Other-relative","White","Male",0,0,40,"United-States","<=50K" +56,"Private",136472,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,48,"United-States","<=50K" +36,"Private",132879,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,45,"United-States","<=50K" +26,"Private",314798,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +62,"Private",143943,"Bachelors",13,"Widowed","Tech-support","Unmarried","White","Female",0,0,7,"United-States","<=50K" +35,"Private",134367,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Local-gov",366796,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",195573,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +21,"Private",33616,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +31,"Private",164190,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",380281,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Male",0,0,25,"Columbia","<=50K" +58,"Self-emp-inc",190763,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Local-gov",209535,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Private",156003,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",198790,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,30,"United-States","<=50K" +27,"Private",236481,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,10,"India","<=50K" +55,"Private",143266,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Male",0,0,25,"United-States","<=50K" +53,"Private",192386,"HS-grad",9,"Separated","Transport-moving","Unmarried","White","Male",0,0,45,"United-States","<=50K" +23,"Private",99543,"12th",8,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,46,"United-States","<=50K" +66,"Private",169435,"HS-grad",9,"Widowed","Craft-repair","Not-in-family","White","Male",0,0,16,"United-States","<=50K" +34,"Self-emp-not-inc",34572,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +39,"Private",119272,"10th",6,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",211601,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",154785,"Some-college",10,"Married-spouse-absent","Adm-clerical","Own-child","Other","Female",0,0,35,"United-States","<=50K" +21,"Private",213041,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"Cuba","<=50K" +59,"Private",229939,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",175331,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",226443,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",46561,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",161311,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,30,"United-States","<=50K" +50,"Private",98215,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"Local-gov",181242,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",356238,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","White","Female",0,0,80,"United-States",">50K" +28,"Private",315287,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","Black","Male",0,0,40,"?","<=50K" +63,"Private",34098,"10th",6,"Widowed","Farming-fishing","Unmarried","White","Female",0,0,56,"United-States","<=50K" +48,"Private",50880,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Germany","<=50K" +41,"Federal-gov",356934,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,44,"United-States",">50K" +26,"Private",276309,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Black","Female",0,0,20,"United-States","<=50K" +29,"Self-emp-not-inc",164607,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",224462,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",92863,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +27,"Private",179565,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +59,"Self-emp-not-inc",31137,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +19,"Private",199495,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",175262,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +37,"Private",220585,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Local-gov",231793,"Doctorate",16,"Married-spouse-absent","Prof-specialty","Unmarried","White","Female",0,0,38,"United-States","<=50K" +34,"Federal-gov",191342,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,38,"United-States","<=50K" +30,"Private",186420,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +30,"Private",328242,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Hong",">50K" +56,"Private",279340,"11th",7,"Separated","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",174478,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Private",151771,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",120326,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",246439,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +27,"Private",144133,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Other-relative","White","Male",0,0,50,"United-States","<=50K" +44,"Local-gov",145522,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",312055,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",235847,"Some-college",10,"Never-married","Exec-managerial","Other-relative","White","Female",0,0,50,"United-States","<=50K" +37,"Private",187748,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",396482,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +20,"Private",39477,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +37,"Private",143058,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",216867,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"Mexico","<=50K" +44,"Private",230592,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +30,"Local-gov",40338,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Local-gov",115457,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",374983,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",285419,"12th",8,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"?",385901,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,22,"United-States","<=50K" +45,"State-gov",187581,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-inc",299036,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +42,"Private",68729,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +27,"Private",333990,"Assoc-voc",11,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",117767,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,25,"United-States","<=50K" +43,"Private",184378,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +21,"Private",232591,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",143851,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",89622,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,80,"United-States",">50K" +34,"Private",202498,"12th",8,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Dominican-Republic","<=50K" +72,"Private",268861,"7th-8th",4,"Widowed","Other-service","Not-in-family","White","Female",0,0,99,"?","<=50K" +54,"Private",343242,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,44,"United-States",">50K" +30,"Private",460408,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +63,"Private",205246,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",230329,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",197871,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +72,"?",201375,"Assoc-acdm",12,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Private",194290,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",191814,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +41,"Private",95168,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +20,"?",137876,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",386136,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",152529,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +35,"Private",214891,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Other","Male",0,0,40,"Dominican-Republic","<=50K" +18,"Private",133654,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"Private",147548,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +57,"Private",73051,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",60166,"1st-4th",2,"Never-married","Exec-managerial","Not-in-family","Amer-Indian-Eskimo","Male",0,0,65,"United-States","<=50K" +25,"Self-emp-inc",454934,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +64,"?",338355,"Assoc-voc",11,"Married-civ-spouse","?","Wife","White","Female",0,0,15,"United-States","<=50K" +35,"Self-emp-not-inc",185621,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +61,"Private",101500,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",36397,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +18,"Private",276540,"12th",8,"Never-married","Sales","Own-child","Black","Female",0,0,15,"United-States","<=50K" +21,"Private",293968,"Some-college",10,"Married-spouse-absent","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +43,"?",35523,"Assoc-acdm",12,"Divorced","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +32,"Local-gov",186993,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",232132,"12th",8,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +48,"Private",176917,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +40,"Private",105936,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"?",34506,"Some-college",10,"Separated","?","Unmarried","White","Female",0,0,25,"United-States","<=50K" +42,"Private",178074,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"?",116961,"7th-8th",4,"Widowed","?","Unmarried","White","Female",0,0,20,"United-States","<=50K" +34,"Private",191930,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",130807,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",94100,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +65,"Self-emp-not-inc",144822,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +61,"Self-emp-inc",102191,"Masters",14,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,99,"United-States","<=50K" +18,"Private",90934,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,28,"United-States","<=50K" +49,"?",296892,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +48,"Private",173243,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +30,"Private",189759,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +68,"Self-emp-not-inc",69249,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",133061,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,80,"United-States","<=50K" +65,"Self-emp-not-inc",175202,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,24,"United-States","<=50K" +32,"Private",27051,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,44,"United-States","<=50K" +44,"Private",60414,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Local-gov",317360,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +24,"Private",258298,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +58,"Private",174040,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Local-gov",177566,"Some-college",10,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,50,"Germany","<=50K" +54,"Private",162238,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +35,"Private",87556,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +35,"Private",144322,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +24,"Private",190015,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",151322,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Local-gov",47392,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",107125,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +49,"Private",265295,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",189219,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Female",0,0,16,"United-States","<=50K" +56,"Private",147989,"Some-college",10,"Married-spouse-absent","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",185732,"11th",7,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",153516,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"?",191910,"Some-college",10,"Never-married","?","Other-relative","White","Male",0,0,40,"United-States","<=50K" +33,"Private",216145,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",202872,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,12,"United-States","<=50K" +62,"Self-emp-not-inc",39630,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States","<=50K" +24,"?",114292,"9th",5,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Local-gov",206721,"Bachelors",13,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",358585,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States",">50K" +33,"Private",377283,"Bachelors",13,"Separated","Sales","Not-in-family","White","Female",0,0,50,"United-States",">50K" +65,"?",76043,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,1,"United-States",">50K" +43,"Local-gov",223861,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",163455,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",183892,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",47022,"HS-grad",9,"Widowed","Handlers-cleaners","Other-relative","White","Female",0,0,48,"United-States","<=50K" +55,"Federal-gov",145401,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",387074,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Federal-gov",195467,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Local-gov",170217,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",156807,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,10,"United-States","<=50K" +38,"Private",273640,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",191177,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",184787,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +37,"State-gov",239409,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +63,"Self-emp-not-inc",404547,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +27,"State-gov",23740,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","Amer-Indian-Eskimo","Male",0,0,38,"United-States",">50K" +20,"Private",382153,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,25,"United-States","<=50K" +21,"?",228424,"10th",6,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",168539,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",189530,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",89419,"Assoc-voc",11,"Divorced","Other-service","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"Columbia","<=50K" +35,"Private",224512,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +21,"?",314645,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +65,"Private",85787,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Local-gov",279881,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +24,"Private",141040,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",222294,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +70,"?",410980,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,10,"United-States",">50K" +52,"Private",38795,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +64,"Private",182979,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",223277,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Federal-gov",160647,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",45796,"12th",8,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",110597,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +33,"Private",166961,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +52,"Private",318975,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"Cuba","<=50K" +49,"Private",305657,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",120857,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,18,"United-States","<=50K" +62,"Self-emp-not-inc",158712,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,6,"United-States","<=50K" +44,"Private",304530,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +68,"Local-gov",233954,"Masters",14,"Widowed","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States",">50K" +40,"Federal-gov",26880,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +46,"Private",70754,"7th-8th",4,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +22,"Private",184665,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",245372,"Bachelors",13,"Divorced","Tech-support","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +62,"Private",252668,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +37,"Private",86551,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Private",106900,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,68,"United-States","<=50K" +41,"Private",204235,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Local-gov",127772,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +26,"Private",117217,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +48,"Federal-gov",215389,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States",">50K" +21,"Private",198050,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +44,"Private",377018,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Private",99894,"10th",6,"Married-civ-spouse","Sales","Wife","Asian-Pac-Islander","Female",0,0,30,"Japan",">50K" +25,"Private",170786,"9th",5,"Never-married","Transport-moving","Other-relative","White","Male",0,0,40,"United-States","<=50K" +32,"Local-gov",250585,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +47,"Private",198769,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States",">50K" +26,"Private",306513,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",109307,"Assoc-voc",11,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Federal-gov",106982,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States",">50K" +55,"Self-emp-not-inc",396878,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,25,"United-States","<=50K" +23,"Private",344278,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,25,"United-States","<=50K" +29,"Private",107812,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +48,"Private",185143,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",143068,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +46,"Private",266337,"Assoc-voc",11,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +34,"Private",321787,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"State-gov",21306,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"Germany","<=50K" +18,"Private",271935,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +18,"Private",148952,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,24,"United-States","<=50K" +42,"Private",196626,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"?",108082,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",199439,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +20,"?",304076,"11th",7,"Never-married","?","Own-child","Black","Female",0,0,20,"United-States","<=50K" +52,"Self-emp-inc",81436,"Prof-school",15,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Self-emp-inc",352971,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +53,"Private",375134,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +36,"Private",206521,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +27,"Private",330466,"Bachelors",13,"Never-married","Tech-support","Other-relative","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +52,"Private",208302,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States","<=50K" +60,"Self-emp-not-inc",135285,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",171615,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +64,"Self-emp-not-inc",149698,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",71351,"1st-4th",2,"Never-married","Other-service","Other-relative","White","Male",0,0,25,"El-Salvador","<=50K" +63,"Private",84737,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +54,"Local-gov",375134,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",207103,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",199314,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"Poland","<=50K" +37,"Private",240837,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +22,"Private",283499,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +54,"Private",97778,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",21698,"10th",6,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"Local-gov",232618,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",175820,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +25,"Local-gov",63996,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Local-gov",182985,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +47,"Federal-gov",380127,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",111483,"10th",6,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +18,"?",31008,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +57,"Private",96346,"HS-grad",9,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,57,"United-States","<=50K" +22,"Private",317528,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,34,"United-States","<=50K" +36,"State-gov",223020,"Some-college",10,"Divorced","Other-service","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +39,"Private",115076,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",133969,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",0,0,50,"United-States",">50K" +41,"Private",173858,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +35,"Private",193241,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,38,"United-States","<=50K" +30,"Private",178841,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",321865,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States",">50K" +34,"Self-emp-not-inc",321709,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +22,"Private",166371,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"?","<=50K" +18,"Private",210574,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +33,"Self-emp-inc",144949,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States","<=50K" +45,"State-gov",90803,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",126701,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +40,"Private",178417,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +41,"Self-emp-not-inc",197176,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,75,"United-States",">50K" +22,"Private",117606,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,32,"United-States","<=50K" +52,"Private",349502,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,45,"United-States","<=50K" +45,"Federal-gov",81487,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Puerto-Rico",">50K" +32,"State-gov",169583,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +26,"Private",485117,"Bachelors",13,"Never-married","Transport-moving","Own-child","White","Male",0,0,20,"United-States","<=50K" +24,"Private",35603,"Some-college",10,"Divorced","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +37,"Private",175390,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +49,"Private",184986,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Local-gov",174395,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Private",187711,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",189878,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",224073,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +48,"Private",159726,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States",">50K" +40,"?",65545,"Masters",14,"Divorced","?","Own-child","White","Female",0,0,55,"United-States","<=50K" +35,"Private",202397,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +21,"Private",206681,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +54,"Private",222020,"10th",6,"Divorced","Other-service","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +40,"Private",137304,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +51,"Private",141645,"Some-college",10,"Separated","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",218085,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,50,"United-States","<=50K" +22,"Private",52596,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,8,"United-States","<=50K" +20,"Private",197997,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",191444,"11th",7,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,40,"United-States","<=50K" +21,"Private",40767,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",172577,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +36,"Private",241998,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +48,"Private",212120,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",224424,"12th",8,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"State-gov",214985,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",147098,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Local-gov",149833,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +80,"Private",252466,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,24,"United-States","<=50K" +59,"State-gov",132717,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",138944,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Self-emp-not-inc",144380,"Some-college",10,"Married-spouse-absent","Prof-specialty","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +69,"Local-gov",660461,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +49,"Private",177211,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Self-emp-inc",31717,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +49,"Private",296849,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Local-gov",193720,"HS-grad",9,"Married-spouse-absent","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +42,"Private",106698,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +66,"Private",214469,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,13,"United-States","<=50K" +44,"Private",185798,"Assoc-voc",11,"Separated","Craft-repair","Other-relative","White","Male",0,0,48,"United-States",">50K" +26,"Private",333108,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",35210,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"?",335376,"Bachelors",13,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +17,"Private",170455,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,8,"United-States","<=50K" +52,"Private",298215,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +34,"?",93834,"HS-grad",9,"Separated","?","Own-child","White","Female",0,0,8,"United-States","<=50K" +24,"Private",404416,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"?",206916,"Bachelors",13,"Married-spouse-absent","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +65,"Private",143175,"Some-college",10,"Widowed","Sales","Other-relative","White","Female",0,0,45,"United-States","<=50K" +36,"Self-emp-not-inc",409189,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",285750,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,30,"United-States","<=50K" +43,"Private",235556,"Some-college",10,"Married-spouse-absent","Sales","Not-in-family","White","Male",0,0,45,"Mexico","<=50K" +39,"Local-gov",170382,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"England",">50K" +48,"Private",195437,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Local-gov",191130,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",231160,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +36,"Private",47310,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",214635,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,36,"Haiti","<=50K" +50,"Federal-gov",65160,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",263307,"Bachelors",13,"Never-married","Sales","Unmarried","Black","Male",0,0,45,"?","<=50K" +70,"Self-emp-inc",272896,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",232854,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",442035,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",127875,"Bachelors",13,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +40,"Private",283724,"9th",5,"Never-married","Craft-repair","Other-relative","Black","Male",0,0,49,"United-States","<=50K" +21,"?",228649,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +47,"Private",249935,"11th",7,"Divorced","Craft-repair","Own-child","White","Male",0,0,8,"United-States","<=50K" +19,"Private",533147,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +22,"Private",137862,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,16,"United-States","<=50K" +20,"Private",249543,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Female",0,0,16,"United-States","<=50K" +17,"Private",147339,"10th",6,"Never-married","Prof-specialty","Own-child","Other","Female",0,0,15,"United-States","<=50K" +41,"Private",256647,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +20,"?",150084,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +24,"Private",285457,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",303867,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Federal-gov",113597,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +26,"Self-emp-not-inc",151626,"HS-grad",9,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",26145,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",176189,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Federal-gov",497253,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +38,"Self-emp-not-inc",282461,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States",">50K" +21,"Private",225541,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",203488,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,45,"United-States","<=50K" +23,"?",296613,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,32,"United-States","<=50K" +40,"Private",99373,"10th",6,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Local-gov",109705,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",144947,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",617898,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +50,"Private",38310,"7th-8th",4,"Divorced","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +45,"Private",248993,"HS-grad",9,"Married-spouse-absent","Farming-fishing","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +65,"?",149131,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Italy",">50K" +33,"Private",69311,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Federal-gov",143766,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +65,"Private",213477,"Masters",14,"Divorced","Sales","Not-in-family","White","Male",0,0,28,"United-States","<=50K" +24,"Private",275691,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,39,"United-States","<=50K" +26,"Private",59367,"Bachelors",13,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +55,"Private",35551,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +66,"Private",236784,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,8,"Cuba","<=50K" +43,"Local-gov",193755,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",315291,"Bachelors",13,"Never-married","Adm-clerical","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +22,"Private",290504,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",256240,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +69,"?",199591,"Prof-school",15,"Married-civ-spouse","?","Wife","White","Female",0,0,25,"?","<=50K" +27,"Private",178709,"Masters",14,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",187937,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +18,"Never-worked",157131,"11th",7,"Never-married","?","Own-child","White","Female",0,0,10,"United-States","<=50K" +53,"Local-gov",188772,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +26,"Private",157617,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Poland","<=50K" +60,"Private",96099,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",122322,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,60,"United-States","<=50K" +39,"Private",409189,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +45,"Private",175925,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +76,"Self-emp-not-inc",236878,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +19,"Private",216647,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +34,"Private",300681,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"Jamaica",">50K" +54,"Private",327769,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",194723,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Local-gov",31251,"7th-8th",4,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",212506,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",23037,"12th",8,"Never-married","Handlers-cleaners","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",29054,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Private",92733,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +21,"State-gov",184678,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +37,"Federal-gov",32528,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"England",">50K" +35,"Private",73715,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",209212,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,56,"?","<=50K" +41,"Private",287037,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",64667,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,60,"Vietnam","<=50K" +26,"Self-emp-inc",366662,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,50,"United-States","<=50K" +36,"Local-gov",113337,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,42,"United-States",">50K" +47,"Private",387468,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Scotland",">50K" +51,"Private",384248,"Some-college",10,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,50,"United-States","<=50K" +40,"Self-emp-inc",182629,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Private",267652,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",410186,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",365411,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,42,"United-States","<=50K" +28,"Private",205337,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Self-emp-not-inc",100999,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +44,"Private",197462,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",191978,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",50178,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",72442,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",248512,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",178140,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,45,"United-States",">50K" +58,"Private",354024,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +35,"Private",143589,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +35,"Private",219902,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",132601,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +38,"Self-emp-not-inc",29430,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",30731,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +66,"Private",210825,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Local-gov",251091,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",219034,"11th",7,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Federal-gov",35723,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +46,"Private",358886,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",248708,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"?",77937,"12th",8,"Divorced","?","Not-in-family","White","Female",0,0,40,"Canada","<=50K" +30,"Private",30063,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +29,"Private",253799,"12th",8,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,42,"England","<=50K" +60,"?",41553,"Some-college",10,"Widowed","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +24,"Private",59146,"HS-grad",9,"Separated","Sales","Unmarried","White","Female",0,0,48,"United-States","<=50K" +42,"Self-emp-not-inc",343609,"Some-college",10,"Separated","Other-service","Unmarried","Black","Female",0,0,50,"United-States","<=50K" +26,"Private",216010,"HS-grad",9,"Separated","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Private",164526,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",150958,"5th-6th",3,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,48,"Guatemala","<=50K" +26,"Private",244495,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +23,"Private",199336,"Assoc-voc",11,"Never-married","Craft-repair","Unmarried","White","Male",0,0,50,"United-States","<=50K" +60,"Private",151369,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +49,"Federal-gov",118701,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",219611,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",184568,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",246891,"Prof-school",15,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +70,"Self-emp-inc",243436,"9th",5,"Divorced","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +44,"Local-gov",68318,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,55,"United-States","<=50K" +58,"Private",56331,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",190591,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","Black","Female",0,0,40,"Jamaica","<=50K" +28,"Private",122540,"10th",6,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +65,"Private",212562,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,20,"United-States","<=50K" +35,"Self-emp-not-inc",112497,"HS-grad",9,"Married-civ-spouse","Craft-repair","Other-relative","White","Male",0,0,35,"Ireland","<=50K" +82,"Private",147729,"5th-6th",3,"Widowed","Other-service","Unmarried","White","Male",0,0,20,"United-States","<=50K" +48,"Self-emp-not-inc",296066,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Private",306496,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",163894,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",113936,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",316820,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,84,"United-States","<=50K" +17,"Private",53367,"9th",5,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +46,"Self-emp-not-inc",95256,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +59,"Private",127728,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",66686,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"?",186805,"HS-grad",9,"Married-civ-spouse","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +31,"Private",154297,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,24,"United-States","<=50K" +23,"Private",103064,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +63,"Private",440607,"Preschool",1,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",0,0,30,"Mexico","<=50K" +44,"Private",212894,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,55,"United-States",">50K" +30,"Private",167990,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Private",378460,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +24,"Private",153583,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",114639,"Some-college",10,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,20,"United-States","<=50K" +37,"Private",344480,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States","<=50K" +24,"Private",188300,"11th",7,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",105938,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",217826,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,25,"Jamaica","<=50K" +20,"Private",379525,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,10,"United-States","<=50K" +37,"Private",127918,"Some-college",10,"Never-married","Transport-moving","Unmarried","White","Female",0,0,20,"Puerto-Rico","<=50K" +47,"Federal-gov",27067,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",250038,"9th",5,"Never-married","Farming-fishing","Other-relative","White","Male",0,0,45,"Mexico","<=50K" +60,"Private",308608,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Local-gov",235109,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +33,"State-gov",374905,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +71,"Private",118876,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,14,"United-States","<=50K" +55,"Local-gov",223716,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +85,"Self-emp-not-inc",166027,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +57,"Self-emp-not-inc",275943,"7th-8th",4,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?","<=50K" +25,"Private",109080,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,55,"United-States","<=50K" +58,"Private",104333,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",195876,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",390879,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,36,"United-States","<=50K" +19,"Private",197748,"11th",7,"Divorced","Sales","Unmarried","White","Female",0,0,20,"United-States","<=50K" +40,"Private",442045,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",44216,"HS-grad",9,"Never-married","Protective-serv","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +43,"Federal-gov",114537,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"?",253370,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,35,"United-States",">50K" +19,"Private",274830,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +24,"Private",321763,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +34,"Private",213226,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,65,"United-States",">50K" +22,"Private",167787,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +64,"Self-emp-not-inc",352712,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States","<=50K" +55,"?",316027,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"?","<=50K" +26,"Private",213412,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +80,"Private",202483,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +79,"Local-gov",146244,"Doctorate",16,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",450544,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",195258,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",57929,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +35,"Private",953588,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +43,"Self-emp-inc",155293,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +68,"Private",204082,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +34,"State-gov",216283,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +37,"Private",355856,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Cambodia",">50K" +22,"Private",297380,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,0,40,"United-States","<=50K" +32,"Private",425622,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +65,"Self-emp-not-inc",145628,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",115549,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,60,"United-States","<=50K" +37,"Private",245482,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +40,"Self-emp-inc",142444,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +40,"Private",134026,"11th",7,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"United-States","<=50K" +52,"Private",177366,"HS-grad",9,"Separated","Other-service","Other-relative","White","Female",0,0,20,"United-States","<=50K" +35,"Private",38245,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +62,"Self-emp-not-inc",215944,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +49,"Private",115784,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States","<=50K" +49,"Private",170165,"HS-grad",9,"Divorced","Machine-op-inspct","Other-relative","White","Female",0,0,55,"United-States","<=50K" +45,"Private",116163,"HS-grad",9,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",405644,"1st-4th",2,"Married-spouse-absent","Farming-fishing","Other-relative","White","Male",0,0,77,"Mexico","<=50K" +36,"Local-gov",223433,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,53,"United-States",">50K" +36,"Private",41624,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"Mexico","<=50K" +25,"State-gov",108542,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",212318,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +57,"Private",173090,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",0,0,32,"United-States","<=50K" +46,"Private",26781,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +59,"Private",31782,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Private",189241,"11th",7,"Married-civ-spouse","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",240467,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +27,"Private",263614,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +29,"Private",74500,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Federal-gov",263502,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Federal-gov",47707,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",231638,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +55,"?",389479,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Private",111128,"HS-grad",9,"Separated","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",152307,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +23,"?",280134,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",609789,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"?","<=50K" +41,"Private",184466,"11th",7,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,55,"United-States","<=50K" +44,"Private",216411,"Assoc-voc",11,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,40,"Dominican-Republic","<=50K" +48,"Self-emp-not-inc",324173,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +43,"Local-gov",598995,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,42,"United-States","<=50K" +57,"Federal-gov",140711,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Local-gov",262241,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +28,"Private",308136,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Private",148590,"10th",6,"Widowed","Craft-repair","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +30,"Private",228406,"HS-grad",9,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",136398,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,50,"Thailand",">50K" +21,"?",305466,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,70,"United-States","<=50K" +50,"Self-emp-inc",175070,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +43,"Self-emp-not-inc",34007,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States",">50K" +33,"Private",121195,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Other","Male",0,0,50,"United-States","<=50K" +23,"Federal-gov",216853,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,25,"United-States","<=50K" +35,"Private",81280,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,65,"Yugoslavia",">50K" +18,"Private",212936,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +21,"?",213055,"Some-college",10,"Never-married","?","Unmarried","Other","Female",0,0,40,"United-States","<=50K" +33,"Local-gov",220430,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,70,"United-States",">50K" +30,"Federal-gov",73514,"Bachelors",13,"Never-married","Exec-managerial","Other-relative","Asian-Pac-Islander","Female",0,0,45,"United-States","<=50K" +21,"Private",307371,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,15,"United-States","<=50K" +36,"Local-gov",380614,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"Germany",">50K" +38,"Private",119992,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",327518,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +24,"Private",220323,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",421633,"Some-college",10,"Divorced","Protective-serv","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +43,"Self-emp-not-inc",35034,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,21,"United-States","<=50K" +62,"?",378239,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,2,"United-States",">50K" +30,"State-gov",270218,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",254933,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",61751,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"United-States","<=50K" +22,"Private",137876,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +26,"Private",222539,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",233856,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","Black","Male",0,0,45,"United-States","<=50K" +22,"Private",203182,"Some-college",10,"Separated","Sales","Unmarried","White","Female",0,0,43,"United-States","<=50K" +28,"Private",221317,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +38,"Private",186934,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +68,"?",351402,"Doctorate",16,"Married-civ-spouse","?","Husband","White","Male",0,0,70,"United-States","<=50K" +40,"Local-gov",179580,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +32,"Private",26803,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,84,"United-States",">50K" +31,"State-gov",59969,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,0,35,"United-States","<=50K" +33,"Private",162930,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"Italy","<=50K" +54,"Self-emp-not-inc",192654,"Bachelors",13,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +63,"Private",117681,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +67,"Self-emp-not-inc",179285,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +47,"Private",217161,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,14,"United-States","<=50K" +67,"Self-emp-inc",116517,"Bachelors",13,"Widowed","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +33,"Private",170336,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Other","Female",0,0,19,"United-States","<=50K" +33,"Local-gov",256529,"HS-grad",9,"Separated","Other-service","Own-child","White","Female",0,0,80,"United-States","<=50K" +25,"Local-gov",227886,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",141706,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",361888,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",176101,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,80,"United-States",">50K" +18,"Private",216730,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,12,"United-States","<=50K" +30,"Private",609789,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"Mexico","<=50K" +29,"Private",136017,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +40,"Private",285787,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",160916,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,45,"United-States","<=50K" +42,"Private",227397,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +49,"Self-emp-not-inc",111066,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",189924,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",31740,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",172304,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +72,"?",166253,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,2,"United-States","<=50K" +31,"Private",86492,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States",">50K" +90,"Private",206667,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +27,"Self-emp-not-inc",153546,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +18,"?",189041,"HS-grad",9,"Never-married","?","Other-relative","White","Male",0,0,40,"United-States","<=50K" +27,"Local-gov",151626,"HS-grad",9,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",37302,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Private",109001,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",195488,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,45,"United-States","<=50K" +43,"Local-gov",216116,"Masters",14,"Separated","Prof-specialty","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +26,"Private",118497,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +48,"Self-emp-not-inc",101233,"Assoc-voc",11,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,15,"United-States","<=50K" +41,"Private",349703,"Assoc-acdm",12,"Married-civ-spouse","Farming-fishing","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +32,"Private",226883,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Germany","<=50K" +23,"Private",214635,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",169672,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States","<=50K" +42,"Private",71458,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",125279,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",197303,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",69251,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +39,"Private",160123,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",137310,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"?","<=50K" +25,"Private",323229,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",102359,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",404661,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",99146,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +38,"Self-emp-not-inc",185325,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Self-emp-not-inc",230268,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-inc",38819,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",380614,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,13,"United-States",">50K" +45,"Private",319637,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +71,"Private",149040,"12th",8,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",320984,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +19,"?",117201,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,22,"United-States","<=50K" +38,"Private",81965,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Local-gov",182302,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",53434,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +48,"Private",216214,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-inc",24127,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,54,"United-States",">50K" +32,"Federal-gov",115066,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",120277,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +57,"Self-emp-not-inc",134286,"Some-college",10,"Separated","Sales","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +55,"Private",26716,"10th",6,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +48,"?",174533,"11th",7,"Separated","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",175958,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"?","<=50K" +36,"Private",218948,"9th",5,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"?","<=50K" +66,"Private",117746,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",206199,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,40,"United-States","<=50K" +62,"Private",69867,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +31,"Private",109020,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","Other","Male",0,0,40,"United-States","<=50K" +77,"?",158847,"Assoc-voc",11,"Married-spouse-absent","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +25,"Private",130302,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",156728,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,56,"United-States","<=50K" +33,"Private",424719,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Federal-gov",217647,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",33087,"Assoc-voc",11,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Federal-gov",241895,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",38455,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",81054,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,25,"United-States","<=50K" +44,"Private",163215,"12th",8,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",156728,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",127930,"HS-grad",9,"Married-spouse-absent","Farming-fishing","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +46,"Federal-gov",227310,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +24,"Private",96844,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,17,"United-States","<=50K" +18,"Private",245199,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",46385,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",186385,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,8,"United-States","<=50K" +55,"Private",252714,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +68,"Private",154897,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +41,"Private",320744,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",102092,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"?",32533,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +45,"Private",278151,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",338290,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",34378,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +43,"Private",91959,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +36,"Private",265881,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"Private",276009,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,30,"Philippines","<=50K" +27,"Private",193898,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +36,"Private",139364,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +47,"State-gov",306473,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",37232,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +19,"State-gov",56424,"12th",8,"Never-married","Transport-moving","Own-child","Black","Male",0,0,20,"United-States","<=50K" +33,"Private",165235,"Bachelors",13,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,35,"Thailand","<=50K" +34,"Private",153326,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",106976,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +57,"Private",109015,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +60,"Private",367695,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Local-gov",156015,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",185132,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +20,"Self-emp-not-inc",188274,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,10,"United-States","<=50K" +24,"State-gov",147719,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,20,"India","<=50K" +31,"Private",414525,"12th",8,"Never-married","Farming-fishing","Not-in-family","Black","Male",0,0,60,"United-States","<=50K" +38,"Private",289148,"HS-grad",9,"Married-spouse-absent","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",176069,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +55,"State-gov",199713,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,15,"United-States","<=50K" +33,"Private",204829,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +52,"Private",155433,"5th-6th",3,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"?","<=50K" +24,"Local-gov",32950,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +46,"Private",233511,"Bachelors",13,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +20,"Private",210781,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +50,"Private",190762,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +22,"Private",83315,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-inc",343872,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,35,"Haiti","<=50K" +46,"Private",185385,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +26,"Private",357933,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +20,"Private",211293,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,14,"United-States","<=50K" +37,"Self-emp-inc",199265,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",202872,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,24,"United-States","<=50K" +22,"Private",195075,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,38,"United-States","<=50K" +41,"Private",187802,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +24,"Private",97212,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +40,"Private",47902,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"State-gov",76767,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,39,"United-States",">50K" +56,"Private",274475,"9th",5,"Widowed","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",105244,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +55,"Local-gov",165695,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +29,"Private",253801,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +37,"Private",305597,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",352448,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +26,"Private",242768,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +49,"Self-emp-inc",201080,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +18,"Local-gov",159032,"7th-8th",4,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",149568,"9th",5,"Never-married","Farming-fishing","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +24,"Private",229553,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,20,"?","<=50K" +24,"State-gov",155775,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",120074,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Local-gov",257588,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",177907,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,65,"United-States","<=50K" +40,"Private",309311,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",138975,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +43,"Self-emp-not-inc",187778,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +19,"Private",35865,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +17,"?",151141,"10th",6,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +39,"Private",144688,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,50,"United-States","<=50K" +43,"Private",248094,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +43,"Private",248094,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",213821,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +31,"State-gov",55849,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",121712,"Bachelors",13,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"Private",223127,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",190514,"7th-8th",4,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,75,"United-States","<=50K" +29,"Private",203797,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",105908,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",210526,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +71,"Private",193530,"11th",7,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,75,"United-States","<=50K" +22,"?",22966,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,6,"United-States","<=50K" +21,"Private",43535,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +62,"?",72486,"HS-grad",9,"Married-civ-spouse","?","Husband","Asian-Pac-Islander","Male",0,0,24,"China","<=50K" +22,"?",229997,"Some-college",10,"Married-spouse-absent","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +49,"Private",183013,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",113364,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,20,"United-States","<=50K" +27,"Private",197380,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",298635,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Hong",">50K" +26,"Private",213385,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +30,"?",108464,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",31007,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +26,"Private",35917,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +45,"Private",99385,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"Canada","<=50K" +31,"Private",241885,"HS-grad",9,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,45,"United-States","<=50K" +51,"Private",24344,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Private",149686,"9th",5,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"State-gov",154432,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +29,"Private",331875,"12th",8,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"Dominican-Republic","<=50K" +26,"Private",259585,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,24,"United-States","<=50K" +51,"Private",104748,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +32,"Local-gov",144949,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"State-gov",199512,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",302438,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"?",129155,"11th",7,"Widowed","?","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +49,"Federal-gov",115784,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",96509,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States",">50K" +62,"Private",226733,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Self-emp-inc",244945,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +76,"Private",243768,"5th-6th",3,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +40,"?",351161,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,60,"United-States",">50K" +35,"Private",186934,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",89813,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",184702,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",275291,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,12,"United-States","<=50K" +20,"Private",258298,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +39,"Private",139743,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +20,"Private",103840,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,42,"United-States","<=50K" +28,"Private",274579,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +56,"Federal-gov",156842,"Some-college",10,"Separated","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",101020,"12th",8,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Federal-gov",68729,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +55,"Private",141326,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Self-emp-not-inc",168723,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",213722,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,57,"United-States",">50K" +42,"Private",196797,"HS-grad",9,"Never-married","Transport-moving","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +50,"Self-emp-inc",207246,"Some-college",10,"Separated","Exec-managerial","Unmarried","White","Female",0,0,75,"United-States","<=50K" +34,"Federal-gov",199934,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +23,"Private",272185,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,33,"United-States","<=50K" +27,"?",190650,"Bachelors",13,"Never-married","?","Unmarried","Asian-Pac-Islander","Male",0,0,25,"Philippines","<=50K" +81,"?",147097,"Bachelors",13,"Widowed","?","Not-in-family","White","Male",0,0,5,"United-States","<=50K" +57,"Private",96779,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +65,"?",117162,"Assoc-voc",11,"Married-civ-spouse","?","Wife","White","Female",0,0,56,"United-States",">50K" +33,"Private",188352,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +37,"Private",359131,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,48,"United-States","<=50K" +53,"Private",198824,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"State-gov",68393,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",115613,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Private",45363,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +58,"Local-gov",292379,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",482732,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,24,"United-States","<=50K" +19,"Private",198663,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +39,"Private",230329,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +51,"Private",29887,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +52,"Private",194259,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"Germany","<=50K" +53,"Private",126368,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States",">50K" +50,"Private",108446,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",220696,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",32008,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,72,"United-States","<=50K" +30,"Private",191777,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"?","<=50K" +50,"Private",185846,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +76,"Private",127016,"7th-8th",4,"Widowed","Priv-house-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",157894,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +23,"Local-gov",212803,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +51,"Private",168660,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +58,"Private",234481,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",131461,"9th",5,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,24,"Haiti","<=50K" +45,"Private",408773,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Self-emp-not-inc",126117,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",155489,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +42,"Private",296749,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +44,"State-gov",185832,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,46,"United-States",">50K" +60,"Private",43235,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",213152,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",334267,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +61,"?",253101,"Bachelors",13,"Divorced","?","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +63,"Private",71800,"7th-8th",4,"Widowed","Other-service","Not-in-family","White","Female",0,0,41,"United-States","<=50K" +46,"Local-gov",170092,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +47,"Private",198223,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",359796,"Some-college",10,"Divorced","Sales","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +43,"Private",110556,"HS-grad",9,"Separated","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",196858,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +48,"?",112860,"10th",6,"Married-civ-spouse","?","Wife","Black","Female",0,0,35,"United-States","<=50K" +61,"Self-emp-not-inc",224784,"Assoc-acdm",12,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Female",0,0,90,"United-States","<=50K" +44,"Private",221172,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +54,"Private",256916,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",157332,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +47,"Federal-gov",192894,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,50,"United-States",">50K" +18,"Private",240183,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +25,"Private",204338,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +24,"Private",122166,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"Iran","<=50K" +37,"Local-gov",397877,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Private",171015,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,34,"United-States","<=50K" +46,"Private",91262,"Some-college",10,"Married-spouse-absent","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +45,"Local-gov",127678,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States",">50K" +19,"Private",263338,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +22,"Private",129508,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,28,"United-States","<=50K" +41,"Private",192107,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",93930,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Federal-gov",207537,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +22,"Private",138542,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,35,"United-States","<=50K" +29,"Self-emp-not-inc",116207,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,65,"United-States",">50K" +22,"Private",198244,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,39,"United-States","<=50K" +23,"Private",211160,"12th",8,"Married-civ-spouse","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",161478,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +59,"Private",144071,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Private",342121,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",124692,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",147236,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",145175,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",259323,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",154978,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Guatemala","<=50K" +60,"?",163946,"9th",5,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",127768,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Private",98588,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",192894,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",194848,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",34446,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +23,"Local-gov",177265,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,45,"United-States","<=50K" +30,"Private",142977,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +45,"Private",241350,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,48,"United-States",">50K" +30,"Private",154882,"Prof-school",15,"Widowed","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +17,"Private",60562,"9th",5,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +22,"Private",142566,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",176162,"Bachelors",13,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",237671,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +18,"?",184416,"10th",6,"Never-married","?","Own-child","Black","Male",0,0,30,"United-States","<=50K" +58,"Private",68624,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Private",229504,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",262208,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Female",0,0,30,"Jamaica","<=50K" +26,"Private",236008,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Local-gov",214284,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","Asian-Pac-Islander","Female",0,0,10,"Japan","<=50K" +33,"Private",169496,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +21,"?",205940,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",195179,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,24,"United-States","<=50K" +25,"Private",469697,"Some-college",10,"Married-civ-spouse","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"?",140242,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +44,"Private",214415,"Some-college",10,"Separated","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",452283,"HS-grad",9,"Divorced","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",244172,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",231972,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +37,"Private",412296,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"Mexico",">50K" +32,"Private",30497,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",189216,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +36,"Private",268292,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,41,"United-States","<=50K" +38,"Private",69306,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +57,"State-gov",111224,"Bachelors",13,"Divorced","Machine-op-inspct","Not-in-family","Black","Male",0,0,39,"United-States","<=50K" +22,"State-gov",309348,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +80,"?",174995,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"Canada","<=50K" +20,"Private",210781,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +40,"Private",286750,"11th",7,"Separated","Machine-op-inspct","Not-in-family","Black","Male",0,0,36,"United-States","<=50K" +36,"Self-emp-not-inc",321274,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",192936,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"Private",72743,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +43,"Private",187861,"HS-grad",9,"Separated","Transport-moving","Unmarried","White","Female",0,0,44,"United-States","<=50K" +35,"Private",179579,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",663394,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",302422,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"?",154373,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,25,"United-States","<=50K" +49,"Local-gov",37353,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Self-emp-not-inc",109609,"Some-college",10,"Separated","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +47,"Private",184402,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +20,"Private",224640,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",405526,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",147884,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"Private",164231,"11th",7,"Separated","Prof-specialty","Own-child","White","Male",0,0,35,"United-States","<=50K" +25,"Private",383306,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",417668,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,36,"United-States","<=50K" +25,"Private",161007,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +63,"State-gov",99823,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,32,"United-States","<=50K" +25,"Private",37379,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +28,"Private",148645,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Private",180477,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States",">50K" +30,"Private",111415,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +41,"Local-gov",107327,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",194690,"9th",5,"Never-married","Other-service","Own-child","White","Male",0,0,50,"Mexico","<=50K" +32,"Federal-gov",145983,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States","<=50K" +50,"Private",128478,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States","<=50K" +21,"Private",250647,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,30,"Nicaragua","<=50K" +60,"Private",226949,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,37,"United-States","<=50K" +47,"Private",157901,"11th",7,"Married-civ-spouse","Other-service","Husband","Amer-Indian-Eskimo","Male",0,0,36,"United-States","<=50K" +54,"Self-emp-not-inc",33863,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +32,"Local-gov",40444,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +61,"Private",54373,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",305714,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,70,"United-States","<=50K" +38,"Local-gov",167440,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,20,"United-States","<=50K" +59,"Private",291529,"10th",6,"Widowed","Machine-op-inspct","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +43,"Private",243380,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",38619,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +33,"Private",132601,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +28,"Private",339372,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Private",101265,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,43,"United-States","<=50K" +23,"Private",117789,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +31,"Private",312667,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",255503,"11th",7,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +21,"Private",221955,"9th",5,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +22,"Private",139190,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +53,"Federal-gov",84278,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +40,"Private",114580,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,24,"United-States",">50K" +36,"Private",185405,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Self-emp-not-inc",199539,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States","<=50K" +23,"Private",346480,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +31,"Private",219619,"HS-grad",9,"Never-married","Sales","Other-relative","White","Male",0,0,48,"United-States","<=50K" +26,"Self-emp-not-inc",253899,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",155232,"Bachelors",13,"Divorced","Protective-serv","Not-in-family","Black","Male",0,0,60,"United-States",">50K" +43,"Private",182437,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +19,"Private",530454,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +46,"Private",101430,"11th",7,"Divorced","Handlers-cleaners","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +49,"Local-gov",358668,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +31,"Private",90668,"10th",6,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",126141,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",238355,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +22,"Private",194031,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +46,"Private",249686,"Prof-school",15,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +44,"Self-emp-not-inc",219591,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",221757,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",80625,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",185407,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +34,"Private",163110,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +34,"?",24504,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",192936,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",145011,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-inc",181196,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Self-emp-not-inc",37778,"Masters",14,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +27,"Private",60288,"Masters",14,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",84231,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,48,"United-States","<=50K" +24,"Private",52028,"1st-4th",2,"Married-civ-spouse","Other-service","Own-child","Asian-Pac-Islander","Female",0,0,5,"Vietnam","<=50K" +63,"Private",318763,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,22,"United-States","<=50K" +29,"Private",168138,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",113530,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",321896,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",145791,"Assoc-voc",11,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",131425,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Local-gov",142166,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,99,"United-States","<=50K" +20,"Private",494784,"HS-grad",9,"Never-married","Sales","Other-relative","Black","Female",0,0,35,"United-States","<=50K" +35,"Private",184655,"11th",7,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +41,"Local-gov",26669,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",191479,"Some-college",10,"Divorced","Exec-managerial","Own-child","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",86625,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"?","<=50K" +64,"State-gov",111795,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +31,"Private",364657,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"Germany",">50K" +42,"Self-emp-not-inc",436107,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Private",272476,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"United-States",">50K" +36,"Federal-gov",47310,"Some-college",10,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States",">50K" +23,"Private",283796,"12th",8,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,30,"Mexico","<=50K" +20,"Private",161092,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,14,"United-States","<=50K" +26,"Local-gov",265230,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",150471,"Assoc-acdm",12,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",183041,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,24,"United-States","<=50K" +33,"Private",176673,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +45,"Federal-gov",235891,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"Columbia","<=50K" +29,"Private",164040,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",324561,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +48,"Private",99127,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +38,"Private",334999,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +29,"Private",543477,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",65876,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Local-gov",105866,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,30,"United-States","<=50K" +27,"Private",214858,"HS-grad",9,"Married-civ-spouse","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",154076,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +70,"Private",280307,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"Cuba","<=50K" +30,"Private",97723,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,45,"United-States","<=50K" +24,"Private",233499,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +76,"Local-gov",259612,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,15,"United-States","<=50K" +25,"Private",236977,"HS-grad",9,"Separated","Craft-repair","Own-child","White","Male",0,0,40,"Mexico","<=50K" +39,"Private",347814,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Female",0,0,56,"United-States","<=50K" +36,"Local-gov",197495,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",227594,"12th",8,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +60,"Private",165441,"7th-8th",4,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"?",337488,"Some-college",10,"Never-married","?","Own-child","Black","Male",0,0,30,"United-States","<=50K" +54,"Private",167552,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"Haiti",">50K" +20,"Private",396722,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Federal-gov",146538,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",51973,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +41,"Private",144778,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",169672,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",240137,"5th-6th",3,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,55,"Mexico","<=50K" +17,"Private",172050,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,16,"United-States","<=50K" +43,"Private",178976,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",158200,"Prof-school",15,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Female",0,0,40,"?","<=50K" +38,"Federal-gov",172571,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States",">50K" +54,"Self-emp-not-inc",226735,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,45,"United-States","<=50K" +39,"Private",148015,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,52,"United-States","<=50K" +24,"?",67586,"Assoc-voc",11,"Married-civ-spouse","?","Wife","Black","Female",0,0,35,"United-States","<=50K" +22,"Private",88126,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",226296,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",452452,"10th",6,"Never-married","Priv-house-serv","Own-child","Black","Female",0,0,20,"United-States","<=50K" +20,"Private",378546,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,25,"United-States","<=50K" +53,"Federal-gov",186087,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Male",0,0,40,"United-States","<=50K" +32,"Private",27856,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +68,"Self-emp-not-inc",234859,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +28,"Private",71733,"Some-college",10,"Separated","Other-service","Unmarried","White","Female",0,0,15,"United-States","<=50K" +28,"Private",207473,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +54,"Private",179291,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,56,"Haiti",">50K" +21,"?",253190,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,48,"United-States","<=50K" +52,"Private",92968,"Bachelors",13,"Separated","Exec-managerial","Unmarried","White","Female",0,0,40,"?","<=50K" +25,"Private",209286,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",122889,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,50,"India",">50K" +33,"Private",112358,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +49,"Private",176341,"Bachelors",13,"Never-married","Tech-support","Unmarried","Asian-Pac-Islander","Female",0,0,40,"India","<=50K" +58,"Private",247276,"7th-8th",4,"Widowed","Other-service","Not-in-family","Other","Female",0,0,30,"United-States","<=50K" +45,"Private",276087,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,24,"United-States",">50K" +42,"Local-gov",177937,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"?","<=50K" +69,"Self-emp-inc",106395,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +61,"Private",167138,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",213887,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",185647,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +19,"Private",143360,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,34,"United-States","<=50K" +31,"Self-emp-not-inc",176862,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Federal-gov",97614,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",196763,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +46,"Private",306183,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,37,"United-States","<=50K" +48,"?",193047,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Private",195835,"7th-8th",4,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",106273,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,38,"United-States","<=50K" +40,"Private",222756,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +63,"Self-emp-inc",110610,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"?",191982,"Some-college",10,"Divorced","?","Unmarried","White","Female",0,0,10,"Poland","<=50K" +46,"Private",247286,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",219042,"10th",6,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +57,"Private",204751,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Private",113398,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,25,"United-States","<=50K" +25,"?",170428,"Bachelors",13,"Never-married","?","Not-in-family","Asian-Pac-Islander","Male",0,0,28,"Taiwan","<=50K" +36,"Private",162424,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +29,"Private",263005,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"Germany","<=50K" +42,"Private",369131,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +43,"Local-gov",114859,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,17,"United-States","<=50K" +46,"Private",405309,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",323627,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +40,"Private",106698,"Assoc-acdm",12,"Divorced","Transport-moving","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",51506,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",117251,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +26,"Private",106705,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,28,"United-States","<=50K" +30,"Private",217296,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States","<=50K" +43,"Private",143368,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +53,"Local-gov",86600,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +74,"State-gov",117017,"Some-college",10,"Separated","Sales","Not-in-family","White","Male",0,0,16,"United-States","<=50K" +64,"?",104756,"Some-college",10,"Widowed","?","Unmarried","White","Female",0,0,8,"United-States","<=50K" +45,"Private",55720,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +32,"State-gov",481096,"5th-6th",3,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,10,"United-States","<=50K" +23,"?",281668,"10th",6,"Never-married","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",186145,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +42,"Self-emp-not-inc",96524,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +63,"Private",181153,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +25,"Local-gov",375170,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,35,"United-States","<=50K" +37,"Private",360743,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",420054,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Italy","<=50K" +31,"Private",137681,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",101214,"Bachelors",13,"Divorced","Sales","Unmarried","White","Male",0,0,44,"United-States",">50K" +42,"Local-gov",213019,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +45,"Private",207540,"Doctorate",16,"Separated","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States",">50K" +52,"Private",145333,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +40,"Private",107306,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",195327,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Private",196126,"Bachelors",13,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"?","<=50K" +17,"Private",175465,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,14,"United-States","<=50K" +27,"Private",197905,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",172571,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"Private",25051,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +26,"Private",210714,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,52,"United-States",">50K" +22,"Private",183083,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +51,"Private",99185,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +33,"Private",283921,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",396467,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,50,"United-States",">50K" +50,"Private",158680,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",202091,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +21,"Private",285127,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +53,"Private",218630,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Self-emp-inc",99309,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",165505,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +22,"Private",122272,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +47,"Federal-gov",44257,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States",">50K" +51,"Self-emp-inc",194995,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +42,"State-gov",345969,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +28,"Private",31842,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",143582,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",0,0,35,"Vietnam","<=50K" +50,"Private",161438,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",317019,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +47,"Self-emp-not-inc",158451,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +60,"Private",225883,"Some-college",10,"Widowed","Sales","Unmarried","White","Female",0,0,27,"United-States","<=50K" +58,"Self-emp-inc",258883,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +62,"Private",26966,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",202812,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +59,"Private",35411,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",190885,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +31,"Private",182162,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,37,"United-States","<=50K" +18,"Private",352640,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +64,"Self-emp-not-inc",213945,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +51,"Self-emp-not-inc",135102,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States","<=50K" +47,"Self-emp-not-inc",102583,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +68,"Private",225612,"Bachelors",13,"Widowed","Sales","Not-in-family","White","Male",0,0,35,"United-States",">50K" +32,"Private",241802,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Other","Female",0,0,40,"United-States","<=50K" +39,"Private",347434,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,43,"Mexico","<=50K" +37,"Private",305259,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +29,"Private",140830,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"Private",291568,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Other","Male",0,0,40,"United-States","<=50K" +46,"Private",203067,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Self-emp-not-inc",155106,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +19,"?",252752,"HS-grad",9,"Never-married","?","Own-child","Black","Male",0,0,35,"United-States","<=50K" +52,"Local-gov",100226,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +40,"Private",63503,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +61,"Private",95929,"9th",5,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",187618,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +61,"Self-emp-not-inc",92178,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",220362,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,84,"United-States",">50K" +32,"Local-gov",209900,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,65,"United-States",">50K" +32,"Private",272376,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",173854,"Bachelors",13,"Divorced","Prof-specialty","Other-relative","White","Male",0,0,35,"United-States",">50K" +37,"Private",278924,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",324568,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +51,"Self-emp-inc",124963,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",211299,"Assoc-voc",11,"Never-married","Sales","Not-in-family","Black","Male",0,0,45,"United-States","<=50K" +48,"Private",192791,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",46868,"Masters",14,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Local-gov",31365,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +18,"Private",142647,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +60,"Private",116230,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",108907,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"?","<=50K" +19,"Private",495982,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,10,"United-States","<=50K" +18,"Private",334026,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,25,"United-States","<=50K" +33,"Private",268571,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",213813,"Some-college",10,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",241667,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +37,"Private",160920,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +50,"Private",107265,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +19,"?",41609,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,10,"United-States","<=50K" +43,"?",109912,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,7,"United-States",">50K" +23,"Private",167424,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +47,"Private",270079,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",325923,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,35,"United-States","<=50K" +19,"Private",194905,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,12,"United-States","<=50K" +47,"Local-gov",183486,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +36,"Federal-gov",153066,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +65,"Private",105252,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",146310,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",256504,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,6,"United-States","<=50K" +17,"Private",121425,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,16,"United-States","<=50K" +57,"?",155259,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",98829,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +47,"Self-emp-inc",239321,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +62,"Self-emp-inc",134768,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +35,"Private",556902,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",47907,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +23,"Private",114357,"HS-grad",9,"Never-married","Tech-support","Own-child","White","Male",0,0,50,"United-States","<=50K" +39,"Private",90646,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",232914,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,38,"United-States","<=50K" +24,"Private",192201,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +23,"Private",27776,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",137476,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,35,"United-States",">50K" +30,"Private",100734,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,38,"United-States","<=50K" +34,"Private",111746,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,45,"Portugal","<=50K" +32,"Private",184833,"10th",6,"Separated","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",151780,"Assoc-voc",11,"Never-married","Sales","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +38,"State-gov",203628,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +18,"Private",137363,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +41,"Private",172307,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",273403,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +36,"State-gov",37931,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,48,"United-States",">50K" +61,"Private",97030,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +30,"Private",54608,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +26,"Private",108542,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",253814,"Bachelors",13,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +45,"Private",421412,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +47,"Private",207140,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +19,"Private",138153,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +29,"Private",46987,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +51,"Self-emp-inc",183173,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +34,"Local-gov",229531,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +26,"Private",257405,"5th-6th",3,"Never-married","Farming-fishing","Other-relative","Black","Male",0,0,40,"Mexico","<=50K" +20,"State-gov",432052,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +43,"Private",397280,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +20,"Private",38001,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +27,"Private",101618,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Federal-gov",332727,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",115215,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",178449,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,49,"United-States","<=50K" +42,"Private",185267,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,32,"United-States","<=50K" +23,"Private",410439,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,25,"United-States","<=50K" +29,"Private",85572,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,42,"United-States",">50K" +27,"Private",83517,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,60,"United-States","<=50K" +43,"Self-emp-not-inc",194726,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +23,"Private",322674,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Local-gov",34540,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,44,"United-States","<=50K" +35,"Local-gov",211073,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,61,"United-States",">50K" +30,"Private",194901,"HS-grad",9,"Never-married","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +59,"Private",117059,"11th",7,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +28,"Private",51461,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +79,"Private",266119,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",92374,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,35,"United-States",">50K" +54,"Private",175262,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",208249,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,62,"United-States","<=50K" +22,"?",110622,"Bachelors",13,"Never-married","?","Own-child","Asian-Pac-Islander","Female",0,0,15,"Taiwan","<=50K" +34,"Private",146980,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,65,"United-States","<=50K" +18,"Private",112974,"11th",7,"Never-married","Prof-specialty","Other-relative","White","Male",0,0,3,"United-States","<=50K" +18,"Private",210932,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +46,"Private",145290,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",198992,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +77,"?",174887,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,6,"United-States","<=50K" +48,"Private",190072,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +29,"Private",49087,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +41,"Private",126622,"11th",7,"Divorced","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",174189,"9th",5,"Separated","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",118605,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +49,"Self-emp-not-inc",377622,"Assoc-acdm",12,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +49,"Private",157272,"HS-grad",9,"Separated","Sales","Unmarried","White","Male",0,0,50,"United-States","<=50K" +30,"Private",78530,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",190391,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +62,"State-gov",162678,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",103980,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,52,"United-States","<=50K" +20,"Private",293726,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Private",98350,"Preschool",1,"Married-spouse-absent","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +30,"Private",207668,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,60,"Hungary","<=50K" +29,"Federal-gov",41013,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +44,"Federal-gov",320071,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",306908,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +62,"Private",167652,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Private",173580,"Some-college",10,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",273612,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +26,"Private",195555,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"Private",186446,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +22,"Private",418405,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Local-gov",41793,"Masters",14,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,50,"?","<=50K" +26,"Private",183965,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",354784,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +32,"Private",732102,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +66,"Self-emp-not-inc",97847,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",196678,"Preschool",1,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,30,"United-States","<=50K" +19,"Private",320014,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +54,"Self-emp-inc",298215,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",295127,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",368140,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Self-emp-not-inc",187411,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"?","<=50K" +22,"?",121070,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,35,"United-States","<=50K" +34,"Private",212163,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,25,"United-States","<=50K" +35,"Self-emp-not-inc",108198,"HS-grad",9,"Divorced","Craft-repair","Own-child","Amer-Indian-Eskimo","Male",0,0,15,"United-States","<=50K" +42,"Federal-gov",294431,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Federal-gov",202560,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +29,"Self-emp-inc",266070,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,80,"United-States","<=50K" +34,"Private",346122,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-inc",308686,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,70,"United-States",">50K" +62,"Self-emp-inc",236096,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",187711,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",238959,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +47,"Private",93557,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",329980,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",125010,"Assoc-voc",11,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +60,"Self-emp-inc",90915,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",289731,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Private",206052,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",191385,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"?",268804,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,30,"United-States","<=50K" +35,"Self-emp-not-inc",199753,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"United-States","<=50K" +50,"Local-gov",92486,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",171088,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,10,"United-States","<=50K" +33,"Private",112820,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",32855,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +17,"Private",142964,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +47,"Private",89146,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States",">50K" +51,"?",147015,"Some-college",10,"Divorced","?","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +26,"Private",291968,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Local-gov",29235,"Some-college",10,"Married-civ-spouse","Protective-serv","Wife","White","Female",0,0,40,"France",">50K" +55,"Private",238216,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",323726,"Some-college",10,"Never-married","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +54,"Private",141663,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",118551,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States",">50K" +52,"Local-gov",35092,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",139703,"HS-grad",9,"Married-spouse-absent","Sales","Unmarried","Black","Female",0,0,28,"Jamaica","<=50K" +39,"Federal-gov",206190,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +59,"Self-emp-not-inc",178353,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +55,"Federal-gov",169133,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",103179,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +31,"Private",354464,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",124651,"11th",7,"Never-married","?","Own-child","Black","Male",0,0,25,"United-States","<=50K" +30,"Private",60426,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Own-child","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +47,"Federal-gov",98726,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",133861,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",180303,"Bachelors",13,"Divorced","Craft-repair","Unmarried","Asian-Pac-Islander","Male",0,0,47,"Iran","<=50K" +33,"Private",221324,"Assoc-voc",11,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",325658,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +32,"Private",210562,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",152249,"HS-grad",9,"Married-spouse-absent","Other-service","Not-in-family","White","Male",0,0,35,"Mexico","<=50K" +29,"Private",178649,"HS-grad",9,"Married-spouse-absent","Other-service","Not-in-family","White","Female",0,0,20,"France","<=50K" +41,"State-gov",48997,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",243409,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +34,"Private",162442,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States",">50K" +23,"Private",203078,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,24,"United-States","<=50K" +53,"Self-emp-inc",155983,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +45,"Self-emp-not-inc",182677,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Thailand","<=50K" +34,"?",170276,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,10,"United-States",">50K" +47,"Private",105381,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"?",256240,"7th-8th",4,"Married-civ-spouse","?","Own-child","White","Male",0,0,60,"United-States","<=50K" +38,"Self-emp-inc",141584,"HS-grad",9,"Divorced","Sales","Unmarried","White","Male",0,0,55,"United-States","<=50K" +26,"Private",113571,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +18,"Private",154089,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +43,"Private",50197,"10th",6,"Separated","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",132572,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,32,"United-States","<=50K" +47,"Private",238185,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",112754,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States",">50K" +58,"Self-emp-inc",143266,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",68006,"7th-8th",4,"Never-married","Other-service","Other-relative","White","Female",0,0,60,"United-States","<=50K" +40,"Private",287079,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +33,"Private",223212,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +74,"Self-emp-not-inc",173929,"Doctorate",16,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,25,"United-States",">50K" +49,"Self-emp-not-inc",182211,"HS-grad",9,"Widowed","Farming-fishing","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +56,"Self-emp-not-inc",62539,"11th",7,"Widowed","Other-service","Unmarried","White","Female",0,0,65,"Greece",">50K" +25,"Private",305472,"Assoc-acdm",12,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,48,"United-States","<=50K" +57,"Private",548256,"12th",8,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",40295,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Private",31137,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +28,"?",127833,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",201743,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +40,"Private",240027,"Some-college",10,"Never-married","Sales","Unmarried","Black","Female",0,0,45,"United-States","<=50K" +28,"Private",129882,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +48,"?",355890,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,55,"United-States",">50K" +20,"Private",107658,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,10,"Canada","<=50K" +19,"Private",146679,"Some-college",10,"Never-married","Exec-managerial","Own-child","Black","Male",0,0,30,"United-States","<=50K" +75,"?",35724,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +24,"Federal-gov",42251,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +31,"Private",113838,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +28,"Self-emp-not-inc",282398,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +41,"Private",33331,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +23,"Federal-gov",41031,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +46,"Private",155489,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,43,"United-States",">50K" +33,"Private",53042,"12th",8,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +34,"Private",174789,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +47,"Local-gov",203067,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +45,"Private",216626,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","Other","Male",0,0,40,"Columbia","<=50K" +35,"Private",93034,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Cambodia","<=50K" +59,"Self-emp-not-inc",188003,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States",">50K" +46,"Local-gov",65535,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +39,"Private",366757,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +23,"Private",414545,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",295919,"Assoc-acdm",12,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",34378,"1st-4th",2,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",476334,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +32,"Private",255424,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +34,"Local-gov",175856,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",124692,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",118551,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +78,"?",292019,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +31,"Private",288566,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,43,"United-States",">50K" +61,"Private",137733,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +22,"Private",39432,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",138537,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Laos","<=50K" +37,"Private",709445,"HS-grad",9,"Separated","Craft-repair","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",194809,"11th",7,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"?",299090,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +18,"Private",159561,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,20,"United-States","<=50K" +37,"Private",236328,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +46,"Private",269045,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States",">50K" +25,"?",196627,"11th",7,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Federal-gov",323798,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Private",463072,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +25,"Self-emp-inc",98756,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Female",0,0,50,"United-States","<=50K" +50,"State-gov",161075,"HS-grad",9,"Widowed","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",192485,"12th",8,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,20,"United-States","<=50K" +25,"Private",201579,"9th",5,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +23,"Private",117606,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"?",177487,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",60313,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +27,"Private",169958,"5th-6th",3,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"?","<=50K" +19,"Private",240686,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +52,"Local-gov",124793,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Self-emp-not-inc",113948,"Assoc-voc",11,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,45,"United-States","<=50K" +17,"?",241021,"12th",8,"Never-married","?","Own-child","Other","Female",0,0,40,"United-States","<=50K" +21,"Private",147655,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",38876,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +20,"?",114813,"10th",6,"Separated","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",136310,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Federal-gov",153132,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +23,"Private",197552,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +33,"Private",69748,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +29,"Private",175738,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States",">50K" +50,"State-gov",78649,"Some-college",10,"Married-spouse-absent","Adm-clerical","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-inc",188774,"11th",7,"Married-spouse-absent","Sales","Not-in-family","White","Male",0,0,60,"?","<=50K" +19,"Federal-gov",215891,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +40,"Private",144928,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +65,"Private",262446,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +44,"Federal-gov",191295,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,48,"United-States","<=50K" +32,"Private",279173,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +41,"Private",153031,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +28,"Private",202239,"7th-8th",4,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +39,"Local-gov",164156,"Assoc-acdm",12,"Divorced","Other-service","Unmarried","White","Female",0,0,55,"United-States","<=50K" +59,"Private",196482,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",176185,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"France",">50K" +34,"Private",287315,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",117210,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",41610,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",160703,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,65,"United-States",">50K" +31,"Private",80511,"Assoc-acdm",12,"Divorced","Tech-support","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +39,"Private",219155,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,43,"United-States","<=50K" +35,"Private",106347,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +44,"Self-emp-not-inc",163985,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,32,"United-States",">50K" +28,"Private",270887,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +17,"Private",205726,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +23,"Private",218899,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,60,"United-States","<=50K" +19,"Private",248749,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +30,"Private",197558,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",176514,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"?",116820,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,50,"United-States","<=50K" +44,"Private",226129,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Private",281138,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",98061,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",260560,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +23,"Private",289909,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +51,"Private",59590,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States","<=50K" +24,"Private",236769,"Assoc-acdm",12,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",423616,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,24,"United-States",">50K" +24,"Private",291407,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +53,"Self-emp-inc",100029,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",204494,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,56,"United-States",">50K" +24,"Private",201680,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",154308,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +31,"Private",150324,"11th",7,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +38,"Local-gov",331609,"Some-college",10,"Widowed","Transport-moving","Not-in-family","Black","Female",0,0,47,"United-States","<=50K" +28,"Private",100829,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +38,"Private",203169,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",122075,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +29,"Private",178778,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",276345,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +48,"Private",233511,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",289448,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +31,"Private",173350,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +36,"Private",130589,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +62,"Private",94318,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",297531,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +55,"Private",129762,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +21,"Private",182614,"Some-college",10,"Never-married","Sales","Other-relative","White","Female",0,0,40,"Poland","<=50K" +60,"Private",120067,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"Private",182370,"Assoc-acdm",12,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",60949,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",190511,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",188195,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",89534,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",183358,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Puerto-Rico","<=50K" +38,"?",75024,"7th-8th",4,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",251120,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"England","<=50K" +35,"Private",108946,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",93223,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,35,"United-States","<=50K" +61,"Private",147393,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States","<=50K" +71,"?",45801,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,70,"United-States","<=50K" +35,"State-gov",225385,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Federal-gov",23892,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",179668,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"Scotland","<=50K" +27,"Self-emp-not-inc",404998,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",68882,"1st-4th",2,"Widowed","Other-service","Unmarried","White","Female",0,0,35,"Portugal","<=50K" +55,"Self-emp-not-inc",194065,"Assoc-acdm",12,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",185336,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +25,"State-gov",152503,"Some-college",10,"Never-married","Tech-support","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +52,"Private",167794,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States",">50K" +46,"Private",96552,"Some-college",10,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,17,"United-States","<=50K" +52,"State-gov",254285,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",32509,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +46,"Private",125492,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-inc",186035,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +69,"?",168794,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,48,"United-States","<=50K" +36,"Private",215503,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +57,"Local-gov",190748,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,35,"United-States","<=50K" +24,"Private",117767,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +37,"Private",301070,"HS-grad",9,"Divorced","Farming-fishing","Unmarried","White","Male",0,0,45,"United-States","<=50K" +39,"Private",186183,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",131808,"Assoc-voc",11,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +34,"State-gov",156292,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",124589,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"Private",262819,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +61,"Private",95500,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",241306,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +29,"Private",238680,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Male",0,0,55,"Outlying-US(Guam-USVI-etc)","<=50K" +18,"?",42293,"10th",6,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +41,"Local-gov",168071,"HS-grad",9,"Divorced","Exec-managerial","Own-child","White","Male",0,0,45,"United-States","<=50K" +42,"Private",337629,"12th",8,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,60,"?",">50K" +52,"Private",168001,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +38,"Private",97759,"12th",8,"Never-married","Other-service","Unmarried","White","Female",0,0,17,"United-States","<=50K" +51,"Self-emp-not-inc",107096,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +55,"Private",76860,"HS-grad",9,"Married-civ-spouse","Other-service","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +20,"Private",70076,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"Private",312017,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",174138,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",125892,"Bachelors",13,"Divorced","Exec-managerial","Other-relative","White","Male",0,0,40,"United-States","<=50K" +22,"Private",210474,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"State-gov",157332,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +28,"Private",30771,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",319768,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"France",">50K" +25,"Private",324609,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +48,"Private",268234,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Local-gov",178109,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,43,"United-States","<=50K" +31,"Private",25955,"9th",5,"Never-married","Craft-repair","Own-child","Amer-Indian-Eskimo","Male",0,0,35,"United-States","<=50K" +65,"?",123484,"HS-grad",9,"Widowed","?","Other-relative","White","Female",0,0,25,"United-States","<=50K" +56,"Local-gov",129762,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +22,"Self-emp-not-inc",108506,"Assoc-voc",11,"Never-married","Farming-fishing","Not-in-family","Amer-Indian-Eskimo","Male",0,0,75,"United-States","<=50K" +27,"Private",241607,"Bachelors",13,"Never-married","Tech-support","Other-relative","White","Male",0,0,50,"United-States","<=50K" +27,"Federal-gov",214385,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +30,"Local-gov",183000,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +33,"Private",290763,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Private",171924,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,43,"United-States",">50K" +19,"Private",97189,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,22,"United-States","<=50K" +37,"Federal-gov",329088,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",58371,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"?",256371,"12th",8,"Never-married","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",35824,"Some-college",10,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Private",173271,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",391349,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +24,"Private",86153,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",295855,"11th",7,"Divorced","Other-service","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +33,"Self-emp-not-inc",327902,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"Private",285102,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Taiwan",">50K" +57,"Private",178353,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Private",28119,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,7,"United-States","<=50K" +42,"Private",197522,"Some-college",10,"Separated","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",108542,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,35,"United-States","<=50K" +56,"Private",179781,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",126974,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",180060,"Bachelors",13,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,50,"United-States","<=50K" +35,"Local-gov",38948,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Private",271572,"9th",5,"Never-married","Other-service","Other-relative","White","Male",0,0,52,"United-States","<=50K" +41,"Private",177305,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +26,"Private",238367,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",172232,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +22,"Private",153805,"HS-grad",9,"Never-married","Other-service","Unmarried","Other","Male",0,0,20,"Puerto-Rico","<=50K" +30,"Private",26543,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",109067,"Bachelors",13,"Separated","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",213716,"Assoc-voc",11,"Divorced","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +49,"Private",149809,"Preschool",1,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"?","<=50K" +27,"Private",185670,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +43,"Federal-gov",233851,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +25,"Private",213385,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",38238,"Bachelors",13,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +68,"Private",104438,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Ireland",">50K" +17,"Private",202344,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +45,"Self-emp-not-inc",43434,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",102147,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +30,"Private",231826,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +49,"State-gov",247378,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +29,"Private",184078,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +20,"Private",258430,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,19,"United-States","<=50K" +59,"Private",244554,"11th",7,"Divorced","Other-service","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +26,"Private",252565,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +25,"Private",262778,"Masters",14,"Never-married","Other-service","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +33,"Private",162572,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States",">50K" +35,"Private",65706,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Federal-gov",102569,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +66,"Private",350498,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,28,"United-States","<=50K" +67,"?",159542,"5th-6th",3,"Widowed","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",142383,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","Other","Male",0,0,36,"United-States","<=50K" +38,"Private",229236,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Other","Male",0,0,40,"Puerto-Rico","<=50K" +72,"Private",56559,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,12,"United-States","<=50K" +21,"Private",27049,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,12,"United-States","<=50K" +39,"Private",36376,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +22,"Private",246965,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,12,"United-States","<=50K" +24,"Private",268525,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +25,"Private",456604,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",223464,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",341797,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",174461,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",392167,"10th",6,"Divorced","Sales","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +60,"Private",210064,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +67,"?",233182,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,7,"United-States","<=50K" +62,"Private",143312,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +22,"Private",326334,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +37,"Private",179088,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",207637,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,10,"United-States","<=50K" +52,"Federal-gov",37289,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States",">50K" +31,"Private",36069,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +23,"Federal-gov",53245,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Self-emp-inc",399904,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,50,"Mexico","<=50K" +38,"Self-emp-inc",199346,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,45,"United-States","<=50K" +23,"Private",343019,"10th",6,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"State-gov",232742,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",390472,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",290124,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +39,"Private",70240,"5th-6th",3,"Married-spouse-absent","Other-service","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +25,"Private",153841,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",137367,"Bachelors",13,"Never-married","Sales","Unmarried","Asian-Pac-Islander","Male",0,0,44,"Philippines","<=50K" +66,"Private",313255,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,24,"United-States","<=50K" +30,"Private",100734,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +32,"Private",248584,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",60001,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",335065,"7th-8th",4,"Never-married","Sales","Own-child","White","Male",0,0,30,"Mexico","<=50K" +20,"Private",219262,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +20,"Private",186830,"HS-grad",9,"Never-married","Transport-moving","Other-relative","Black","Male",0,0,45,"United-States","<=50K" +34,"Private",226385,"Masters",14,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",609789,"Assoc-acdm",12,"Married-spouse-absent","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +40,"Private",307767,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +33,"Private",217460,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +41,"Local-gov",160893,"Preschool",1,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,30,"United-States","<=50K" +20,"Private",68358,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,12,"United-States","<=50K" +40,"Self-emp-not-inc",243636,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Self-emp-not-inc",71269,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",71898,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Wife","Asian-Pac-Islander","Female",0,0,35,"Philippines","<=50K" +38,"?",212048,"Prof-school",15,"Divorced","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +30,"Local-gov",115040,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Other-relative","White","Male",0,0,25,"United-States","<=50K" +25,"Private",210794,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"?",88126,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",570821,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"?",146196,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"State-gov",169482,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",63577,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +22,"Private",208946,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",26598,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",189203,"Assoc-voc",11,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",183892,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +82,"?",194590,"Assoc-voc",11,"Widowed","?","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +18,"Private",188616,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +60,"Private",116707,"11th",7,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",99199,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +39,"Local-gov",183620,"Some-college",10,"Never-married","Protective-serv","Not-in-family","Black","Female",0,0,40,"United-States",">50K" +34,"Private",110476,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",150726,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",214695,"HS-grad",9,"Never-married","Sales","Own-child","Black","Male",0,0,60,"United-States","<=50K" +37,"Private",172694,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,50,"United-States","<=50K" +25,"Private",344804,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"Mexico","<=50K" +33,"Private",319422,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"Peru","<=50K" +34,"State-gov",327902,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +35,"Private",438176,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Female",0,0,65,"United-States","<=50K" +51,"Private",197656,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Private",219838,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",35561,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +25,"?",156848,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +56,"Private",190257,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",156464,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,85,"England",">50K" +36,"Private",65624,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",201699,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Private",349910,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States",">50K" +88,"Self-emp-not-inc",187097,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",264314,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"Columbia","<=50K" +40,"Self-emp-not-inc",282678,"Masters",14,"Separated","Exec-managerial","Unmarried","White","Female",0,0,20,"United-States","<=50K" +21,"Private",188923,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,55,"United-States","<=50K" +46,"Private",114797,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Black","Female",0,0,36,"United-States","<=50K" +56,"Private",245215,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Self-emp-not-inc",36270,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +67,"Self-emp-not-inc",107138,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",77820,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +20,"Private",39477,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",359759,"HS-grad",9,"Never-married","Craft-repair","Own-child","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +19,"?",249147,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +19,"Private",44797,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +25,"Private",164488,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +53,"Private",48413,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",36592,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,91,"United-States","<=50K" +33,"Private",280923,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +33,"Federal-gov",29617,"Some-college",10,"Divorced","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",189240,"Some-college",10,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +20,"?",37932,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",181705,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",147548,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,85,"United-States","<=50K" +51,"Self-emp-not-inc",306784,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States","<=50K" +45,"?",260953,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",230229,"5th-6th",3,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +63,"Private",301108,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,22,"United-States","<=50K" +35,"Private",263081,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,60,"United-States",">50K" +25,"Self-emp-not-inc",37741,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +44,"Private",150076,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +49,"Self-emp-not-inc",148254,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +52,"Private",183611,"1st-4th",2,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",258768,"Bachelors",13,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",287658,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +51,"Private",95946,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +49,"Private",31267,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",250135,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",176073,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +65,"Private",23580,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",163665,"Bachelors",13,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +30,"Federal-gov",43953,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",144860,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States","<=50K" +58,"Self-emp-not-inc",61474,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +40,"Private",225660,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,45,"United-States",">50K" +42,"Private",336891,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",210164,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",171080,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +42,"Private",143342,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",281627,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",157262,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +31,"Private",144949,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",104293,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",195481,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Other-relative","White","Male",0,0,40,"United-States","<=50K" +40,"Private",193995,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +67,"Private",105216,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +40,"Private",147206,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",173585,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,0,18,"United-States","<=50K" +38,"Private",248919,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Guatemala","<=50K" +42,"Private",280410,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"Haiti","<=50K" +36,"State-gov",170861,"HS-grad",9,"Separated","Other-service","Own-child","White","Female",0,0,32,"United-States","<=50K" +23,"Self-emp-not-inc",409230,"1st-4th",2,"Married-civ-spouse","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +56,"Private",340171,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",41017,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,52,"United-States",">50K" +22,"Private",416356,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +39,"Private",261504,"12th",8,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"State-gov",205555,"Prof-school",15,"Divorced","Prof-specialty","Own-child","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +44,"Private",245317,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,56,"United-States",">50K" +38,"Private",153685,"11th",7,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,52,"United-States","<=50K" +19,"?",169758,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",99374,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +57,"Local-gov",139452,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +54,"Private",227832,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Self-emp-not-inc",213024,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,30,"United-States","<=50K" +22,"?",24008,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,72,"United-States","<=50K" +63,"Self-emp-not-inc",33487,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-inc",187934,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,20,"Poland","<=50K" +26,"Private",421561,"11th",7,"Married-civ-spouse","Other-service","Other-relative","White","Male",0,0,25,"United-States","<=50K" +40,"Private",109969,"11th",7,"Divorced","Other-service","Other-relative","White","Female",0,0,20,"United-States","<=50K" +20,"Private",116830,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",106951,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +30,"Private",89625,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",0,0,5,"United-States",">50K" +42,"Private",194537,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",144002,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +21,"Private",202214,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",109762,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +36,"Private",292570,"11th",7,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +65,"Private",94552,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Local-gov",46401,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States","<=50K" +18,"Private",151150,"10th",6,"Never-married","Farming-fishing","Own-child","White","Male",0,0,27,"United-States","<=50K" +31,"Private",197689,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,38,"United-States","<=50K" +36,"Self-emp-inc",180477,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +20,"Private",181761,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",381153,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",165474,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,39,"United-States","<=50K" +38,"Federal-gov",190174,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +17,"Private",295991,"10th",6,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +52,"Without-pay",198262,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,30,"United-States","<=50K" +34,"Private",190385,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +30,"?",411560,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,40,"United-States","<=50K" +49,"Private",262116,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States","<=50K" +45,"Private",178922,"9th",5,"Never-married","Other-service","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +34,"Self-emp-inc",209538,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",216086,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +23,"Private",636017,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",155781,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",136873,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"State-gov",122066,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States",">50K" +27,"State-gov",346406,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Male",0,0,50,"United-States","<=50K" +43,"Private",117915,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",19914,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",0,0,50,"Philippines","<=50K" +55,"Private",255364,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +31,"Private",703107,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +34,"Private",62374,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +34,"Private",96245,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",348796,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",136873,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,10,"United-States","<=50K" +35,"Private",388252,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +28,"Private",47783,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +40,"Federal-gov",544792,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",434463,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,39,"United-States","<=50K" +70,"Private",221603,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,34,"United-States","<=50K" +23,"Private",233711,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",111567,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,48,"United-States","<=50K" +57,"Private",79830,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",192259,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +24,"Private",239663,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +41,"Local-gov",34987,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +38,"Self-emp-not-inc",409189,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Mexico","<=50K" +48,"Private",135525,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",152159,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +18,"Private",141363,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",214816,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",42907,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,48,"United-States","<=50K" +30,"Private",161815,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +42,"Private",127314,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +48,"Private",395368,"Some-college",10,"Divorced","Handlers-cleaners","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +70,"Private",184176,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +37,"Private",112660,"9th",5,"Divorced","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +51,"Private",183709,"Assoc-voc",11,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",434114,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +57,"Private",190997,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",335533,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +26,"Private",176146,"5th-6th",3,"Separated","Craft-repair","Not-in-family","Other","Male",0,0,35,"Mexico","<=50K" +19,"Private",272063,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +34,"Private",169564,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",69847,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +22,"Private",175431,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +32,"Private",228357,"Assoc-voc",11,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"?","<=50K" +72,"Self-emp-not-inc",284120,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",109133,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",167336,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,45,"United-States",">50K" +76,"?",42209,"9th",5,"Widowed","?","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +37,"Private",282951,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",303155,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Private",261899,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,44,"United-States","<=50K" +53,"State-gov",71417,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",239130,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +69,"Private",200560,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,20,"United-States","<=50K" +20,"Private",157541,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,27,"United-States","<=50K" +33,"Private",255004,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +47,"Private",230136,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,60,"United-States",">50K" +22,"Private",39615,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +20,"Private",47678,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",281315,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +23,"Private",176123,"HS-grad",9,"Never-married","Tech-support","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +24,"?",165350,"HS-grad",9,"Separated","?","Not-in-family","Black","Male",0,0,50,"Germany","<=50K" +32,"Private",235862,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +41,"Private",142579,"Bachelors",13,"Widowed","Sales","Unmarried","Black","Male",0,0,50,"United-States","<=50K" +35,"Private",38294,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",111483,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",189850,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,40,"United-States","<=50K" +34,"State-gov",145874,"Doctorate",16,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,20,"China","<=50K" +23,"Private",139012,"Assoc-voc",11,"Never-married","Transport-moving","Own-child","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +30,"Local-gov",211654,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Local-gov",173090,"Masters",14,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,45,"United-States","<=50K" +42,"?",195124,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,60,"Dominican-Republic","<=50K" +39,"Private",32146,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +52,"Private",282674,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States",">50K" +42,"Private",190403,"Some-college",10,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,60,"Canada","<=50K" +27,"Private",198258,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +30,"Self-emp-not-inc",172748,"7th-8th",4,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +58,"?",175017,"Bachelors",13,"Divorced","?","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +18,"Private",170183,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +52,"Private",150812,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +24,"Private",241185,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +58,"Self-emp-inc",174864,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +35,"Private",30529,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",301637,"Assoc-voc",11,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",242912,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Female",0,0,35,"United-States","<=50K" +24,"Private",117363,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +22,"Private",333158,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +39,"Private",193260,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,25,"Mexico","<=50K" +34,"State-gov",278378,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +58,"Private",111394,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",102476,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,25,"United-States","<=50K" +29,"Private",26451,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +67,"?",209137,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",210945,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,35,"Haiti","<=50K" +62,"Local-gov",115023,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",53833,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",150057,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States","<=50K" +18,"Private",128086,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,18,"United-States","<=50K" +25,"Private",28473,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",155509,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +56,"Private",165315,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"?","<=50K" +30,"Private",171889,"Prof-school",15,"Never-married","Tech-support","Own-child","White","Female",0,0,24,"United-States","<=50K" +41,"Local-gov",185057,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +59,"Private",277034,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Male",0,0,60,"United-States",">50K" +36,"Private",166606,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",97453,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,54,"United-States","<=50K" +27,"Private",136094,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"?",61855,"HS-grad",9,"Never-married","?","Other-relative","White","Female",0,0,30,"United-States","<=50K" +30,"Private",182771,"Bachelors",13,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,15,"China","<=50K" +47,"Private",418961,"Assoc-voc",11,"Divorced","Sales","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +39,"Private",106961,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",81846,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +44,"Private",105936,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",36425,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",595088,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,63,"United-States","<=50K" +38,"Private",149018,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",229613,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",33521,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +53,"State-gov",105728,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Amer-Indian-Eskimo","Female",0,0,28,"United-States",">50K" +31,"Private",193215,"Some-college",10,"Married-civ-spouse","Exec-managerial","Own-child","White","Male",0,0,50,"United-States","<=50K" +18,"Private",137363,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-inc",104892,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Private",149427,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +19,"State-gov",176634,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",183279,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",225775,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",202091,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,60,"United-States","<=50K" +36,"Private",123151,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +22,"Private",168187,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,50,"United-States","<=50K" +42,"Federal-gov",33521,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"State-gov",243678,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",164898,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"State-gov",290614,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",199265,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",207668,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +18,"State-gov",30687,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,10,"United-States","<=50K" +24,"State-gov",27939,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,24,"?","<=50K" +17,"Private",438996,"10th",6,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +48,"Private",152915,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +66,"?",186030,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,32,"United-States","<=50K" +46,"Local-gov",297759,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Private",171242,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States",">50K" +28,"Private",206088,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",182792,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",167725,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,24,"United-States","<=50K" +43,"Private",160674,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",194710,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",255027,"Assoc-voc",11,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",204641,"10th",6,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,50,"United-States","<=50K" +20,"State-gov",177787,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +29,"Private",54932,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,35,"United-States",">50K" +54,"Self-emp-not-inc",91506,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States","<=50K" +34,"Private",198634,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",227146,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Private",135647,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +40,"Private",55508,"7th-8th",4,"Divorced","Farming-fishing","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",174912,"HS-grad",9,"Separated","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",175925,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Local-gov",329144,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,44,"United-States",">50K" +67,"?",81761,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,2,"United-States","<=50K" +49,"Self-emp-not-inc",102318,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +30,"Federal-gov",266463,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Federal-gov",107314,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",114158,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",124052,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",144301,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,42,"United-States","<=50K" +28,"Private",176683,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,70,"United-States",">50K" +23,"Private",234663,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",178948,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,50,"United-States","<=50K" +37,"Self-emp-not-inc",607848,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",202937,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +32,"Federal-gov",83413,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States",">50K" +26,"Private",212798,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +57,"Federal-gov",192258,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",112497,"9th",5,"Married-civ-spouse","Sales","Own-child","White","Male",0,0,50,"United-States",">50K" +30,"Private",97521,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",160972,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +21,"Private",322931,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +22,"Private",403519,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",330174,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",278155,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",39054,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +57,"Private",170287,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",336643,"Assoc-voc",11,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",264166,"Assoc-voc",11,"Divorced","Other-service","Unmarried","White","Female",0,0,45,"Columbia","<=50K" +44,"Local-gov",433705,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,52,"United-States",">50K" +28,"Private",27044,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +42,"Private",165599,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",159759,"Bachelors",13,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",385092,"Some-college",10,"Divorced","Prof-specialty","Own-child","White","Female",0,0,36,"United-States","<=50K" +42,"Private",188808,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Male",0,0,30,"United-States","<=50K" +30,"Private",167476,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +21,"State-gov",194096,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,10,"United-States","<=50K" +59,"Private",182460,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States",">50K" +21,"?",102323,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +56,"Private",232139,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",341741,"Preschool",1,"Never-married","Other-service","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +21,"Private",206008,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,50,"United-States","<=50K" +48,"Private",344415,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,37,"United-States",">50K" +35,"State-gov",372130,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States","<=50K" +43,"Private",27766,"Bachelors",13,"Separated","Exec-managerial","Unmarried","White","Male",0,0,60,"United-States",">50K" +23,"Private",140764,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +17,"?",161259,"10th",6,"Never-married","?","Other-relative","White","Male",0,0,12,"United-States","<=50K" +41,"Private",22201,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Japan",">50K" +35,"Self-emp-inc",187046,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States","<=50K" +22,"Private",137591,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +53,"Private",274276,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",341757,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",218542,"HS-grad",9,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +44,"Local-gov",190020,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",221436,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"Cuba",">50K" +39,"Self-emp-not-inc",52187,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Private",158776,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",51543,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +17,"Private",146329,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,23,"United-States","<=50K" +31,"Private",397467,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Private",105592,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,12,"United-States","<=50K" +39,"Private",78171,"Some-college",10,"Married-spouse-absent","Adm-clerical","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +46,"State-gov",55377,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States",">50K" +31,"Private",258932,"HS-grad",9,"Married-spouse-absent","Other-service","Not-in-family","White","Female",0,0,80,"Italy","<=50K" +18,"Private",219841,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,12,"United-States","<=50K" +46,"Private",156926,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +55,"Private",160362,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",192161,"Bachelors",13,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,43,"United-States","<=50K" +53,"Private",208570,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,26,"United-States","<=50K" +44,"Self-emp-not-inc",182771,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,48,"South",">50K" +43,"Private",151089,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +50,"Private",163002,"HS-grad",9,"Separated","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +56,"Private",155657,"7th-8th",4,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,20,"Yugoslavia","<=50K" +27,"Private",217530,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +20,"Private",244406,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +18,"Local-gov",152182,"10th",6,"Never-married","Protective-serv","Own-child","White","Female",0,0,6,"United-States","<=50K" +38,"Private",201454,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Self-emp-inc",144371,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,15,"United-States","<=50K" +55,"Private",277034,"Some-college",10,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",462832,"HS-grad",9,"Married-civ-spouse","Craft-repair","Wife","Black","Female",0,0,40,"United-States",">50K" +26,"Private",200681,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"State-gov",119565,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Puerto-Rico",">50K" +22,"Private",192017,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Local-gov",84808,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",100154,"10th",6,"Separated","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",169383,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Without-pay",43887,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,10,"United-States","<=50K" +45,"Private",54260,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,99,"United-States","<=50K" +25,"Private",476334,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +90,"Private",52386,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +33,"Private",83671,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,0,40,"United-States","<=50K" +45,"Private",172960,"Some-college",10,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +47,"Private",191957,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States",">50K" +38,"Local-gov",40955,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,43,"United-States","<=50K" +37,"Private",175643,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +53,"State-gov",197184,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +56,"Private",187295,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",40822,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,15,"United-States","<=50K" +44,"Private",228729,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"?","<=50K" +50,"Private",240496,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +26,"Private",51961,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,20,"United-States","<=50K" +36,"Private",174887,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",95855,"11th",7,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",362259,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",30916,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +62,"Private",153148,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,84,"United-States","<=50K" +46,"Private",167915,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",98776,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,15,"United-States","<=50K" +27,"Private",209801,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"?","<=50K" +38,"Private",183800,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",54595,"12th",8,"Never-married","Sales","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +34,"Private",79637,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +50,"Private",126566,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",527162,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States","<=50K" +19,"Private",139466,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +23,"Private",64520,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +50,"Private",97741,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +17,"Private",350995,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +59,"?",182836,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States",">50K" +25,"Private",143267,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +21,"Private",346341,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Private",172175,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",153035,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +63,"Private",200127,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Local-gov",204470,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,43,"United-States","<=50K" +45,"Private",353012,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",194342,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",57898,"12th",8,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",164707,"Some-college",10,"Never-married","Sales","Other-relative","White","Female",0,0,40,"?","<=50K" +42,"Private",269028,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"France","<=50K" +56,"Private",83922,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",160647,"HS-grad",9,"Never-married","Farming-fishing","Unmarried","White","Female",0,0,46,"United-States","<=50K" +69,"Private",125437,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +42,"Private",246011,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,55,"United-States","<=50K" +19,"Private",216937,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","Other","Female",0,0,60,"Guatemala","<=50K" +56,"Self-emp-not-inc",66356,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +61,"Federal-gov",197311,"Masters",14,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",301743,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +39,"Private",98776,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +35,"Self-emp-not-inc",32528,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",177119,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,44,"United-States","<=50K" +40,"Self-emp-inc",193524,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +59,"State-gov",192258,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"?",145917,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +42,"Federal-gov",214838,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,30,"United-States",">50K" +59,"Private",176011,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-inc",147239,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +53,"Private",155963,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +20,"Private",360457,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,30,"United-States","<=50K" +54,"Federal-gov",114674,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Self-emp-not-inc",95708,"Masters",14,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Male",0,0,45,"United-States",">50K" +33,"Local-gov",100734,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +35,"Private",188972,"HS-grad",9,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,30,"United-States","<=50K" +22,"Private",162667,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"Portugal","<=50K" +29,"Private",180758,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",46645,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +30,"Private",203258,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +17,"Private",134480,"11th",7,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,25,"United-States","<=50K" +35,"Local-gov",85548,"Some-college",10,"Separated","Adm-clerical","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +25,"Private",195994,"1st-4th",2,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,40,"Guatemala","<=50K" +42,"State-gov",148316,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",227466,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +19,"Private",68552,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +32,"Private",252257,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +44,"Private",30126,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +53,"Private",304353,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,36,"United-States",">50K" +47,"Self-emp-not-inc",171968,"Bachelors",13,"Widowed","Exec-managerial","Unmarried","Asian-Pac-Islander","Female",0,0,60,"Thailand","<=50K" +24,"Private",205839,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"State-gov",218640,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"United-States",">50K" +42,"Private",150568,"HS-grad",9,"Separated","Sales","Unmarried","White","Female",0,0,45,"United-States","<=50K" +19,"Private",382738,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",138940,"11th",7,"Never-married","Farming-fishing","Own-child","White","Male",0,0,37,"United-States","<=50K" +26,"Self-emp-not-inc",258306,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,99,"United-States","<=50K" +52,"Private",152373,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",141875,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",157289,"HS-grad",9,"Married-spouse-absent","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +37,"Private",184498,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",199832,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",23545,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",175710,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +27,"Private",52028,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","Asian-Pac-Islander","Female",0,0,40,"South","<=50K" +61,"Self-emp-not-inc",315977,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +47,"Private",202322,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +30,"Private",251825,"Assoc-acdm",12,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +54,"Private",202115,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States",">50K" +56,"Local-gov",216824,"Prof-school",15,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +69,"Private",145656,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +30,"Private",137076,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",152621,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Canada",">50K" +42,"Self-emp-not-inc",27242,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +45,"Federal-gov",358242,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +26,"Private",300290,"11th",7,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"Local-gov",149991,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,42,"United-States",">50K" +31,"Private",189759,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",339482,"5th-6th",3,"Separated","Farming-fishing","Other-relative","White","Male",0,0,60,"Mexico","<=50K" +51,"Private",100933,"HS-grad",9,"Never-married","Exec-managerial","Other-relative","White","Female",0,0,40,"United-States","<=50K" +29,"Private",354558,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +64,"Private",285052,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +26,"State-gov",175044,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +68,"Private",45508,"5th-6th",3,"Married-spouse-absent","Sales","Not-in-family","White","Male",0,0,22,"United-States","<=50K" +32,"Private",173351,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +29,"Private",173611,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"?",182543,"1st-4th",2,"Separated","?","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +21,"Private",143062,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"?",137951,"10th",6,"Separated","?","Other-relative","White","Female",0,0,40,"Puerto-Rico","<=50K" +33,"Local-gov",293063,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Other-relative","Black","Male",0,0,40,"?","<=50K" +26,"Private",377754,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",193477,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +29,"Local-gov",277323,"HS-grad",9,"Never-married","Protective-serv","Unmarried","White","Male",0,0,45,"United-States","<=50K" +19,"Private",69182,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,27,"United-States","<=50K" +51,"Private",219599,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +45,"Private",129371,"9th",5,"Separated","Other-service","Unmarried","Other","Female",0,0,40,"Trinadad&Tobago","<=50K" +20,"Private",470875,"HS-grad",9,"Married-civ-spouse","Sales","Own-child","Black","Male",0,0,32,"United-States","<=50K" +40,"Private",201734,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +52,"Local-gov",91689,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",166546,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +24,"Private",293324,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",219262,"9th",5,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +38,"Self-emp-not-inc",403391,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +44,"Private",367749,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"Mexico","<=50K" +24,"Private",128487,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"State-gov",111363,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,75,"United-States",">50K" +49,"Private",240869,"7th-8th",4,"Never-married","Other-service","Other-relative","White","Male",0,0,35,"United-States","<=50K" +36,"Private",163278,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",416415,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +46,"?",280030,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Mexico","<=50K" +46,"Private",251243,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Local-gov",167159,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,70,"United-States",">50K" +29,"Private",161857,"HS-grad",9,"Married-spouse-absent","Other-service","Not-in-family","Other","Female",0,0,40,"Columbia","<=50K" +37,"Private",160035,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"?",190205,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +28,"?",161290,"Some-college",10,"Never-married","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",112403,"Bachelors",13,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Private",238726,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"Private",164530,"11th",7,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +19,"Private",456572,"HS-grad",9,"Never-married","Farming-fishing","Other-relative","White","Male",0,0,35,"United-States","<=50K" +31,"Self-emp-not-inc",177675,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",102953,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"?",224238,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,2,"United-States","<=50K" +46,"Private",155489,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States",">50K" +40,"Local-gov",261497,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,35,"United-States","<=50K" +58,"Private",365511,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","Other","Male",0,0,40,"Mexico","<=50K" +36,"Private",187999,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Local-gov",190350,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,35,"United-States","<=50K" +17,"?",166759,"12th",8,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +49,"Private",168262,"10th",6,"Divorced","Other-service","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +46,"Private",165953,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +26,"Private",375980,"HS-grad",9,"Separated","Sales","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +40,"Federal-gov",406463,"Masters",14,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"State-gov",231472,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +60,"Self-emp-not-inc",78913,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Private",69107,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +22,"?",182387,"Some-college",10,"Never-married","?","Not-in-family","Asian-Pac-Islander","Female",0,0,12,"Thailand","<=50K" +31,"Private",169002,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,55,"United-States","<=50K" +34,"Private",422836,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,40,"Mexico","<=50K" +27,"State-gov",230922,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"Scotland","<=50K" +40,"Private",195892,"Some-college",10,"Divorced","Transport-moving","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +68,"Private",163346,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +51,"Private",82566,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +55,"Private",86505,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,20,"United-States","<=50K" +43,"Private",178780,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +23,"State-gov",173945,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,27,"United-States","<=50K" +48,"Private",176810,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",113838,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +31,"Local-gov",121055,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States",">50K" +71,"?",52171,"7th-8th",4,"Divorced","?","Unmarried","White","Male",0,0,45,"United-States","<=50K" +17,"Private",566049,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,8,"United-States","<=50K" +37,"Private",67433,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +26,"Private",39014,"12th",8,"Married-civ-spouse","Priv-house-serv","Wife","Other","Female",0,0,40,"Dominican-Republic","<=50K" +17,"Private",51939,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +34,"Private",100669,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +33,"Private",112847,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +41,"Local-gov",32185,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Private",138370,"10th",6,"Married-spouse-absent","Protective-serv","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +46,"Private",180505,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +45,"Private",168262,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",85126,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",113838,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Private",197905,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",316589,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",336367,"Assoc-acdm",12,"Never-married","Exec-managerial","Unmarried","White","Male",0,0,50,"United-States","<=50K" +23,"Private",209955,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",210013,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",224541,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",88061,"11th",7,"Married-spouse-absent","Machine-op-inspct","Unmarried","Asian-Pac-Islander","Female",0,0,40,"South","<=50K" +49,"Private",43206,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,55,"United-States",">50K" +37,"Private",202950,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",154093,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +51,"Private",355954,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +24,"Private",379418,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +67,"Self-emp-not-inc",286372,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",387270,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +21,"Private",270043,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +39,"Self-emp-not-inc",65738,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,15,"United-States",">50K" +33,"Private",159888,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",278039,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +21,"Private",265434,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,30,"United-States","<=50K" +24,"Private",208882,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",53513,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,45,"United-States","<=50K" +40,"Private",225193,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,63,"United-States","<=50K" +48,"Private",166809,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +42,"Self-emp-not-inc",175674,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +45,"Federal-gov",368947,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",194901,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +53,"Private",203173,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Private",267431,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,55,"United-States","<=50K" +32,"Private",111836,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,50,"United-States","<=50K" +34,"Private",198613,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,25,"?","<=50K" +41,"Self-emp-inc",149102,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +57,"Local-gov",121111,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",130397,"10th",6,"Never-married","Farming-fishing","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +17,"Private",184198,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,13,"United-States","<=50K" +17,"Private",121287,"9th",5,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +82,"Self-emp-inc",120408,"Some-college",10,"Widowed","Sales","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +40,"Private",164678,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,32,"United-States","<=50K" +26,"Private",388812,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +37,"Private",294919,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",101684,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +65,"Private",36209,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,22,"United-States",">50K" +39,"Private",123983,"Bachelors",13,"Divorced","Sales","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +36,"Self-emp-not-inc",340001,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",203828,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +23,"Private",183789,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",305619,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +63,"Self-emp-not-inc",174181,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,20,"United-States","<=50K" +59,"Private",131869,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +49,"Self-emp-not-inc",43479,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"?",203126,"9th",5,"Never-married","?","Unmarried","White","Female",0,0,40,"Dominican-Republic","<=50K" +17,"Private",118792,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,9,"United-States","<=50K" +28,"Private",272913,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,30,"Mexico","<=50K" +45,"Federal-gov",222011,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Self-emp-inc",301007,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +45,"Private",197731,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",173736,"9th",5,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"?",182590,"10th",6,"Never-married","?","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +59,"Local-gov",93211,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,22,"United-States",">50K" +49,"Local-gov",219021,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,48,"United-States",">50K" +37,"Private",137229,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Male",0,0,45,"United-States",">50K" +31,"Self-emp-not-inc",281030,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +21,"Private",234108,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",46868,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +20,"?",162667,"HS-grad",9,"Never-married","?","Other-relative","White","Male",0,0,40,"El-Salvador","<=50K" +51,"Private",173291,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",305160,"1st-4th",2,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +48,"Private",212954,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +39,"Local-gov",112284,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",152958,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",145389,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +54,"Self-emp-inc",119570,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Private",272343,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +44,"Private",187720,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,41,"United-States","<=50K" +50,"Private",145409,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Private",208726,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +34,"Private",203488,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",330416,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",25803,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",171150,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",329425,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",185452,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"Private",201179,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",182268,"Preschool",1,"Married-spouse-absent","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",95763,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +48,"Private",125892,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Poland","<=50K" +21,"Private",121407,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Female",0,0,36,"United-States","<=50K" +52,"Private",373367,"11th",7,"Widowed","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"Local-gov",165982,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Private",165484,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +30,"Private",156890,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +43,"Private",244172,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,35,"?","<=50K" +36,"Private",219814,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"Guatemala","<=50K" +42,"Private",171841,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +62,"Private",205643,"Prof-school",15,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +65,"?",174904,"HS-grad",9,"Separated","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",102559,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Canada",">50K" +47,"Private",60267,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States",">50K" +43,"Private",388725,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",215712,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +44,"Private",171722,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,39,"United-States","<=50K" +25,"Private",193051,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Male",0,0,25,"United-States","<=50K" +21,"Private",305446,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",146949,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,43,"United-States","<=50K" +21,"Private",322144,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-inc",75742,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"El-Salvador",">50K" +64,"?",380687,"Bachelors",13,"Married-civ-spouse","?","Wife","Black","Female",0,0,8,"United-States","<=50K" +55,"Self-emp-not-inc",95149,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,99,"United-States","<=50K" +42,"Private",68469,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Self-emp-not-inc",27653,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +21,"Private",410439,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,24,"United-States","<=50K" +28,"Private",37821,"Assoc-voc",11,"Never-married","Sales","Unmarried","White","Female",0,0,55,"?","<=50K" +45,"Private",228570,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,35,"United-States","<=50K" +21,"Private",141453,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",88215,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",0,0,40,"China",">50K" +53,"Private",48641,"12th",8,"Never-married","Other-service","Not-in-family","Other","Female",0,0,35,"United-States","<=50K" +45,"Private",185385,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",341471,"HS-grad",9,"Divorced","Priv-house-serv","Not-in-family","White","Female",0,0,4,"United-States","<=50K" +41,"Private",163322,"11th",7,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,36,"United-States","<=50K" +43,"Self-emp-inc",602513,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +53,"Local-gov",287192,"1st-4th",2,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,32,"Mexico","<=50K" +34,"Private",215047,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +59,"Private",308118,"Assoc-acdm",12,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +53,"Private",137192,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","Asian-Pac-Islander","Male",0,0,50,"United-States","<=50K" +33,"Private",275369,"7th-8th",4,"Separated","Handlers-cleaners","Not-in-family","Black","Male",0,0,35,"Haiti","<=50K" +45,"Private",99971,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +48,"Self-emp-inc",103713,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",253770,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +46,"Self-emp-not-inc",31267,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"Private",198146,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,16,"United-States","<=50K" +23,"Private",178207,"Some-college",10,"Never-married","Handlers-cleaners","Unmarried","Amer-Indian-Eskimo","Female",0,0,35,"United-States","<=50K" +21,"Private",317175,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +53,"Federal-gov",221791,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-inc",187124,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States",">50K" +58,"State-gov",280519,"HS-grad",9,"Divorced","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",207568,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +45,"Local-gov",192684,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +39,"Private",103260,"Bachelors",13,"Married-civ-spouse","Craft-repair","Wife","White","Female",0,0,30,"United-States",">50K" +48,"Self-emp-inc",382242,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +41,"Private",106900,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,38,"United-States","<=50K" +50,"Private",55527,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","Black","Male",0,0,45,"United-States","<=50K" +23,"Private",33884,"Some-college",10,"Separated","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",29762,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +47,"Federal-gov",168109,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,70,"United-States","<=50K" +51,"Private",207449,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +60,"Self-emp-inc",189098,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",194259,"Bachelors",13,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Local-gov",194630,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Local-gov",179681,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Female",0,0,37,"United-States","<=50K" +42,"State-gov",136996,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,48,"United-States","<=50K" +32,"Private",143604,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,16,"United-States","<=50K" +34,"Private",261799,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,45,"United-States",">50K" +48,"Private",143281,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +38,"Private",185556,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Italy","<=50K" +38,"Private",111499,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States",">50K" +40,"Self-emp-not-inc",280433,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Private",37314,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +38,"Private",103408,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"?","<=50K" +26,"Private",270151,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"State-gov",96748,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,10,"United-States","<=50K" +20,"Private",164775,"5th-6th",3,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Guatemala","<=50K" +49,"Private",190319,"Bachelors",13,"Married-spouse-absent","Adm-clerical","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"Philippines","<=50K" +23,"Private",213115,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +47,"Private",156926,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"Canada",">50K" +43,"Private",112967,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",35373,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +60,"Self-emp-not-inc",220342,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +29,"Private",163167,"HS-grad",9,"Divorced","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",404951,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,38,"United-States","<=50K" +39,"Private",122032,"Assoc-voc",11,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",251508,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +50,"Self-emp-not-inc",197054,"Prof-school",15,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +64,"Self-emp-not-inc",36960,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",165930,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"?",178960,"11th",7,"Never-married","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",214503,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,44,"United-States",">50K" +51,"Private",110458,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",202125,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Self-emp-not-inc",284329,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +29,"Private",192924,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",340614,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +20,"Private",196678,"12th",8,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +18,"Private",266489,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +47,"?",99127,"Assoc-voc",11,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Self-emp-inc",215395,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +36,"Self-emp-inc",183898,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +48,"Private",97176,"HS-grad",9,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +40,"Private",145160,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,43,"United-States","<=50K" +51,"Private",357949,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +59,"Private",177120,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",288229,"Some-college",10,"Married-civ-spouse","Sales","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Greece","<=50K" +39,"Private",509060,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",47932,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",103925,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +44,"State-gov",183829,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +51,"Private",138852,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",188186,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Female",0,0,20,"Hungary","<=50K" +22,"Private",34616,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +19,"Private",220819,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Federal-gov",281540,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States","<=50K" +53,"Private",47396,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",141350,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +19,"Private",331433,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +40,"Federal-gov",346532,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +21,"Private",241367,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,10,"United-States","<=50K" +39,"Private",216256,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"Italy",">50K" +36,"Private",116138,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Cambodia","<=50K" +18,"Private",193166,"9th",5,"Never-married","Sales","Own-child","White","Female",0,0,42,"United-States","<=50K" +50,"Private",81548,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",167979,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +19,"Private",67759,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,43,"United-States","<=50K" +53,"Private",200190,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +49,"Private",403112,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +40,"Private",214891,"Bachelors",13,"Married-spouse-absent","Transport-moving","Own-child","Other","Male",0,0,45,"?","<=50K" +31,"Private",142675,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",88500,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +35,"Local-gov",145308,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Local-gov",204377,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +43,"Self-emp-not-inc",260696,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +51,"Private",231181,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,21,"United-States","<=50K" +54,"Private",260052,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +76,"Local-gov",178665,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +33,"Private",226267,"7th-8th",4,"Never-married","Sales","Not-in-family","White","Male",0,0,43,"Mexico","<=50K" +19,"Private",111232,"12th",8,"Never-married","Transport-moving","Own-child","White","Male",0,0,15,"United-States","<=50K" +26,"Private",212748,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",110677,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +24,"Private",306779,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +48,"Private",318331,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",143385,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",94081,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,44,"United-States",">50K" +22,"Private",194723,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +43,"Private",163985,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",189759,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Italy","<=50K" +53,"State-gov",195922,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Federal-gov",54159,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +47,"Local-gov",166863,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",104501,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Germany",">50K" +39,"Private",210626,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",448026,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",189749,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",90934,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Male",0,0,64,"Philippines",">50K" +34,"State-gov",253121,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",181776,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +61,"Private",162397,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",70708,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,60,"United-States","<=50K" +47,"State-gov",103406,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",224658,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +26,"Local-gov",213451,"Some-college",10,"Never-married","Other-service","Own-child","Black","Female",0,0,10,"Jamaica","<=50K" +53,"Private",139671,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",36201,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +17,"Local-gov",173497,"11th",7,"Never-married","Prof-specialty","Own-child","Black","Male",0,0,15,"United-States","<=50K" +46,"Private",375606,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +45,"Self-emp-not-inc",107231,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"France","<=50K" +23,"Private",216811,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,16,"United-States","<=50K" +41,"Private",288679,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",105516,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",282972,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,4,"United-States","<=50K" +18,"Self-emp-inc",117372,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +38,"Private",112497,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +28,"Private",192384,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",43348,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +29,"Private",181822,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",216070,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","Amer-Indian-Eskimo","Female",0,0,50,"United-States",">50K" +34,"State-gov",112062,"Masters",14,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",218551,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",404616,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",169460,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",240081,"HS-grad",9,"Never-married","Sales","Own-child","Black","Male",0,0,40,"United-States","<=50K" +22,"Private",147655,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",90277,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"?","<=50K" +49,"Private",60751,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",491000,"Bachelors",13,"Never-married","Exec-managerial","Other-relative","Black","Male",0,0,45,"United-States","<=50K" +33,"Private",399088,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",34987,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,53,"United-States","<=50K" +26,"?",167835,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States","<=50K" +31,"Private",288983,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",266070,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Local-gov",31873,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",294400,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"?",184308,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,30,"United-States","<=50K" +36,"Self-emp-not-inc",175769,"Prof-school",15,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +56,"Private",182273,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",106541,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",138192,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",196791,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States",">50K" +22,"Private",223019,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +44,"Private",109273,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +60,"Self-emp-not-inc",95490,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +65,"Private",149131,"11th",7,"Divorced","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +44,"Private",219155,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"England",">50K" +53,"Local-gov",82783,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",214858,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",170230,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +40,"Self-emp-inc",209344,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,15,"?","<=50K" +35,"Private",90406,"11th",7,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +41,"Self-emp-inc",299813,"9th",5,"Married-civ-spouse","Sales","Wife","White","Female",0,0,70,"Dominican-Republic","<=50K" +28,"Private",188064,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"Canada","<=50K" +53,"Private",246117,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +26,"Private",132749,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,45,"United-States","<=50K" +28,"Local-gov",201099,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Female",0,0,40,"United-States","<=50K" +27,"Private",97490,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",221252,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Amer-Indian-Eskimo","Female",0,0,8,"United-States","<=50K" +26,"Private",116991,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",161691,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +34,"Private",107793,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Germany",">50K" +50,"Self-emp-inc",194514,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,50,"Trinadad&Tobago","<=50K" +30,"Private",278502,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,62,"United-States","<=50K" +47,"Private",343742,"HS-grad",9,"Separated","Craft-repair","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +27,"?",204074,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"Federal-gov",31965,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",143604,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,29,"?","<=50K" +35,"Private",174308,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",162551,"12th",8,"Married-civ-spouse","Sales","Wife","Asian-Pac-Islander","Female",0,0,50,"?","<=50K" +39,"Self-emp-inc",372525,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +30,"Private",75167,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +19,"Private",93518,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +25,"?",126797,"HS-grad",9,"Married-spouse-absent","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",25124,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"United-States","<=50K" +21,"Private",112137,"Some-college",10,"Never-married","Prof-specialty","Other-relative","Asian-Pac-Islander","Female",0,0,20,"South","<=50K" +30,"?",58798,"7th-8th",4,"Widowed","?","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +25,"Self-emp-not-inc",21472,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,22,"United-States","<=50K" +32,"Private",90969,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +42,"Private",52849,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",106347,"Some-college",10,"Divorced","Sales","Unmarried","White","Male",0,0,47,"United-States","<=50K" +48,"Private",199735,"Bachelors",13,"Divorced","Priv-house-serv","Not-in-family","White","Female",0,0,44,"Germany","<=50K" +24,"Private",488541,"Some-college",10,"Never-married","Other-service","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +46,"Private",403911,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +53,"Private",172991,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,25,"United-States","<=50K" +36,"Federal-gov",210945,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,70,"United-States","<=50K" +34,"Private",157446,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,45,"United-States","<=50K" +25,"Private",109390,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,70,"United-States","<=50K" +45,"Private",144579,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Federal-gov",203488,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",202871,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,20,"United-States","<=50K" +44,"Private",336906,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",177596,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"Puerto-Rico",">50K" +30,"Private",79448,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,10,"United-States","<=50K" +32,"Local-gov",191731,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +46,"?",233014,"HS-grad",9,"Divorced","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",133937,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",219211,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +35,"State-gov",94529,"HS-grad",9,"Divorced","Protective-serv","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",247547,"HS-grad",9,"Separated","Prof-specialty","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",29361,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +21,"Private",166851,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +43,"Federal-gov",197069,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Philippines",">50K" +33,"Private",153588,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Federal-gov",151369,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Private",174112,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",520033,"12th",8,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +35,"State-gov",194828,"Some-college",10,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,40,"United-States","<=50K" +32,"?",216908,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,24,"United-States","<=50K" +22,"Private",126613,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +61,"Private",26254,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",67804,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +58,"Local-gov",53481,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +42,"Private",412379,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",220187,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +26,"?",256141,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",268222,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +59,"Private",99131,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +36,"Private",98389,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,44,"United-States",">50K" +18,"?",211177,"12th",8,"Never-married","?","Other-relative","Black","Male",0,0,20,"United-States","<=50K" +18,"Private",115443,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",65078,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",24896,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States","<=50K" +19,"Private",184710,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,30,"United-States","<=50K" +28,"Private",410450,"Bachelors",13,"Divorced","Other-service","Unmarried","White","Female",0,0,48,"England",">50K" +37,"Private",83893,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",113309,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"Private",160625,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,47,"United-States","<=50K" +17,"Local-gov",340043,"12th",8,"Never-married","Adm-clerical","Own-child","White","Female",0,0,12,"United-States","<=50K" +29,"State-gov",243875,"Assoc-voc",11,"Divorced","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",554206,"HS-grad",9,"Separated","Transport-moving","Not-in-family","Black","Male",0,0,20,"United-States","<=50K" +36,"Private",361888,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?",">50K" +37,"Self-emp-not-inc",205359,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,15,"United-States","<=50K" +47,"State-gov",167281,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",35663,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +61,"Private",357437,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",390856,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"Mexico","<=50K" +54,"Private",202415,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",77247,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Local-gov",101795,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +32,"Private",198068,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",199326,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +31,"Private",178841,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +58,"Private",136951,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +26,"Self-emp-inc",109240,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +35,"Self-emp-not-inc",128876,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",103358,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"India","<=50K" +43,"Private",354408,"12th",8,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",206051,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +45,"Private",155659,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +48,"Private",143299,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +31,"Private",252210,"5th-6th",3,"Never-married","Other-service","Own-child","White","Male",0,0,40,"Mexico","<=50K" +20,"?",129240,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +28,"Private",398918,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",240612,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +22,"Private",429346,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +19,"Private",123718,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +38,"Private",455379,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,63,"United-States",">50K" +23,"Private",376416,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Self-emp-inc",234663,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",282142,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +45,"State-gov",208049,"HS-grad",9,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +88,"Private",68539,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",126501,"11th",7,"Never-married","Adm-clerical","Own-child","Amer-Indian-Eskimo","Female",0,0,15,"South","<=50K" +24,"Private",186452,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +84,"?",127184,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +48,"Private",165267,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","Black","Male",0,0,40,"United-States","<=50K" +46,"Private",124733,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +31,"Self-emp-inc",149726,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +58,"Private",41374,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +35,"Local-gov",329759,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",212433,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",185099,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +47,"Local-gov",126754,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",122497,"9th",5,"Widowed","Other-service","Unmarried","Black","Male",0,0,52,"?","<=50K" +30,"Private",118056,"Some-college",10,"Married-spouse-absent","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +30,"Local-gov",200892,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Self-emp-inc",84119,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,43,"United-States","<=50K" +23,"Local-gov",197918,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States",">50K" +41,"Self-emp-not-inc",150533,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Private",443742,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +27,"Private",104423,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"Private",169133,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +21,"Private",185551,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,36,"United-States","<=50K" +60,"Private",174486,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +69,"State-gov",50468,"Prof-school",15,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,34,"United-States",">50K" +24,"Private",196943,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",120691,"HS-grad",9,"Never-married","Sales","Own-child","Black","Male",0,0,25,"United-States","<=50K" +60,"State-gov",198815,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,20,"Mexico","<=50K" +64,"Private",22186,"Some-college",10,"Widowed","Tech-support","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +39,"Self-emp-inc",188069,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +51,"Private",233149,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +51,"Private",138358,"10th",6,"Divorced","Craft-repair","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +25,"Private",338013,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"?",332666,"10th",6,"Never-married","?","Own-child","White","Female",0,0,4,"United-States","<=50K" +37,"Private",166339,"Some-college",10,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +74,"Self-emp-not-inc",392886,"HS-grad",9,"Widowed","Farming-fishing","Not-in-family","White","Female",0,0,14,"United-States","<=50K" +26,"State-gov",141838,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +23,"Private",520759,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,30,"United-States","<=50K" +57,"Self-emp-inc",37345,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,36,"United-States",">50K" +20,"Private",387779,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,15,"United-States","<=50K" +37,"Private",201531,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",123598,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",380614,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States",">50K" +40,"Private",83859,"HS-grad",9,"Widowed","Machine-op-inspct","Own-child","White","Female",0,0,30,"United-States","<=50K" +50,"State-gov",24790,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",266820,"Preschool",1,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,35,"Mexico","<=50K" +44,"Private",85440,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"Private",421837,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",224566,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +54,"Private",294991,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Federal-gov",189610,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,52,"United-States","<=50K" +38,"Private",70995,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +20,"Private",215232,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,10,"United-States","<=50K" +71,"?",178295,"Assoc-acdm",12,"Married-civ-spouse","?","Husband","White","Male",0,0,3,"United-States","<=50K" +35,"Private",56201,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +62,"Private",98076,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",351810,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"Cuba","<=50K" +56,"Self-emp-not-inc",144351,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,90,"United-States","<=50K" +30,"State-gov",137613,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,20,"Taiwan","<=50K" +17,"Private",54257,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +35,"Private",98389,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",184135,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,1,"United-States","<=50K" +46,"Self-emp-not-inc",140121,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +33,"Self-emp-not-inc",24504,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +27,"Private",129528,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",415578,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",97142,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",201328,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Private",256620,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Federal-gov",96854,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",95519,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States",">50K" +47,"Private",112791,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",291407,"11th",7,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",239659,"Some-college",10,"Separated","Machine-op-inspct","Unmarried","Black","Female",0,0,70,"United-States","<=50K" +28,"Private",183151,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +58,"?",97634,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",143807,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",186934,"Masters",14,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +30,"Private",170065,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"State-gov",83696,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,38,"?","<=50K" +21,"Private",204596,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +56,"?",32604,"Some-college",10,"Never-married","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",85041,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,20,"United-States","<=50K" +62,"Local-gov",140851,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",196280,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +52,"Federal-gov",38973,"Bachelors",13,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",39182,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",198841,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",694812,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",247444,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Nicaragua","<=50K" +41,"Private",294270,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +59,"Private",195820,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",329426,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +19,"?",174871,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,23,"United-States","<=50K" +41,"Private",116103,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +27,"Private",206903,"Bachelors",13,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,35,"United-States","<=50K" +50,"Private",217577,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",337693,"5th-6th",3,"Never-married","Other-service","Own-child","White","Female",0,0,40,"El-Salvador","<=50K" +38,"Private",204501,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +30,"Private",169186,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,60,"United-States","<=50K" +48,"Private",109421,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +40,"Private",200479,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Local-gov",221317,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +59,"Self-emp-not-inc",132925,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +31,"?",283531,"HS-grad",9,"Divorced","?","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +34,"Private",170769,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +47,"Self-emp-inc",186410,"Prof-school",15,"Never-married","Other-service","Not-in-family","White","Male",0,0,60,"United-States",">50K" +64,"Self-emp-inc",307786,"1st-4th",2,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"United-States","<=50K" +29,"Private",380560,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +38,"Local-gov",147258,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",124356,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +53,"Private",98791,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",216473,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +70,"?",135339,"Bachelors",13,"Married-civ-spouse","?","Husband","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +38,"Private",107303,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",152744,"Bachelors",13,"Divorced","Sales","Other-relative","Asian-Pac-Islander","Female",0,0,40,"South","<=50K" +34,"Self-emp-not-inc",100079,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,55,"India","<=50K" +24,"Private",117779,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,10,"Hungary","<=50K" +23,"Private",197613,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",411068,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +47,"Private",192984,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Federal-gov",137184,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,50,"United-States",">50K" +63,"Self-emp-not-inc",231105,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,35,"United-States",">50K" +18,"Local-gov",146586,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,60,"United-States","<=50K" +32,"Private",32406,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +33,"Private",578701,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"?","<=50K" +19,"Private",206777,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +27,"Local-gov",133495,"HS-grad",9,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",34722,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,48,"United-States",">50K" +38,"Self-emp-not-inc",133299,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",24967,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,47,"United-States","<=50K" +35,"Self-emp-not-inc",171968,"HS-grad",9,"Separated","Transport-moving","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +22,"Private",412156,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",51290,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",293565,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",226288,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Self-emp-inc",110445,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Private",160634,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",174242,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",390316,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +18,"Private",298860,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +65,"Private",171584,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",232664,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +64,"Private",63676,"10th",6,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +68,"Private",170376,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Self-emp-not-inc",175964,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",105813,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States",">50K" +50,"Federal-gov",306707,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,12,"United-States","<=50K" +45,"Private",177543,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,28,"United-States","<=50K" +43,"Private",320277,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",129495,"Some-college",10,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +45,"Private",275995,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +20,"?",86318,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,10,"United-States","<=50K" +36,"Private",280440,"Assoc-acdm",12,"Never-married","Tech-support","Unmarried","White","Female",0,0,45,"United-States","<=50K" +26,"Private",371556,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",408229,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +47,"Private",149337,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +53,"Private",355802,"Some-college",10,"Widowed","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +44,"Self-emp-not-inc",112507,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",462869,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +35,"Private",413648,"5th-6th",3,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,36,"United-States","<=50K" +34,"Private",29235,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",149823,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",39530,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,4,"United-States","<=50K" +23,"Private",197387,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,37,"Mexico","<=50K" +56,"Local-gov",255406,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",168322,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +46,"Private",278322,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",115813,"Assoc-acdm",12,"Separated","Adm-clerical","Unmarried","White","Female",0,0,57,"United-States","<=50K" +42,"Private",289636,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,46,"United-States","<=50K" +48,"Private",101684,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",133425,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +40,"Private",349405,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,36,"United-States","<=50K" +75,"Self-emp-not-inc",165968,"Assoc-voc",11,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +39,"Private",185099,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States",">50K" +46,"Federal-gov",268281,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +51,"Private",154949,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +34,"Private",176711,"HS-grad",9,"Divorced","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",165064,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",213750,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +45,"Self-emp-not-inc",77132,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +21,"Private",109667,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",162164,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +40,"Private",219591,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"?",327462,"10th",6,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +68,"Private",236943,"9th",5,"Divorced","Farming-fishing","Not-in-family","Black","Male",0,0,20,"United-States","<=50K" +40,"Private",89226,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",124751,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,24,"United-States","<=50K" +48,"Local-gov",144122,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +27,"Private",98769,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +57,"Federal-gov",170066,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-inc",162439,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,98,"United-States",">50K" +47,"Private",22900,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Local-gov",102130,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"?",215743,"11th",7,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",381583,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,45,"United-States",">50K" +56,"Local-gov",198277,"12th",8,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",243178,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,28,"United-States","<=50K" +38,"Local-gov",177305,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States","<=50K" +19,"Private",167149,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +31,"Private",382368,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"Germany","<=50K" +44,"Local-gov",277144,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,60,"United-States","<=50K" +41,"Private",171351,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",265099,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +23,"Private",105617,"9th",5,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Local-gov",217689,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Amer-Indian-Eskimo","Male",0,0,32,"United-States","<=50K" +46,"?",81136,"Assoc-voc",11,"Divorced","?","Unmarried","White","Male",0,0,30,"United-States","<=50K" +43,"Self-emp-not-inc",73883,"Bachelors",13,"Divorced","Sales","Unmarried","White","Male",0,0,45,"United-States","<=50K" +31,"Private",339482,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +40,"Private",326232,"Some-college",10,"Divorced","Transport-moving","Unmarried","White","Male",0,0,40,"United-States",">50K" +27,"Private",106316,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +64,"Local-gov",198728,"Some-college",10,"Never-married","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +31,"Federal-gov",126501,"Assoc-voc",11,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Private",233802,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,45,"United-States","<=50K" +37,"Self-emp-not-inc",204501,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"Canada",">50K" +28,"Private",208249,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Male",0,0,24,"United-States","<=50K" +42,"Private",188693,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-inc",93272,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +17,"Private",159299,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +21,"?",303588,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +46,"Private",35136,"10th",6,"Divorced","Adm-clerical","Own-child","Black","Male",0,0,40,"United-States","<=50K" +18,"Private",139576,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",252355,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,27,"United-States","<=50K" +44,"Self-emp-not-inc",83812,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +36,"Private",89718,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +65,"Private",222810,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",456618,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +21,"Private",296158,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,25,"United-States","<=50K" +28,"Private",36601,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +27,"Private",195337,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"State-gov",282721,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Male",0,0,12,"United-States","<=50K" +40,"Private",206049,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",223392,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,15,"United-States","<=50K" +37,"Private",131827,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +33,"Private",549413,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +34,"Private",69491,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Local-gov",193755,"Assoc-acdm",12,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",598802,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",266255,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +59,"Private",32954,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +40,"Private",291808,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",190728,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",59184,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +41,"Private",196456,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +59,"Private",147989,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +50,"Private",195784,"12th",8,"Divorced","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +21,"Private",202214,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +40,"Self-emp-inc",225165,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",54825,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",188905,"5th-6th",3,"Separated","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +17,"Private",132636,"11th",7,"Never-married","Transport-moving","Own-child","White","Female",0,0,16,"United-States","<=50K" +42,"Local-gov",228320,"7th-8th",4,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",415500,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States",">50K" +19,"Private",254247,"12th",8,"Never-married","Adm-clerical","Own-child","White","Male",0,0,38,"?","<=50K" +43,"Private",255635,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,40,"Mexico","<=50K" +46,"Private",96080,"9th",5,"Separated","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +18,"?",78181,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +50,"Local-gov",339547,"Prof-school",15,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Laos",">50K" +47,"Self-emp-not-inc",126500,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +33,"Private",159574,"7th-8th",4,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +59,"Self-emp-not-inc",128105,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +39,"Local-gov",89508,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",370242,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",67257,"Bachelors",13,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +24,"Private",62952,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",29235,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,20,"United-States","<=50K" +52,"State-gov",101119,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Federal-gov",140516,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",159888,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States",">50K" +19,"?",45643,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +23,"Private",166371,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,60,"United-States","<=50K" +37,"State-gov",160910,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"State-gov",257064,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,38,"United-States","<=50K" +30,"Private",83253,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +40,"Private",128700,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",243010,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","Other","Male",0,0,32,"United-States","<=50K" +24,"Private",132320,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,45,"United-States","<=50K" +32,"Private",234755,"HS-grad",9,"Separated","Craft-repair","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",142616,"HS-grad",9,"Separated","Other-service","Own-child","Black","Female",0,0,30,"United-States","<=50K" +20,"Private",148509,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"State-gov",240738,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",32276,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,28,"United-States","<=50K" +50,"Local-gov",163921,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",464103,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Local-gov",327825,"HS-grad",9,"Divorced","Protective-serv","Own-child","White","Female",0,0,32,"United-States","<=50K" +37,"Private",267085,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",234663,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +55,"Private",104996,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +61,"Private",101265,"12th",8,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,40,"Italy","<=50K" +22,"Private",184975,"HS-grad",9,"Married-spouse-absent","Other-service","Own-child","White","Female",0,0,3,"United-States","<=50K" +23,"Private",246965,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,12,"United-States","<=50K" +39,"Private",301867,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,24,"Philippines","<=50K" +21,"Private",185948,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +52,"Self-emp-inc",134854,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Self-emp-not-inc",95949,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +51,"Self-emp-not-inc",88528,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,99,"United-States","<=50K" +47,"Private",24723,"10th",6,"Divorced","Exec-managerial","Not-in-family","Amer-Indian-Eskimo","Female",0,0,45,"United-States","<=50K" +49,"?",171411,"9th",5,"Divorced","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",184581,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Federal-gov",100067,"Some-college",10,"Widowed","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",182863,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +20,"Never-worked",462294,"Some-college",10,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +61,"Private",85434,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +72,"Private",158092,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +19,"Private",104844,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +47,"?",89806,"Some-college",10,"Divorced","?","Not-in-family","Amer-Indian-Eskimo","Female",0,0,35,"United-States","<=50K" +24,"Private",89347,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",157236,"Some-college",10,"Married-spouse-absent","Handlers-cleaners","Unmarried","White","Male",0,0,40,"Poland","<=50K" +19,"Private",261259,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +20,"Private",286166,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +23,"Private",122272,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Female",0,0,40,"United-States","<=50K" +58,"Private",248739,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,53,"United-States",">50K" +20,"Private",224238,"12th",8,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +62,"Private",138157,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,12,"United-States","<=50K" +67,"Private",236627,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,2,"United-States","<=50K" +37,"Local-gov",191364,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"France",">50K" +38,"Private",391040,"Assoc-voc",11,"Separated","Tech-support","Unmarried","White","Female",0,0,20,"United-States","<=50K" +23,"Private",134997,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,80,"United-States","<=50K" +28,"Private",392487,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +25,"Private",216724,"HS-grad",9,"Divorced","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",96073,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +31,"Self-emp-inc",103435,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Self-emp-not-inc",96718,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,37,"United-States","<=50K" +51,"Private",173987,"9th",5,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",224849,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",249857,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +34,"Private",340458,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"?",440417,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,15,"United-States","<=50K" +36,"Private",175643,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +35,"Private",297485,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",232954,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Private",109419,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",127768,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,32,"United-States",">50K" +41,"Private",252986,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +20,"Private",380544,"Assoc-acdm",12,"Never-married","Transport-moving","Own-child","White","Male",0,0,20,"United-States","<=50K" +52,"Private",306108,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",232855,"Some-college",10,"Separated","Other-service","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +44,"Private",130126,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +50,"Private",194231,"Masters",14,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States",">50K" +49,"Self-emp-inc",197038,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +36,"?",168223,"Bachelors",13,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +71,"State-gov",26109,"Prof-school",15,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,28,"United-States","<=50K" +20,"Private",285671,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Male",0,0,25,"United-States","<=50K" +20,"Private",153583,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"?","<=50K" +59,"Self-emp-inc",103948,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +38,"Private",40319,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +55,"Local-gov",159028,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",98675,"9th",5,"Never-married","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +45,"Private",90758,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +43,"Self-emp-not-inc",75435,"HS-grad",9,"Divorced","Craft-repair","Unmarried","Amer-Indian-Eskimo","Male",0,0,30,"United-States","<=50K" +19,"Private",219189,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +33,"Private",203463,"HS-grad",9,"Divorced","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +63,"Private",187635,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",27153,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",150324,"Assoc-acdm",12,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +21,"Private",83704,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",176262,"Assoc-voc",11,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,36,"United-States","<=50K" +20,"Private",179423,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,8,"United-States","<=50K" +45,"Private",168038,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States",">50K" +59,"Private",108765,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +66,"Local-gov",188220,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States",">50K" +29,"Private",114870,"Some-college",10,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"State-gov",77723,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +57,"Private",133902,"HS-grad",9,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +57,"Private",191318,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Self-emp-inc",67794,"HS-grad",9,"Married-spouse-absent","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +56,"Private",117872,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +26,"Private",55929,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +22,"?",165065,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"Italy","<=50K" +26,"Self-emp-not-inc",34307,"Assoc-voc",11,"Never-married","Farming-fishing","Own-child","White","Male",0,0,65,"United-States","<=50K" +33,"Private",246038,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Self-emp-not-inc",147258,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +45,"Private",329144,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",216181,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,36,"Iran","<=50K" +23,"Private",391171,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Male",0,0,25,"United-States","<=50K" +35,"Local-gov",223242,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",38240,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",148444,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +56,"State-gov",110257,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Federal-gov",101345,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"Private",268098,"12th",8,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,36,"United-States","<=50K" +21,"?",369084,"Some-college",10,"Never-married","?","Other-relative","White","Male",0,0,10,"United-States","<=50K" +20,"Private",162688,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,38,"United-States","<=50K" +17,"?",48751,"11th",7,"Never-married","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +44,"Federal-gov",184099,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",307496,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,23,"United-States","<=50K" +71,"?",176986,"HS-grad",9,"Widowed","?","Unmarried","White","Male",0,0,24,"United-States","<=50K" +23,"Private",267955,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",283969,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"Mexico","<=50K" +29,"State-gov",204516,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,15,"United-States","<=50K" +33,"Private",167771,"Some-college",10,"Separated","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +46,"Private",345073,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,48,"United-States",">50K" +21,"?",380219,"Some-college",10,"Never-married","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",185097,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +29,"Private",144808,"Some-college",10,"Married-civ-spouse","Exec-managerial","Own-child","Black","Female",0,0,40,"United-States","<=50K" +34,"Private",187203,"Assoc-acdm",12,"Never-married","Sales","Unmarried","White","Male",0,0,50,"United-States","<=50K" +26,"Private",125089,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",289458,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",144798,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"?",172152,"Bachelors",13,"Never-married","?","Not-in-family","Asian-Pac-Islander","Male",0,0,25,"Taiwan","<=50K" +28,"Private",207513,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,48,"United-States","<=50K" +24,"?",164574,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",213024,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Self-emp-not-inc",83374,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,30,"United-States",">50K" +37,"Private",192939,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",424494,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States","<=50K" +24,"Private",215243,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +40,"Private",30682,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +20,"Private",306639,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +23,"Local-gov",218678,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",219130,"Some-college",10,"Never-married","Other-service","Not-in-family","Other","Female",0,0,40,"United-States","<=50K" +64,"Private",180624,"Assoc-acdm",12,"Never-married","Prof-specialty","Other-relative","White","Female",0,0,30,"United-States","<=50K" +28,"Private",194472,"Some-college",10,"Married-civ-spouse","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +52,"Local-gov",205767,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States",">50K" +28,"Private",249870,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +31,"Private",211242,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +77,"Private",149912,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +22,"Private",85389,"HS-grad",9,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"?",806316,"11th",7,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +38,"Private",329980,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +45,"?",236612,"11th",7,"Divorced","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",249214,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +50,"Private",257126,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Local-gov",204397,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"Private",291979,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",138667,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +30,"Private",94413,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +31,"Federal-gov",166626,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +39,"State-gov",326566,"Some-college",10,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",165503,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,65,"United-States","<=50K" +48,"Private",102597,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,44,"United-States","<=50K" +62,"?",113234,"Masters",14,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States","<=50K" +39,"Private",177277,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +45,"Private",260490,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +32,"Private",237478,"11th",7,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Federal-gov",36885,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +17,"Private",166242,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +19,"?",158603,"10th",6,"Never-married","?","Own-child","Black","Male",0,0,25,"United-States","<=50K" +25,"Private",274228,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,84,"United-States","<=50K" +42,"Private",185145,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,57,"United-States","<=50K" +66,"Private",28367,"Bachelors",13,"Married-civ-spouse","Priv-house-serv","Other-relative","White","Male",0,0,99,"United-States","<=50K" +63,"Self-emp-not-inc",28612,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +43,"Private",191429,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,25,"United-States","<=50K" +26,"Private",459548,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,20,"Mexico","<=50K" +23,"Private",65481,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States",">50K" +39,"Private",186130,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +47,"Self-emp-inc",350759,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",359678,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,48,"United-States","<=50K" +35,"Private",220595,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",29599,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"State-gov",299153,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +46,"Private",75256,"HS-grad",9,"Married-civ-spouse","Priv-house-serv","Wife","White","Female",0,0,40,"United-States","<=50K" +43,"Private",143583,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +41,"Private",308550,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,60,"United-States","<=50K" +50,"Private",145717,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +36,"Private",334366,"11th",7,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +31,"?",76198,"HS-grad",9,"Separated","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +45,"Self-emp-not-inc",155489,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +50,"Private",197322,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Private",194259,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States","<=50K" +40,"Private",346189,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +64,"?",178556,"10th",6,"Married-civ-spouse","?","Husband","White","Male",0,0,56,"United-States",">50K" +51,"Self-emp-inc",162943,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +56,"State-gov",67662,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,39,"United-States","<=50K" +35,"Private",126675,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States","<=50K" +55,"Self-emp-not-inc",278228,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +30,"Private",169152,"HS-grad",9,"Never-married","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",204052,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",215392,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +43,"Self-emp-inc",83348,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"Local-gov",196816,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Private",541343,"10th",6,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +33,"Local-gov",55921,"Assoc-voc",11,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +32,"Private",251701,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"?","<=50K" +29,"Federal-gov",119848,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",25837,"11th",7,"Never-married","Prof-specialty","Own-child","White","Male",0,0,15,"United-States","<=50K" +20,"Private",236592,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +45,"State-gov",199326,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +22,"Private",341610,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,35,"?","<=50K" +45,"Private",175958,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",198965,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",193537,"7th-8th",4,"Married-spouse-absent","Other-service","Not-in-family","White","Female",0,0,35,"Puerto-Rico","<=50K" +24,"Private",438839,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",298227,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,35,"United-States","<=50K" +28,"Private",271466,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +23,"Private",335570,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +21,"Private",206891,"7th-8th",4,"Never-married","Farming-fishing","Own-child","White","Female",0,0,38,"United-States","<=50K" +23,"Private",162551,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,20,"United-States","<=50K" +45,"Private",145637,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,48,"United-States","<=50K" +41,"Private",101290,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Federal-gov",229376,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",439592,"Some-college",10,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +37,"Private",161141,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +70,"Private",304570,"Bachelors",13,"Widowed","Machine-op-inspct","Other-relative","Asian-Pac-Islander","Male",0,0,32,"Philippines","<=50K" +28,"Local-gov",407672,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",73928,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,20,"United-States","<=50K" +69,"Private",230417,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"China",">50K" +37,"Private",260093,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",96020,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +54,"Private",104421,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"State-gov",93415,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +27,"Local-gov",282664,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Other","Female",0,0,45,"?","<=50K" +21,"Private",202871,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,44,"United-States","<=50K" +29,"Private",169683,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",271603,"7th-8th",4,"Never-married","Other-service","Not-in-family","White","Male",0,0,24,"?","<=50K" +32,"Private",340917,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +31,"Private",329874,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"State-gov",120781,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"India",">50K" +48,"Private",138069,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +58,"Self-emp-not-inc",33309,"HS-grad",9,"Widowed","Farming-fishing","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +23,"Private",76432,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"State-gov",277635,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +49,"Local-gov",123088,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,46,"United-States","<=50K" +51,"Private",57698,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",181820,"HS-grad",9,"Separated","Craft-repair","Own-child","White","Male",0,0,53,"United-States","<=50K" +40,"Self-emp-not-inc",98985,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +59,"Private",98350,"HS-grad",9,"Divorced","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +47,"Private",125120,"Bachelors",13,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +37,"Private",243409,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +43,"Private",62857,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +40,"Private",283174,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +48,"Private",107373,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",201155,"9th",5,"Never-married","Sales","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +48,"Private",187505,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",61778,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +28,"Private",149652,"10th",6,"Never-married","Other-service","Own-child","Black","Female",0,0,30,"United-States","<=50K" +56,"Private",170324,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"Trinadad&Tobago","<=50K" +45,"Private",165937,"HS-grad",9,"Divorced","Transport-moving","Own-child","White","Male",0,0,60,"United-States","<=50K" +60,"State-gov",114060,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"State-gov",58913,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States",">50K" +37,"State-gov",378916,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",241885,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",224421,"Assoc-voc",11,"Married-AF-spouse","Farming-fishing","Husband","White","Male",0,0,44,"United-States",">50K" +31,"?",213771,"HS-grad",9,"Widowed","?","Unmarried","White","Female",0,0,36,"United-States","<=50K" +39,"Private",315565,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"Cuba","<=50K" +31,"Local-gov",153005,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",198606,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,16,"United-States","<=50K" +19,"Private",260333,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +24,"Private",219510,"Bachelors",13,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,32,"United-States","<=50K" +34,"Private",136862,"1st-4th",2,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"Guatemala","<=50K" +58,"Private",187067,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,62,"Canada","<=50K" +23,"Private",325921,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +33,"Private",268127,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +76,"Private",142535,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Male",0,0,6,"United-States","<=50K" +40,"Private",177083,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +28,"Private",77009,"7th-8th",4,"Divorced","Other-service","Unmarried","White","Female",0,0,50,"United-States","<=50K" +41,"Private",306405,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States","<=50K" +22,"Federal-gov",262819,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",49087,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",53833,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Male",0,0,40,"United-States","<=50K" +22,"Private",81145,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +41,"Private",215479,"Some-college",10,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,43,"United-States","<=50K" +29,"Private",113464,"HS-grad",9,"Never-married","Transport-moving","Other-relative","Other","Male",0,0,40,"Dominican-Republic","<=50K" +72,"Federal-gov",217864,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Self-emp-inc",117721,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,65,"United-States","<=50K" +19,"Private",199484,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +25,"Private",248851,"Bachelors",13,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",116968,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +59,"Private",366618,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +17,"Private",240143,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,30,"United-States","<=50K" +59,"?",424468,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +50,"?",194186,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,60,"United-States","<=50K" +29,"Private",247053,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",180599,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +29,"Local-gov",190330,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,10,"United-States","<=50K" +29,"State-gov",199450,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +32,"Local-gov",199539,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +17,"?",94366,"10th",6,"Never-married","?","Other-relative","White","Male",0,0,6,"United-States","<=50K" +50,"Self-emp-not-inc",29231,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +43,"Private",33126,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Private",102085,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",212064,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +54,"State-gov",166774,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States",">50K" +65,"Private",95303,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +18,"?",379768,"HS-grad",9,"Never-married","?","Own-child","Other","Female",0,0,40,"United-States","<=50K" +70,"Self-emp-inc",247383,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",229465,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +21,"Private",180052,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,30,"United-States","<=50K" +20,"Private",214387,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"State-gov",149337,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Male",0,0,38,"United-States","<=50K" +31,"Private",34374,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +45,"Self-emp-not-inc",58683,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",403037,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +55,"Private",32365,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +49,"Private",155489,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Self-emp-inc",289886,"HS-grad",9,"Never-married","Other-service","Unmarried","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +30,"Federal-gov",54684,"Prof-school",15,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"?","<=50K" +19,"Private",101549,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +48,"Self-emp-inc",51579,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +41,"Private",40151,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +29,"Private",244721,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,35,"United-States",">50K" +47,"Local-gov",228372,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States",">50K" +53,"Local-gov",236873,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +19,"Private",250249,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +71,"Private",93202,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +29,"Private",176723,"Some-college",10,"Never-married","Sales","Unmarried","White","Female",0,0,25,"United-States","<=50K" +43,"Local-gov",175526,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",91842,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +52,"Private",71768,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Private",181220,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",204516,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",89172,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,80,"United-States","<=50K" +37,"Federal-gov",143547,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",310889,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Local-gov",150324,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",216472,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +64,"Private",212838,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +45,"Private",168283,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",187702,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +19,"Private",60661,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,52,"United-States","<=50K" +54,"Private",115284,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,45,"United-States",">50K" +61,"Self-emp-inc",98350,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Taiwan",">50K" +18,"Private",195372,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +62,"?",81578,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",111567,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Private",244572,"HS-grad",9,"Separated","Other-service","Not-in-family","Black","Female",0,0,37,"United-States","<=50K" +54,"Private",230919,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",282604,"Some-college",10,"Married-civ-spouse","Protective-serv","Other-relative","White","Male",0,0,24,"United-States","<=50K" +54,"Private",320196,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"Germany","<=50K" +42,"Private",201466,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +51,"Federal-gov",254211,"Masters",14,"Widowed","Sales","Unmarried","White","Male",0,0,50,"El-Salvador",">50K" +41,"Private",599629,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States",">50K" +31,"State-gov",161631,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +21,"Private",202373,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +52,"Private",169549,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",127185,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,15,"United-States","<=50K" +18,"Private",184277,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +58,"Private",119751,"HS-grad",9,"Married-civ-spouse","Priv-house-serv","Other-relative","Asian-Pac-Islander","Female",0,0,60,"Philippines","<=50K" +23,"Private",294701,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +21,"Private",26842,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +43,"State-gov",114537,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",126386,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",163787,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +44,"Private",98211,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",175509,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +48,"Private",159854,"1st-4th",2,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Self-emp-inc",120920,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +24,"Private",187551,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,20,"United-States","<=50K" +41,"State-gov",27305,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",216711,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Local-gov",218596,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +54,"Private",280292,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,32,"United-States","<=50K" +40,"Private",200496,"Bachelors",13,"Separated","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",78090,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,48,"United-States","<=50K" +23,"Private",118693,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",203488,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +27,"Local-gov",172091,"HS-grad",9,"Never-married","Craft-repair","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",113364,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +72,"Self-emp-not-inc",139889,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,74,"United-States","<=50K" +32,"Private",110279,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +53,"Private",242859,"Some-college",10,"Separated","Adm-clerical","Own-child","White","Male",0,0,40,"Cuba","<=50K" +18,"Private",132986,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,10,"United-States","<=50K" +41,"Federal-gov",187462,"Assoc-voc",11,"Divorced","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",264961,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,45,"United-States","<=50K" +70,"?",148065,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,4,"United-States",">50K" +46,"Self-emp-inc",200949,"Bachelors",13,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,50,"?","<=50K" +47,"Private",47247,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +56,"Local-gov",571017,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,15,"United-States","<=50K" +47,"Private",302711,"11th",7,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-inc",50356,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",199336,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,25,"United-States","<=50K" +42,"Private",341178,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,44,"Mexico","<=50K" +42,"Federal-gov",70240,"Some-college",10,"Divorced","Exec-managerial","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +46,"Private",229394,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Private",82098,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,55,"United-States","<=50K" +57,"Private",170411,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",109532,"12th",8,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",142682,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"Dominican-Republic","<=50K" +34,"Self-emp-inc",127651,"Bachelors",13,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +27,"Local-gov",236472,"Bachelors",13,"Divorced","Prof-specialty","Other-relative","White","Female",0,0,40,"United-States","<=50K" +37,"Private",111499,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Private",425199,"Some-college",10,"Divorced","Sales","Unmarried","White","Male",0,0,45,"United-States","<=50K" +38,"Private",229009,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"Private",234807,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,37,"United-States","<=50K" +45,"Private",738812,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,46,"United-States","<=50K" +56,"Private",204816,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +64,"Private",342494,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Local-gov",226311,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Female",0,0,38,"United-States","<=50K" +23,"Private",143062,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",125155,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,90,"United-States","<=50K" +23,"Private",329925,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +26,"?",208994,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,12,"United-States","<=50K" +56,"Local-gov",212864,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",118693,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",253593,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +32,"State-gov",206051,"Some-college",10,"Married-spouse-absent","Farming-fishing","Own-child","White","Male",0,0,50,"United-States","<=50K" +72,"Private",497280,"9th",5,"Widowed","Other-service","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +19,"Private",140985,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,25,"United-States","<=50K" +25,"Local-gov",191921,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,0,25,"United-States","<=50K" +58,"Private",142158,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,35,"United-States","<=50K" +24,"Private",249046,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",213019,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,38,"United-States",">50K" +40,"Private",199599,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",186191,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,45,"?","<=50K" +25,"Private",28008,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-inc",82488,"Bachelors",13,"Married-civ-spouse","Sales","Own-child","Asian-Pac-Islander","Female",0,0,40,"Philippines",">50K" +36,"Private",117073,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",325786,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",37546,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",204226,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",133299,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",29702,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",307812,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Private",174545,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,46,"United-States","<=50K" +23,"Private",233472,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",184147,"HS-grad",9,"Separated","Sales","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +33,"Private",200246,"Some-college",10,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",166585,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +21,"Private",335570,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,30,"?","<=50K" +39,"Private",53569,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",167065,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",113364,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +40,"Federal-gov",219266,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",205975,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +56,"Private",65325,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Local-gov",194740,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",99065,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,39,"United-States","<=50K" +25,"Private",212793,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +33,"Private",112941,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +41,"State-gov",187322,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",283676,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",173682,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",168470,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"Private",141807,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Italy","<=50K" +25,"Private",245628,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,15,"Mexico","<=50K" +31,"Private",264864,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +39,"Private",262841,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +55,"Private",37438,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",170800,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Female",0,0,12,"United-States","<=50K" +44,"Private",152150,"Assoc-acdm",12,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",159580,"12th",8,"Divorced","Transport-moving","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +61,"Private",477209,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,54,"United-States","<=50K" +32,"Private",70985,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",241998,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Private",249541,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",135339,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +32,"Private",44675,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,65,"United-States",">50K" +46,"State-gov",247992,"7th-8th",4,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-inc",48087,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Local-gov",114045,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +60,"State-gov",69251,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,38,"China",">50K" +67,"Private",192670,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +19,"Private",268392,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +55,"?",170994,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Private",431513,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States",">50K" +19,"State-gov",37332,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +19,"Private",35865,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +43,"Private",183891,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",150309,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,90,"United-States","<=50K" +65,"Private",93318,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,45,"United-States","<=50K" +32,"Private",171814,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"State-gov",183735,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",353541,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +72,"?",271352,"10th",6,"Divorced","?","Not-in-family","White","Male",0,0,12,"United-States","<=50K" +27,"Private",223751,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +75,"Self-emp-inc",164570,"11th",7,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +39,"?",281363,"10th",6,"Widowed","?","Unmarried","White","Female",0,0,15,"United-States","<=50K" +47,"Private",34458,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",254293,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",270147,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +48,"Private",195491,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +36,"Local-gov",255454,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +18,"Private",126125,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +33,"Private",618191,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",163110,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"State-gov",235379,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",55465,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +67,"Local-gov",181220,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +42,"Private",26672,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +59,"Private",98361,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Local-gov",219883,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +47,"Private",33865,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +68,"Private",168794,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +30,"Private",94245,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",34572,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +49,"Private",348751,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",65382,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Private",178054,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"?",">50K" +24,"Private",140001,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",117789,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"Private",238917,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +52,"Local-gov",330799,"9th",5,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +48,"Private",209460,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",184779,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,20,"United-States","<=50K" +31,"Private",139000,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,25,"United-States","<=50K" +30,"Private",361742,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",260782,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"?","<=50K" +51,"Private",203435,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",100579,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",356067,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",0,0,16,"United-States","<=50K" +46,"Private",87250,"Bachelors",13,"Separated","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",255817,"5th-6th",3,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"El-Salvador","<=50K" +48,"Self-emp-not-inc",243631,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,30,"South","<=50K" +34,"Self-emp-inc",544268,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +42,"Self-emp-not-inc",98061,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Private",95691,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,30,"Columbia","<=50K" +47,"Private",145868,"11th",7,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",65038,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",227734,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,22,"United-States","<=50K" +19,"Local-gov",176831,"Some-college",10,"Never-married","Other-service","Own-child","Black","Female",0,0,35,"United-States","<=50K" +22,"Private",211678,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Local-gov",157240,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,70,"United-States","<=50K" +41,"Self-emp-not-inc",145441,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Yugoslavia","<=50K" +42,"Private",76487,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"State-gov",557853,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,47,"United-States","<=50K" +69,"?",262352,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,32,"United-States","<=50K" +58,"Self-emp-not-inc",118253,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +36,"Private",146625,"11th",7,"Widowed","Other-service","Unmarried","Black","Female",0,0,12,"United-States","<=50K" +31,"Private",174201,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States","<=50K" +41,"Private",121130,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",385847,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"?",83439,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",114158,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,15,"United-States","<=50K" +27,"Private",381789,"12th",8,"Married-civ-spouse","Farming-fishing","Own-child","White","Male",0,0,55,"United-States","<=50K" +17,"Private",82041,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"Canada","<=50K" +35,"Self-emp-not-inc",115618,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +45,"Self-emp-not-inc",106110,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,99,"United-States","<=50K" +44,"Private",267521,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",90692,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +51,"Private",57101,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",236913,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +64,"Self-emp-not-inc",388625,"10th",6,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,10,"United-States",">50K" +54,"Self-emp-not-inc",261207,"7th-8th",4,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,45,"Cuba","<=50K" +43,"Private",245487,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,40,"Mexico","<=50K" +32,"Private",262153,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,35,"United-States","<=50K" +26,"Self-emp-not-inc",68729,"HS-grad",9,"Never-married","Sales","Other-relative","Asian-Pac-Islander","Male",0,0,50,"United-States",">50K" +37,"Private",126954,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Private",85074,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",383306,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",99373,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +66,"Local-gov",157942,"HS-grad",9,"Widowed","Transport-moving","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",241928,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","Black","Female",0,0,32,"United-States","<=50K" +37,"Private",348739,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +37,"Private",95654,"10th",6,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,35,"United-States","<=50K" +25,"Private",367306,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",270421,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +63,"?",221592,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +42,"State-gov",39239,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +32,"Private",72744,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"State-gov",367292,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Self-emp-not-inc",408498,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +65,"Self-emp-inc",157403,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",231263,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",244147,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,10,"United-States","<=50K" +24,"Private",220944,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +51,"Federal-gov",314007,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +67,"?",200862,"10th",6,"Never-married","?","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +28,"Private",33374,"11th",7,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +32,"Self-emp-inc",345489,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +77,"Private",83601,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",162302,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +26,"Private",112847,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",147344,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +57,"State-gov",183657,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,35,"United-States",">50K" +40,"Private",130760,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +50,"Private",163948,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",316797,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Own-child","White","Male",0,0,45,"Mexico","<=50K" +54,"Federal-gov",332243,"12th",8,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Local-gov",195844,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Local-gov",387250,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +68,"?",40956,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +17,"Private",178953,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +32,"Private",398988,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",535978,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +42,"Private",296982,"Some-college",10,"Divorced","Sales","Unmarried","White","Male",0,0,40,"United-States","<=50K" +40,"Private",231991,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",295799,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"State-gov",201569,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +58,"Private",193568,"11th",7,"Widowed","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +61,"Private",97128,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +42,"Private",203393,"Bachelors",13,"Married-civ-spouse","Craft-repair","Wife","Black","Female",0,0,35,"United-States",">50K" +49,"Private",138370,"Masters",14,"Married-spouse-absent","Protective-serv","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +41,"Self-emp-inc",120277,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"?","<=50K" +43,"Private",91949,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",228372,"Bachelors",13,"Divorced","Sales","Unmarried","White","Male",0,0,40,"United-States",">50K" +28,"Private",132191,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +57,"Private",195835,"Some-college",10,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",185399,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,38,"United-States","<=50K" +79,"Self-emp-not-inc",103684,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",140559,"HS-grad",9,"Married-civ-spouse","Priv-house-serv","Wife","White","Female",0,0,45,"United-States","<=50K" +35,"Federal-gov",110188,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +30,"Private",112358,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"United-States",">50K" +26,"Private",151810,"10th",6,"Never-married","Farming-fishing","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +48,"Private",144844,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",205839,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +22,"Private",113760,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +50,"Private",138358,"10th",6,"Separated","Adm-clerical","Not-in-family","Black","Female",0,0,47,"Jamaica","<=50K" +47,"Self-emp-not-inc",216657,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +36,"Private",278576,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Private",174373,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +73,"Private",220019,"9th",5,"Widowed","Other-service","Unmarried","White","Female",0,0,9,"United-States","<=50K" +24,"?",311949,"HS-grad",9,"Never-married","?","Not-in-family","Asian-Pac-Islander","Female",0,0,45,"?","<=50K" +34,"Private",303867,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",154210,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Hong","<=50K" +28,"?",131310,"12th",8,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"Germany","<=50K" +46,"Private",202560,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +20,"?",358783,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +29,"Private",423024,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +24,"Private",206671,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"State-gov",245310,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +18,"Private",31983,"12th",8,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +41,"Private",124956,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,90,"United-States",">50K" +59,"Private",118358,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",491421,"5th-6th",3,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,50,"United-States","<=50K" +50,"Private",151580,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Private",248990,"1st-4th",2,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,24,"Mexico","<=50K" +42,"Private",157425,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +36,"Private",221650,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Japan","<=50K" +62,"Private",88055,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,60,"United-States",">50K" +71,"Private",216608,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",682947,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States",">50K" +44,"Private",228124,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +19,"?",217194,"10th",6,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +49,"Self-emp-not-inc",171540,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"Self-emp-not-inc",410351,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Poland","<=50K" +26,"Private",163747,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +18,"Private",108892,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,12,"United-States","<=50K" +43,"Private",180096,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",117480,"10th",6,"Never-married","Craft-repair","Own-child","White","Male",0,0,44,"United-States","<=50K" +21,"Private",163333,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +20,"Self-emp-not-inc",306710,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",150553,"Some-college",10,"Never-married","Sales","Own-child","Asian-Pac-Islander","Female",0,0,18,"Philippines","<=50K" +77,"Private",123959,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +32,"Private",24961,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Local-gov",327120,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States","<=50K" +29,"Self-emp-not-inc",33798,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",298489,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"?",101697,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States","<=50K" +31,"Private",144064,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +59,"Self-emp-not-inc",195835,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +29,"Federal-gov",184723,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States",">50K" +56,"Private",265086,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +19,"Private",235909,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +37,"Private",42645,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"State-gov",279878,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",104892,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",137063,"HS-grad",9,"Never-married","Sales","Unmarried","White","Male",0,0,38,"United-States","<=50K" +38,"Self-emp-not-inc",58972,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Private",191389,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,28,"United-States",">50K" +42,"Private",183241,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +29,"Private",91547,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",210959,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",365516,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +37,"Private",112271,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",269455,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +46,"Private",164379,"Bachelors",13,"Divorced","Sales","Unmarried","Black","Female",0,0,35,"United-States",">50K" +28,"Private",109621,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",104858,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,56,"United-States",">50K" +39,"Private",99270,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"Private",193524,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"State-gov",313946,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",162358,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +59,"Private",200700,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,48,"United-States",">50K" +21,"Private",116489,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,60,"United-States","<=50K" +22,"Private",118310,"Assoc-acdm",12,"Never-married","Prof-specialty","Own-child","White","Female",0,0,16,"United-States","<=50K" +33,"Private",296538,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +41,"Local-gov",195897,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"Self-emp-not-inc",216283,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"United-States",">50K" +62,"Private",345780,"Assoc-voc",11,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",216685,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,35,"United-States","<=50K" +28,"Local-gov",210945,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,60,"United-States","<=50K" +42,"Private",192712,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +23,"Private",178272,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Federal-gov",321333,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",294029,"11th",7,"Never-married","Sales","Own-child","Other","Female",0,0,32,"Nicaragua","<=50K" +23,"Private",112819,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",152636,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,50,"United-States","<=50K" +63,"?",301611,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +51,"Private",134808,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",64216,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,90,"United-States","<=50K" +29,"State-gov",214284,"Masters",14,"Never-married","Prof-specialty","Unmarried","Asian-Pac-Islander","Female",0,0,20,"Taiwan","<=50K" +17,"Private",231439,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +42,"Self-emp-inc",120277,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",364685,"11th",7,"Never-married","Tech-support","Own-child","White","Female",0,0,35,"United-States","<=50K" +26,"Private",18827,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",169129,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",202051,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States",">50K" +19,"Private",574271,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,28,"United-States","<=50K" +65,"State-gov",29276,"7th-8th",4,"Widowed","Other-service","Other-relative","White","Female",0,0,24,"United-States","<=50K" +52,"Self-emp-not-inc",104501,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,60,"United-States",">50K" +17,"Private",394176,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +27,"Private",85625,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,22,"United-States","<=50K" +53,"Private",340723,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",149342,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",73715,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",143083,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,18,"United-States","<=50K" +49,"Local-gov",98738,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +86,"Private",149912,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",96129,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,60,"United-States","<=50K" +47,"Private",216096,"Some-college",10,"Married-spouse-absent","Exec-managerial","Unmarried","White","Female",0,0,35,"Puerto-Rico","<=50K" +32,"Private",171091,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +30,"Self-emp-not-inc",79303,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Local-gov",182380,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",36271,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +60,"Private",118197,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States","<=50K" +39,"Local-gov",193815,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",222637,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,55,"Puerto-Rico","<=50K" +27,"Private",118230,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +59,"Private",174040,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +64,"State-gov",105748,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",205100,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,45,"United-States",">50K" +39,"Private",130620,"7th-8th",4,"Married-spouse-absent","Machine-op-inspct","Unmarried","Other","Female",0,0,40,"Dominican-Republic","<=50K" +30,"?",361817,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +47,"Self-emp-not-inc",235646,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",53277,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +24,"Private",456460,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +23,"Private",293091,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +62,"Private",210935,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +48,"?",199763,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States","<=50K" +62,"?",223447,"12th",8,"Divorced","?","Not-in-family","White","Male",0,0,40,"Canada","<=50K" +35,"Self-emp-not-inc",233533,"Bachelors",13,"Separated","Craft-repair","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +27,"Private",95647,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +49,"Private",199763,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +18,"Private",74539,"10th",6,"Never-married","Sales","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +19,"Private",84610,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +63,"Self-emp-inc",96930,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Private",115602,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,40,"United-States","<=50K" +24,"Private",237341,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +61,"Private",143800,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +50,"Self-emp-inc",163921,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States",">50K" +36,"Private",68273,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",113163,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,50,"United-States","<=50K" +30,"Private",345705,"Some-college",10,"Married-civ-spouse","Exec-managerial","Other-relative","White","Male",0,0,40,"United-States","<=50K" +33,"Private",192286,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,52,"United-States","<=50K" +39,"Local-gov",236391,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,38,"United-States",">50K" +42,"Private",106679,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +47,"?",308242,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",46094,"Bachelors",13,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,33,"United-States","<=50K" +29,"Private",194940,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",341643,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +23,"Private",210474,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +28,"Private",76313,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,60,"United-States","<=50K" +34,"Private",115858,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",55191,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +67,"Self-emp-not-inc",364862,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +49,"Private",334787,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",205733,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"?",120163,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",208591,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",115422,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",92262,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",91964,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",107682,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",597843,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"Columbia","<=50K" +19,"Private",389942,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",442274,"12th",8,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +23,"Private",595461,"7th-8th",4,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +33,"Self-emp-not-inc",127894,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +35,"Private",196899,"Bachelors",13,"Never-married","Handlers-cleaners","Not-in-family","Asian-Pac-Islander","Female",0,0,50,"Haiti","<=50K" +58,"Private",212534,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",71209,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +38,"Private",190759,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",344624,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +27,"?",194024,"9th",5,"Separated","?","Unmarried","White","Female",0,0,50,"United-States","<=50K" +19,"Private",87497,"11th",7,"Never-married","Transport-moving","Other-relative","White","Male",0,0,10,"United-States","<=50K" +22,"Private",236907,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +59,"Private",169639,"Assoc-acdm",12,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",149507,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States","<=50K" +18,"Private",294387,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",161708,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +28,"Private",282389,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +28,"Private",64940,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +49,"Private",195727,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",37931,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",170720,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +41,"Private",39581,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,24,"El-Salvador","<=50K" +50,"Private",206862,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +46,"Private",216934,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"Portugal","<=50K" +20,"Private",143062,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",242391,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +28,"Private",165030,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +37,"Private",199251,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +66,"Private",174491,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"?",333305,"Some-college",10,"Married-civ-spouse","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",203138,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,50,"United-States",">50K" +25,"Private",220220,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,45,"United-States","<=50K" +56,"Private",201344,"Some-college",10,"Widowed","Craft-repair","Unmarried","White","Female",0,0,38,"United-States","<=50K" +47,"Self-emp-not-inc",218676,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +55,"Self-emp-not-inc",141807,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +41,"State-gov",222434,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",266860,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +41,"Private",159549,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",195248,"Some-college",10,"Never-married","Sales","Own-child","Other","Female",0,0,20,"United-States","<=50K" +52,"Private",109413,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",185291,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States",">50K" +21,"?",140012,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +35,"Self-emp-not-inc",114366,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",169631,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",312232,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +46,"Private",229737,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"India",">50K" +70,"?",306563,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",106014,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +21,"Private",25265,"Assoc-voc",11,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +29,"Private",71860,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +41,"Self-emp-inc",94113,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +51,"Self-emp-not-inc",208003,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",113550,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +47,"Private",83046,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",205830,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"El-Salvador","<=50K" +23,"Private",245147,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +49,"Private",274720,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",163047,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"State-gov",47902,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +50,"Private",128798,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +77,"Private",154205,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +27,"Private",176683,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"United-States","<=50K" +29,"Self-emp-inc",104737,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +54,"Private",349340,"Preschool",1,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +39,"State-gov",218249,"Some-college",10,"Separated","Prof-specialty","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +32,"Private",281540,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Federal-gov",112847,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +24,"Local-gov",126613,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +32,"Self-emp-not-inc",34572,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +26,"Private",104045,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"?",57665,"Bachelors",13,"Divorced","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",359001,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States","<=50K" +31,"Private",201122,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",160035,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +50,"Private",167886,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",32059,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +59,"Self-emp-inc",200453,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",403072,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",37210,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,50,"United-States","<=50K" +32,"Private",199416,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",413227,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +29,"?",188675,"Some-college",10,"Divorced","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +42,"Private",226902,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +37,"Private",195189,"Some-college",10,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",116608,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +59,"Private",99131,"Masters",14,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +52,"Local-gov",186117,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,56,"United-States",">50K" +29,"State-gov",67053,"HS-grad",9,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Thailand","<=50K" +39,"Private",325374,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",111949,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"United-States","<=50K" +19,"Private",194905,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +60,"Local-gov",195453,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +75,"Private",316119,"Some-college",10,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +24,"State-gov",506329,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +58,"Federal-gov",319733,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States","<=50K" +21,"State-gov",99199,"Masters",14,"Never-married","Transport-moving","Own-child","White","Male",0,0,15,"United-States","<=50K" +28,"Private",204600,"HS-grad",9,"Separated","Protective-serv","Other-relative","White","Male",0,0,40,"United-States","<=50K" +40,"Private",173307,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",34446,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Private",175642,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +58,"Private",203735,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",197967,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States","<=50K" +29,"Private",413297,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"Mexico","<=50K" +45,"Private",240841,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",152189,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"State-gov",85874,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",362623,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +67,"?",37170,"7th-8th",4,"Divorced","?","Not-in-family","White","Male",0,0,3,"United-States","<=50K" +28,"Private",30912,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",35448,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +33,"Private",173248,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,35,"United-States","<=50K" +37,"Private",49626,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,43,"United-States","<=50K" +19,"Private",102723,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +90,"?",166343,"1st-4th",2,"Widowed","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",168322,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",131117,"7th-8th",4,"Divorced","Tech-support","Unmarried","White","Female",0,0,38,"Columbia","<=50K" +20,"?",210474,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,15,"United-States","<=50K" +25,"Private",110138,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",107452,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +32,"Private",160594,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +70,"Local-gov",334666,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +57,"Private",104272,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",19491,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",128715,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +34,"Private",128063,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,36,"United-States","<=50K" +26,"Self-emp-not-inc",37023,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,78,"United-States","<=50K" +44,"Private",68748,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +66,"Private",140576,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",327435,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",202729,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",277471,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",189670,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,50,"United-States","<=50K" +61,"Private",204908,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",171841,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",78247,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",68895,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"Mexico","<=50K" +27,"Private",56658,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Amer-Indian-Eskimo","Male",0,0,8,"United-States","<=50K" +58,"Local-gov",259216,"9th",5,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"State-gov",270278,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,12,"Puerto-Rico","<=50K" +56,"Private",238806,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,26,"United-States","<=50K" +36,"Private",111128,"Some-college",10,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States",">50K" +29,"Private",119429,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +28,"Private",73037,"10th",6,"Never-married","Transport-moving","Unmarried","White","Male",0,0,30,"United-States","<=50K" +61,"Self-emp-not-inc",84409,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +66,"Self-emp-not-inc",274451,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,25,"United-States",">50K" +21,"Private",124242,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",159732,"HS-grad",9,"Widowed","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",161415,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +33,"Private",157568,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",168030,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +82,"Self-emp-inc",130329,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"State-gov",56964,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +29,"Private",370509,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"France",">50K" +19,"Private",106306,"Some-college",10,"Divorced","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",56480,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,1,"United-States","<=50K" +27,"Private",404421,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +33,"Private",194901,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +43,"State-gov",164790,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Male",0,0,50,"United-States",">50K" +72,"Federal-gov",94242,"Some-college",10,"Widowed","Tech-support","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +68,"Self-emp-not-inc",365020,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",160512,"HS-grad",9,"Separated","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Private",170331,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +30,"Private",101266,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",217718,"5th-6th",3,"Married-spouse-absent","Other-service","Unmarried","Black","Female",0,0,30,"Haiti","<=50K" +39,"?",361838,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,6,"United-States",">50K" +41,"State-gov",283917,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +48,"Private",39530,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +66,"Self-emp-not-inc",212185,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,48,"United-States","<=50K" +25,"Self-emp-inc",90752,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +22,"?",210802,"Some-college",10,"Never-married","?","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +31,"Private",340880,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +43,"Self-emp-not-inc",113211,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +42,"Private",134509,"Some-college",10,"Never-married","Transport-moving","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +20,"State-gov",147280,"HS-grad",9,"Never-married","Other-service","Other-relative","Other","Male",0,0,40,"United-States","<=50K" +40,"Private",145441,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +65,"Private",398001,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +53,"Private",31588,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,52,"United-States",">50K" +38,"?",121135,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",186916,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",115244,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +41,"Local-gov",169995,"Some-college",10,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +48,"Self-emp-not-inc",52240,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,25,"United-States",">50K" +52,"Private",35305,"7th-8th",4,"Never-married","Other-service","Own-child","White","Female",0,0,7,"United-States","<=50K" +45,"Self-emp-not-inc",160724,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,45,"China",">50K" +29,"Private",210464,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",207685,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,21,"United-States","<=50K" +38,"Private",233717,"Some-college",10,"Divorced","Exec-managerial","Unmarried","Black","Male",0,0,60,"United-States","<=50K" +32,"Private",222205,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +37,"Private",167613,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",148773,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Local-gov",68268,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",174533,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",273230,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",187502,"HS-grad",9,"Never-married","Sales","Own-child","Black","Male",0,0,24,"United-States","<=50K" +47,"Private",209320,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",56841,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States","<=50K" +55,"Private",254627,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",42703,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",374137,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",196385,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",192930,"HS-grad",9,"Separated","Sales","Unmarried","White","Female",0,0,10,"United-States","<=50K" +39,"Private",99527,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",185437,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +43,"Private",247162,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Federal-gov",131534,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",184693,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"Mexico","<=50K" +27,"Private",704108,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Private",220262,"Assoc-acdm",12,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",95654,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,60,"United-States","<=50K" +67,"Private",89346,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",94392,"11th",7,"Separated","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +21,"Private",334113,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"Private",32763,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +31,"Private",136651,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +51,"Self-emp-not-inc",240236,"Assoc-acdm",12,"Separated","Sales","Not-in-family","Black","Male",0,0,30,"United-States","<=50K" +29,"Private",53271,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",31493,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States",">50K" +32,"Private",195891,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +26,"Private",211424,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Local-gov",84657,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",151408,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Private",106819,"7th-8th",4,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,19,"United-States","<=50K" +62,"Private",132917,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,20,"United-States","<=50K" +54,"Private",146834,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States","<=50K" +55,"Private",164332,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +24,"Private",30656,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +27,"Private",113501,"Masters",14,"Never-married","Adm-clerical","Own-child","White","Male",0,0,45,"United-States","<=50K" +18,"Private",165316,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,30,"United-States","<=50K" +21,"Private",126613,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Self-emp-not-inc",361280,"Some-college",10,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,80,"Philippines",">50K" +50,"?",123044,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,60,"United-States",">50K" +38,"Private",165472,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",99452,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",84977,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",240458,"11th",7,"Divorced","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +60,"Private",123218,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",115289,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",373895,"Some-college",10,"Separated","Handlers-cleaners","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +43,"Private",152617,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +49,"State-gov",72619,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States","<=50K" +17,"Private",41865,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +32,"Private",190228,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +23,"Private",193090,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +25,"Private",181896,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +46,"Local-gov",213668,"11th",7,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",99369,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Other","Female",0,0,50,"United-States","<=50K" +44,"Private",104196,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +60,"Self-emp-not-inc",176839,"Prof-school",15,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +30,"Local-gov",99502,"Assoc-voc",11,"Divorced","Protective-serv","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +24,"Private",183410,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,17,"United-States","<=50K" +17,"Private",25690,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,10,"United-States","<=50K" +76,"?",201986,"11th",7,"Widowed","?","Other-relative","White","Female",0,0,16,"United-States","<=50K" +31,"Private",188961,"Assoc-acdm",12,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +52,"Private",114971,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",121468,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Asian-Pac-Islander","Female",0,0,35,"United-States","<=50K" +73,"Self-emp-inc",191540,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Private",146398,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,24,"United-States","<=50K" +48,"Private",193553,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +60,"Private",121127,"10th",6,"Widowed","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",389856,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",290504,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"United-States","<=50K" +54,"State-gov",137065,"Doctorate",16,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +50,"Local-gov",212685,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",71475,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"Private",111450,"Some-college",10,"Never-married","Adm-clerical","Other-relative","Black","Male",0,0,22,"United-States","<=50K" +35,"Private",225860,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",129853,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +50,"Private",99925,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,32,"United-States","<=50K" +58,"Private",227800,"1st-4th",2,"Separated","Farming-fishing","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +55,"State-gov",111130,"Assoc-acdm",12,"Divorced","Adm-clerical","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +29,"Private",100764,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +47,"Private",275095,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",147500,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"United-States","<=50K" +63,"Local-gov",150079,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States",">50K" +27,"Private",140863,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +62,"?",199198,"11th",7,"Divorced","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",193372,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",196771,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +31,"Private",231826,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,52,"Mexico","<=50K" +40,"Federal-gov",196456,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +42,"Private",34037,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +52,"Private",174964,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",91608,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",403468,"Some-college",10,"Separated","Other-service","Unmarried","White","Female",0,0,50,"Mexico","<=50K" +33,"Private",112900,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +58,"Private",242670,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +54,"Private",343242,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",200733,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Self-emp-not-inc",236769,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",22494,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"Federal-gov",129379,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",239098,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",167501,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",77146,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +47,"Private",82797,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Self-emp-not-inc",134886,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +40,"Self-emp-inc",218558,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +26,"Private",196899,"Assoc-acdm",12,"Separated","Craft-repair","Not-in-family","Other","Female",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",200960,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +39,"Private",188069,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"?","<=50K" +60,"Private",232337,"7th-8th",4,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",98656,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"State-gov",194260,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +49,"?",481987,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"Private",234976,"11th",7,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,48,"United-States","<=50K" +29,"Private",349116,"HS-grad",9,"Separated","Sales","Unmarried","White","Female",0,0,25,"United-States","<=50K" +39,"Private",175390,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",214637,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +27,"Private",185127,"Assoc-voc",11,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Private",98752,"9th",5,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +50,"Local-gov",218382,"Some-college",10,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +51,"Private",153486,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +51,"Federal-gov",174102,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",137142,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +61,"Private",241013,"7th-8th",4,"Widowed","Farming-fishing","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",267798,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +41,"?",152880,"HS-grad",9,"Divorced","?","Not-in-family","Black","Female",0,0,28,"United-States","<=50K" +31,"Private",263561,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",39764,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",172186,"Some-college",10,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Private",61270,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Self-emp-inc",124685,"Masters",14,"Divorced","Exec-managerial","Not-in-family","Asian-Pac-Islander","Male",0,0,99,"Japan",">50K" +69,"Self-emp-not-inc",76968,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,25,"United-States","<=50K" +21,"Private",38772,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +24,"Private",172496,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +55,"Private",306164,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",33795,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +48,"Private",47686,"11th",7,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +31,"Private",193132,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +52,"Private",400004,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",101283,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",192384,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",113838,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Private",199713,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",236021,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",138938,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,10,"United-States","<=50K" +36,"Private",126946,"Some-college",10,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Private",44791,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",31964,"9th",5,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"State-gov",352156,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +70,"Self-emp-not-inc",205860,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",113106,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +57,"Private",89182,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",250782,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +28,"Private",177955,"11th",7,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"Mexico","<=50K" +32,"Private",198660,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",168740,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +45,"Private",199625,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,20,"United-States","<=50K" +22,"Private",213902,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +38,"Private",208379,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +37,"Private",113120,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",57827,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +59,"Private",515712,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",396270,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,25,"United-States","<=50K" +30,"Private",231620,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +50,"Private",174655,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +63,"?",97823,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",176732,"9th",5,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"Private",143932,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",551962,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","White","Female",0,0,50,"Peru","<=50K" +30,"?",298577,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +39,"Private",257942,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +55,"Local-gov",253062,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",193748,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +46,"Private",368561,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +50,"Private",192964,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,65,"United-States","<=50K" +32,"Private",217304,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","Black","Male",0,0,30,"United-States","<=50K" +18,"Private",120029,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",62124,"HS-grad",9,"Separated","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +50,"Private",94885,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +32,"Private",192565,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +23,"Local-gov",220912,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",184120,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +46,"Private",140782,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +43,"Self-emp-inc",170785,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +32,"Private",90705,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +37,"State-gov",108293,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,38,"United-States","<=50K" +48,"Private",168283,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +43,"Private",193672,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Local-gov",143865,"10th",6,"Widowed","Other-service","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +30,"Private",209317,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"Dominican-Republic","<=50K" +34,"State-gov",204461,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",137088,"HS-grad",9,"Married-civ-spouse","Craft-repair","Other-relative","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +41,"Private",149102,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +53,"Private",182855,"10th",6,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,48,"United-States","<=50K" +42,"Private",572751,"Preschool",1,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Nicaragua","<=50K" +18,"Private",83451,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +81,"Private",98116,"Bachelors",13,"Widowed","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +40,"Private",119225,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",134888,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Female",0,0,35,"United-States","<=50K" +20,"Private",745817,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,15,"United-States","<=50K" +41,"Private",88368,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +49,"State-gov",122066,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +22,"Private",363219,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +46,"Private",84402,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +35,"Private",150042,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +34,"Private",48014,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +29,"Local-gov",177398,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +28,"Private",373698,"12th",8,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"?","<=50K" +35,"Private",422933,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +29,"Private",131088,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",178255,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"Columbia","<=50K" +52,"Self-emp-not-inc",129311,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,95,"United-States",">50K" +45,"Private",473171,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",236985,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +35,"?",226379,"HS-grad",9,"Married-civ-spouse","?","Other-relative","White","Female",0,0,25,"United-States","<=50K" +21,"?",277700,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +35,"Private",207568,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",85708,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",98765,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"Canada","<=50K" +29,"Private",192283,"Some-college",10,"Never-married","Other-service","Other-relative","White","Female",0,0,20,"United-States","<=50K" +29,"State-gov",271012,"10th",6,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",189265,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",321880,"10th",6,"Never-married","Other-service","Own-child","Black","Male",0,0,15,"United-States","<=50K" +52,"Private",177465,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,25,"United-States","<=50K" +24,"Private",127647,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +32,"State-gov",119033,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",209317,"HS-grad",9,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,40,"?","<=50K" +33,"Private",284531,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",251120,"7th-8th",4,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +28,"Private",113870,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +62,"Without-pay",170114,"Assoc-acdm",12,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",328199,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Female",0,0,64,"United-States","<=50K" +26,"Private",206307,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Federal-gov",170603,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Self-emp-not-inc",112271,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +19,"Private",118306,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,16,"United-States","<=50K" +49,"Private",126754,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States",">50K" +47,"Private",267205,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"?",">50K" +38,"Private",205359,"11th",7,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,32,"United-States","<=50K" +30,"Private",398662,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",202498,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Columbia","<=50K" +32,"Private",105650,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +46,"Private",191204,"Assoc-voc",11,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",56582,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +47,"Local-gov",51579,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,50,"United-States","<=50K" +57,"Self-emp-not-inc",152030,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,25,"United-States",">50K" +47,"Private",227310,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",55854,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,56,"United-States",">50K" +36,"Local-gov",28996,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",160634,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +37,"Private",222450,"11th",7,"Married-spouse-absent","Other-service","Other-relative","White","Male",0,0,40,"El-Salvador","<=50K" +36,"Self-emp-inc",180419,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +17,"Private",202521,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +23,"Private",186014,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +37,"Self-emp-not-inc",35330,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,42,"United-States","<=50K" +35,"Federal-gov",84848,"Some-college",10,"Never-married","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",176280,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +52,"Private",145271,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +37,"Local-gov",108320,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +48,"State-gov",106377,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,65,"United-States",">50K" +24,"Private",258730,"HS-grad",9,"Divorced","Other-service","Own-child","White","Female",0,0,40,"Japan","<=50K" +33,"Private",58305,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",341672,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +34,"Private",176648,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Black","Male",0,0,42,"United-States","<=50K" +24,"?",32616,"Bachelors",13,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",481175,"Some-college",10,"Never-married","Exec-managerial","Own-child","Other","Male",0,0,24,"Peru","<=50K" +18,"Private",25837,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +20,"Private",385077,"12th",8,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"Private",68985,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +19,"Private",181572,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +53,"Private",23698,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,46,"United-States",">50K" +34,"?",268127,"12th",8,"Separated","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",162298,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",144608,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",250630,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +31,"Private",150441,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +37,"Private",189251,"Doctorate",16,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +64,"Private",260082,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Columbia","<=50K" +42,"Private",139126,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",50132,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +36,"Self-emp-not-inc",167691,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,50,"United-States","<=50K" +36,"Private",77820,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",156513,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +24,"Private",283092,"11th",7,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,35,"Jamaica","<=50K" +22,"Private",175883,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +62,"Private",232308,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",269991,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"Puerto-Rico","<=50K" +20,"Private",305446,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +57,"Private",78707,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",351802,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,35,"United-States","<=50K" +37,"Local-gov",196529,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +35,"Self-emp-inc",175769,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +17,"Private",153021,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +36,"Local-gov",331902,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +50,"Private",279461,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +27,"State-gov",205499,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,77,"United-States","<=50K" +25,"Private",113099,"HS-grad",9,"Separated","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-inc",206947,"Assoc-acdm",12,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,67,"United-States","<=50K" +29,"State-gov",159782,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +19,"Private",410543,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Private",34446,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",209101,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,25,"United-States",">50K" +43,"Federal-gov",95902,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",214323,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",236323,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Federal-gov",201127,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,56,"United-States",">50K" +40,"Private",142886,"Bachelors",13,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",77313,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +17,"?",212125,"10th",6,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +36,"Private",187098,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",196857,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +53,"Local-gov",155314,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +72,"Self-emp-not-inc",203289,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +46,"Private",117059,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,60,"United-States","<=50K" +33,"Private",178587,"Some-college",10,"Separated","Prof-specialty","Unmarried","White","Female",0,0,37,"United-States","<=50K" +22,"Private",82393,"9th",5,"Never-married","Handlers-cleaners","Own-child","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +17,"?",145258,"11th",7,"Never-married","?","Other-relative","White","Female",0,0,25,"United-States","<=50K" +41,"Private",185145,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"?",">50K" +46,"Private",72896,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,43,"United-States","<=50K" +33,"Private",134886,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +32,"Private",223212,"Preschool",1,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +52,"Self-emp-not-inc",174752,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",230563,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +48,"State-gov",353824,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,72,"United-States",">50K" +22,"Private",117363,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +25,"Private",285367,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +60,"?",139391,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,42,"United-States","<=50K" +38,"Private",198170,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",38948,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +49,"Private",188515,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Self-emp-not-inc",177810,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +31,"Private",178506,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +40,"Self-emp-not-inc",129298,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Private",165315,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,37,"United-States","<=50K" +18,"?",172214,"HS-grad",9,"Never-married","?","Own-child","Black","Female",0,0,20,"United-States","<=50K" +19,"Private",63434,"12th",8,"Never-married","Farming-fishing","Own-child","White","Female",0,0,30,"United-States","<=50K" +35,"Self-emp-inc",140854,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +28,"Private",133043,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States","<=50K" +33,"Private",259301,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,41,"United-States","<=50K" +20,"Private",196643,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",364365,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +36,"Private",269318,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",108454,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +32,"Private",171637,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",183589,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,25,"United-States","<=50K" +24,"Private",107801,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",179877,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",168981,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,35,"United-States","<=50K" +37,"Private",120590,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +31,"Private",310773,"Some-college",10,"Separated","Sales","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +21,"Private",197050,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +47,"Private",159726,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,85,"United-States",">50K" +23,"Private",210797,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",55291,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",276718,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +67,"Private",336163,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,24,"United-States","<=50K" +57,"Private",112840,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +17,"Private",165918,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"Peru","<=50K" +53,"Private",165745,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"State-gov",197731,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,49,"United-States",">50K" +48,"Self-emp-not-inc",197702,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",213260,"HS-grad",9,"Separated","Protective-serv","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +51,"Private",53833,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,46,"United-States",">50K" +18,"Private",89419,"HS-grad",9,"Never-married","Tech-support","Own-child","White","Female",0,0,10,"United-States","<=50K" +23,"Private",119704,"Some-college",10,"Separated","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",433170,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +34,"Private",182714,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,35,"?","<=50K" +39,"Private",172538,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +20,"?",220115,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,12,"United-States","<=50K" +39,"Private",158956,"Some-college",10,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +21,"Self-emp-not-inc",25631,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",476558,"7th-8th",4,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +54,"Federal-gov",35576,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",203463,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"State-gov",317647,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",170411,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"?",174182,"11th",7,"Married-civ-spouse","?","Wife","Other","Female",0,0,24,"United-States","<=50K" +54,"Private",220055,"Bachelors",13,"Widowed","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +54,"Private",231482,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",279173,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +37,"Private",89559,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +47,"Private",161950,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Female",0,0,25,"Germany","<=50K" +51,"Private",131068,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",219632,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",175507,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +58,"Self-emp-inc",182062,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,24,"United-States",">50K" +20,"?",189203,"Assoc-acdm",12,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Private",21698,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",328051,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +59,"Private",121865,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",420986,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +43,"?",218558,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"?",189740,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,32,"United-States","<=50K" +29,"Local-gov",188909,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,42,"United-States","<=50K" +28,"Private",213081,"11th",7,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"Jamaica","<=50K" +18,"Self-emp-not-inc",157131,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +49,"Private",98010,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +46,"Private",207677,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +58,"?",361870,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,30,"United-States","<=50K" +56,"Private",266091,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"Mexico","<=50K" +41,"Private",106627,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,50,"United-States","<=50K" +30,"Private",243165,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",201928,"HS-grad",9,"Widowed","Craft-repair","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",128346,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +29,"Private",197288,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +20,"?",169184,"Some-college",10,"Never-married","?","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",245521,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"Mexico","<=50K" +36,"Private",129591,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",184710,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",63734,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +18,"Private",111256,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +40,"Self-emp-inc",111483,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Self-emp-inc",266639,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",93853,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +32,"Private",184207,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",238002,"9th",5,"Married-civ-spouse","Transport-moving","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +28,"?",30237,"Some-college",10,"Never-married","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Private",144844,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",280500,"Some-college",10,"Never-married","Tech-support","Own-child","Black","Female",0,0,40,"United-States","<=50K" +73,"?",135601,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,10,"United-States","<=50K" +37,"Private",409189,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"Mexico","<=50K" +50,"Private",23686,"Some-college",10,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,0,35,"United-States",">50K" +19,"Private",229756,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,50,"United-States","<=50K" +32,"Local-gov",95530,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Local-gov",73199,"Assoc-voc",11,"Divorced","Tech-support","Unmarried","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +20,"Private",196745,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +29,"Private",79481,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"?",116934,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",100950,"Assoc-voc",11,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,40,"Germany","<=50K" +44,"Local-gov",56651,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,52,"United-States","<=50K" +18,"Private",186954,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +22,"Private",264874,"Some-college",10,"Never-married","Tech-support","Other-relative","White","Female",0,0,40,"United-States","<=50K" +39,"State-gov",183092,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +26,"Local-gov",273399,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"Peru","<=50K" +29,"?",142443,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +21,"Private",177526,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"Local-gov",31267,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",321666,"Assoc-acdm",12,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,20,"United-States","<=50K" +26,"Private",331861,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,60,"?","<=50K" +25,"Private",283515,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +30,"Private",54608,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",162238,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +30,"Private",175931,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",236804,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",168782,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",227065,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Self-emp-inc",285335,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +31,"Private",259705,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Female",0,0,40,"United-States","<=50K" +57,"Private",24384,"7th-8th",4,"Widowed","Other-service","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +58,"Private",322013,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",49797,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",52566,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",266275,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Federal-gov",183804,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",173679,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Local-gov",163965,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",173585,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,15,"Peru","<=50K" +27,"Private",172009,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",44363,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +45,"Private",246392,"HS-grad",9,"Never-married","Priv-house-serv","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +53,"Private",167033,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +54,"Private",143822,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +23,"Private",447488,"9th",5,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,35,"Mexico","<=50K" +17,"Private",239346,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,18,"United-States","<=50K" +42,"Private",245975,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",34632,"12th",8,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"State-gov",24008,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +44,"Private",165492,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",326048,"Assoc-acdm",12,"Divorced","Other-service","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +46,"Private",250821,"Prof-school",15,"Divorced","Farming-fishing","Unmarried","White","Male",0,0,48,"United-States","<=50K" +37,"Self-emp-not-inc",154641,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,86,"United-States","<=50K" +35,"Private",198202,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,54,"United-States","<=50K" +27,"Local-gov",170504,"Bachelors",13,"Never-married","Transport-moving","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",191342,"Some-college",10,"Never-married","Sales","Not-in-family","Other","Male",0,0,40,"India","<=50K" +19,"Private",238969,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,10,"United-States","<=50K" +63,"Self-emp-not-inc",344128,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +69,"?",148694,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +69,"?",180187,"Assoc-acdm",12,"Widowed","?","Not-in-family","White","Female",0,0,6,"Italy","<=50K" +36,"State-gov",168894,"Assoc-voc",11,"Married-spouse-absent","Protective-serv","Own-child","White","Female",0,0,40,"Germany","<=50K" +20,"Private",203263,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +28,"State-gov",89564,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,50,"United-States","<=50K" +58,"Private",97562,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,38,"United-States","<=50K" +48,"Private",336540,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",139647,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,56,"United-States","<=50K" +50,"Local-gov",320386,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",32126,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",275445,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,50,"United-States","<=50K" +38,"Self-emp-inc",54953,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,38,"United-States","<=50K" +54,"Private",103580,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,55,"United-States",">50K" +42,"Private",245565,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,12,"England","<=50K" +32,"Private",39223,"10th",6,"Separated","Craft-repair","Unmarried","Black","Female",0,0,40,"?","<=50K" +55,"State-gov",117357,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,70,"?",">50K" +63,"Private",207385,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +21,"Private",355287,"9th",5,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,48,"Mexico","<=50K" +62,"?",141218,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States",">50K" +46,"Local-gov",207677,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",102114,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",60269,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +37,"Private",278632,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",355551,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Female",0,0,45,"Mexico","<=50K" +45,"Private",246891,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,72,"Canada",">50K" +61,"Private",191417,"9th",5,"Widowed","Exec-managerial","Not-in-family","Black","Male",0,0,65,"United-States","<=50K" +21,"Private",184543,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",122206,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",229015,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",130067,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +40,"Local-gov",306495,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +32,"Private",232855,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +55,"Local-gov",171328,"Some-college",10,"Married-spouse-absent","Adm-clerical","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +64,"Private",144182,"HS-grad",9,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,23,"United-States","<=50K" +34,"Private",102858,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +19,"?",199495,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,60,"United-States","<=50K" +58,"Private",209438,"Some-college",10,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",184378,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",446512,"Some-college",10,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"Federal-gov",113688,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +39,"Private",333305,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,45,"United-States",">50K" +19,"Private",118535,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,18,"United-States","<=50K" +56,"Private",76142,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +53,"Local-gov",38795,"9th",5,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +68,"Private",208478,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,18,"?","<=50K" +62,"Private",247483,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +62,"State-gov",198686,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",56118,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Federal-gov",359808,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",231554,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,50,"United-States","<=50K" +33,"Private",34848,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",196243,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",189487,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +22,"Private",194848,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Private",192878,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",70209,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,20,"United-States","<=50K" +52,"Federal-gov",123011,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +25,"Private",178478,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Private",103323,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"Private",239404,"10th",6,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,45,"United-States","<=50K" +67,"Private",165082,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +36,"Private",389725,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +47,"Private",374580,"HS-grad",9,"Separated","Sales","Not-in-family","White","Female",0,0,52,"United-States","<=50K" +36,"?",187983,"HS-grad",9,"Never-married","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",259300,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +19,"Private",277695,"9th",5,"Never-married","Farming-fishing","Other-relative","White","Male",0,0,16,"Mexico","<=50K" +24,"Private",230248,"7th-8th",4,"Separated","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",196342,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,25,"United-States","<=50K" +17,"Private",160968,"11th",7,"Never-married","Adm-clerical","Own-child","White","Male",0,0,16,"United-States","<=50K" +28,"Private",115438,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",129597,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,46,"United-States","<=50K" +24,"Local-gov",387108,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States","<=50K" +43,"Private",105936,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States",">50K" +20,"Private",107242,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"?","<=50K" +55,"Private",125000,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States",">50K" +22,"Private",229456,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,35,"United-States","<=50K" +20,"Private",230113,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,50,"United-States","<=50K" +44,"Private",106698,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",133454,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",295520,"9th",5,"Widowed","Sales","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +23,"Private",320294,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",162381,"1st-4th",2,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Self-emp-inc",32016,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,62,"United-States","<=50K" +31,"Private",117028,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",280278,"HS-grad",9,"Widowed","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +57,"Private",342906,"9th",5,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,55,"United-States",">50K" +25,"Private",181598,"11th",7,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",224059,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",148549,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +34,"Private",97355,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +37,"Private",154571,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +43,"Self-emp-inc",140988,"Bachelors",13,"Married-civ-spouse","Sales","Other-relative","Asian-Pac-Islander","Male",0,0,45,"India","<=50K" +35,"Private",112158,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",121488,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"State-gov",283635,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",69758,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +54,"Private",88019,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +28,"Private",31935,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Private",323055,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",189498,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Private",89041,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",112507,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +19,"Private",236940,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",278514,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Female",0,0,42,"United-States","<=50K" +21,"?",433330,"Some-college",10,"Never-married","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +25,"Private",258379,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,32,"United-States","<=50K" +44,"Private",162028,"11th",7,"Divorced","Sales","Unmarried","White","Female",0,0,44,"United-States","<=50K" +20,"Private",197997,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",98350,"10th",6,"Married-spouse-absent","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,37,"China","<=50K" +39,"Private",165848,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",178615,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",228939,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +53,"Private",154891,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",165937,"Assoc-voc",11,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +39,"Private",160120,"Some-college",10,"Never-married","Machine-op-inspct","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +30,"Private",382368,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",123011,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Private",119033,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",496856,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +44,"Private",194049,"Some-college",10,"Divorced","Other-service","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +30,"Private",299223,"Some-college",10,"Divorced","Sales","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +66,"Private",174788,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +39,"Private",176101,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",38948,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",271933,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",0,0,40,"United-States","<=50K" +17,"Private",122041,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +43,"Private",115932,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States",">50K" +46,"Private",265105,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",100828,"11th",7,"Never-married","Other-service","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +42,"Private",213214,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",348618,"9th",5,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,40,"Mexico","<=50K" +33,"Private",275632,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",239161,"Some-college",10,"Married-civ-spouse","Sales","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +20,"Private",215495,"9th",5,"Never-married","Exec-managerial","Other-relative","White","Female",0,0,40,"Mexico","<=50K" +30,"Private",214063,"Some-college",10,"Never-married","Farming-fishing","Other-relative","Black","Male",0,0,72,"United-States","<=50K" +37,"Private",122493,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +33,"?",211699,"Some-college",10,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",175622,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +65,"Private",153522,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,17,"United-States","<=50K" +35,"Private",258339,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +27,"Private",119793,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",162840,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +41,"Local-gov",67671,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +45,"Private",140644,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"?",126154,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",245659,"Some-college",10,"Separated","Other-service","Unmarried","White","Female",0,0,38,"El-Salvador","<=50K" +28,"Private",129624,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"?","<=50K" +47,"Private",104068,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +30,"Private",337908,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,20,"United-States","<=50K" +36,"Private",161141,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",162228,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +44,"Private",116391,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",314310,"HS-grad",9,"Married-spouse-absent","Sales","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +61,"?",394534,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,6,"United-States","<=50K" +29,"Private",308136,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",194698,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +18,"?",67793,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,60,"United-States","<=50K" +27,"Private",289147,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"Private",229826,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,20,"United-States","<=50K" +49,"Self-emp-inc",246739,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +35,"Private",188041,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +37,"Local-gov",105266,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",249208,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,48,"United-States",">50K" +26,"Private",203492,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"?",71076,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Federal-gov",146477,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +59,"Private",205949,"HS-grad",9,"Separated","Craft-repair","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +70,"Private",90245,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,5,"United-States","<=50K" +53,"Federal-gov",177647,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"France",">50K" +39,"Private",126494,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",257735,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",1161363,"Some-college",10,"Separated","Tech-support","Unmarried","White","Female",0,0,50,"Columbia","<=50K" +19,"?",257343,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",221452,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +74,"Private",260669,"10th",6,"Divorced","Other-service","Not-in-family","White","Female",0,0,1,"United-States","<=50K" +40,"Private",192344,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",80479,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",108808,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +41,"Private",175674,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",272950,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +29,"Self-emp-not-inc",160786,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States",">50K" +46,"Self-emp-not-inc",122206,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Private",121168,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",209547,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +39,"Private",176296,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,60,"United-States","<=50K" +31,"Private",91666,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Male",0,0,60,"United-States","<=50K" +31,"State-gov",63704,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",31659,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +27,"Private",191230,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,25,"United-States","<=50K" +28,"Private",56340,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +21,"Private",221157,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,30,"United-States","<=50K" +57,"Local-gov",143910,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Local-gov",435836,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"?",61499,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Private",209182,"Preschool",1,"Separated","Other-service","Unmarried","White","Female",0,0,40,"El-Salvador","<=50K" +36,"Self-emp-inc",107218,"Some-college",10,"Divorced","Sales","Unmarried","Asian-Pac-Islander","Male",0,0,55,"United-States","<=50K" +51,"Private",55500,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",357962,"Assoc-acdm",12,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +43,"Private",200355,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States",">50K" +38,"Private",320451,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +51,"Local-gov",184542,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",206927,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",208165,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +39,"Private",318416,"10th",6,"Separated","Other-service","Own-child","Black","Female",0,0,12,"United-States","<=50K" +47,"Self-emp-inc",207540,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?","<=50K" +23,"Private",69911,"Preschool",1,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +26,"Private",305304,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",295289,"HS-grad",9,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",275110,"Some-college",10,"Separated","Handlers-cleaners","Not-in-family","Black","Male",0,0,42,"United-States","<=50K" +30,"Private",339773,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +37,"Self-emp-inc",51264,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",178100,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +45,"?",215943,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",176178,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,16,"United-States","<=50K" +25,"State-gov",180884,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +61,"State-gov",130466,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +28,"Private",142712,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",176321,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Private",145041,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Cuba",">50K" +29,"Private",95423,"HS-grad",9,"Married-AF-spouse","Transport-moving","Husband","White","Male",0,0,80,"United-States","<=50K" +49,"Self-emp-not-inc",215096,"9th",5,"Divorced","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +41,"Local-gov",177599,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,35,"United-States","<=50K" +33,"Private",123920,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +20,"?",201490,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",388672,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,16,"United-States","<=50K" +48,"Private",149210,"Bachelors",13,"Divorced","Sales","Not-in-family","Black","Male",0,0,40,"United-States",">50K" +24,"Private",134787,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Private",185407,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,38,"United-States",">50K" +31,"State-gov",86143,"HS-grad",9,"Never-married","Protective-serv","Other-relative","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +23,"Private",41721,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +35,"Private",195744,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",96062,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",215150,"9th",5,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +52,"Private",270728,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,48,"Cuba","<=50K" +44,"Private",75012,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,80,"United-States","<=50K" +43,"Private",206139,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +39,"Private",50700,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",224258,"7th-8th",4,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"Mexico",">50K" +40,"Self-emp-not-inc",406811,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +28,"Local-gov",34452,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",361341,"12th",8,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Female",0,0,25,"Thailand","<=50K" +35,"Private",78247,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Private",106900,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +40,"Self-emp-not-inc",165108,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"England","<=50K" +20,"Private",406641,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +55,"Private",171467,"HS-grad",9,"Divorced","Craft-repair","Unmarried","Black","Male",0,0,48,"United-States",">50K" +30,"Private",341187,"7th-8th",4,"Separated","Transport-moving","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +38,"Private",119177,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +17,"Private",342752,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +20,"Private",47541,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +25,"Private",233461,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +27,"Private",303954,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +19,"Private",163015,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +21,"Private",75763,"Some-college",10,"Married-civ-spouse","Sales","Wife","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +19,"Private",43003,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +42,"Private",328239,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",130856,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,36,"United-States","<=50K" +47,"Self-emp-not-inc",190072,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Iran",">50K" +59,"Private",170148,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +50,"Private",104501,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Self-emp-inc",213140,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,80,"United-States","<=50K" +33,"Local-gov",175509,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",173611,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",64520,"7th-8th",4,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",139822,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +24,"Private",258700,"5th-6th",3,"Never-married","Farming-fishing","Other-relative","Black","Male",0,0,40,"Mexico","<=50K" +29,"Private",34796,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",124963,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,30,"United-States","<=50K" +24,"Private",65743,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +28,"Private",161087,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,45,"Jamaica","<=50K" +63,"?",424591,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Federal-gov",203836,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +58,"State-gov",110199,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",316059,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +42,"Private",255667,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +39,"Private",193689,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",60722,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +39,"Private",187847,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",233275,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +45,"Private",201865,"Bachelors",13,"Married-spouse-absent","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +45,"Private",118889,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"State-gov",368739,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",171344,"11th",7,"Married-spouse-absent","Transport-moving","Own-child","White","Male",0,0,36,"Mexico","<=50K" +39,"Private",153976,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",374883,"Assoc-voc",11,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +17,"Private",167658,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,6,"United-States","<=50K" +31,"Private",348504,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +22,"Private",258509,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Male",0,0,24,"United-States","<=50K" +28,"Private",188236,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"?",355571,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",425049,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Private",142555,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,42,"United-States","<=50K" +42,"Self-emp-not-inc",29320,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,60,"United-States",">50K" +52,"Federal-gov",207841,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",187329,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",270973,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Local-gov",160187,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",197918,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +74,"Private",192290,"10th",6,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,20,"United-States","<=50K" +29,"Private",241895,"HS-grad",9,"Married-civ-spouse","Transport-moving","Other-relative","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",164515,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Self-emp-inc",306868,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Local-gov",169837,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +61,"?",124648,"10th",6,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",185057,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,30,"United-States",">50K" +23,"Private",240049,"Preschool",1,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Laos","<=50K" +18,"Private",164441,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,38,"United-States","<=50K" +38,"Private",179314,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Self-emp-inc",148955,"Some-college",10,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Female",0,0,35,"South","<=50K" +37,"Private",206699,"HS-grad",9,"Divorced","Tech-support","Own-child","White","Male",0,0,45,"United-States","<=50K" +25,"Private",385646,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",31438,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Male",0,0,43,"?","<=50K" +32,"Private",97306,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +65,"?",106910,"11th",7,"Divorced","?","Not-in-family","Asian-Pac-Islander","Female",0,0,15,"United-States","<=50K" +18,"Self-emp-not-inc",29582,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",220284,"HS-grad",9,"Never-married","Transport-moving","Unmarried","White","Male",0,0,40,"Mexico","<=50K" +29,"Private",110226,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",0,0,65,"?","<=50K" +53,"Private",240914,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",115496,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +27,"Private",105817,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +24,"State-gov",330836,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",36327,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"Private",33423,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +45,"Private",75673,"Assoc-voc",11,"Widowed","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +36,"Private",185744,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,35,"United-States",">50K" +24,"Private",111450,"HS-grad",9,"Never-married","Transport-moving","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +50,"Private",74879,"HS-grad",9,"Married-spouse-absent","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +58,"Private",272902,"Bachelors",13,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Self-emp-inc",220230,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,48,"United-States","<=50K" +24,"Private",90934,"Bachelors",13,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,55,"United-States","<=50K" +34,"Private",195602,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +40,"Private",70761,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +53,"Private",142717,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",124242,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +58,"?",53481,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,70,"United-States","<=50K" +26,"Private",287797,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",188274,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",171968,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +78,"?",74795,"Assoc-acdm",12,"Widowed","?","Not-in-family","White","Female",0,0,4,"United-States","<=50K" +36,"Private",218490,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"Germany",">50K" +43,"Local-gov",94937,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,28,"United-States","<=50K" +60,"Private",109511,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",120672,"7th-8th",4,"Never-married","Handlers-cleaners","Unmarried","Black","Male",0,0,10,"United-States","<=50K" +46,"Private",130779,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",441542,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +69,"Private",114801,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +32,"Private",180284,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Local-gov",27444,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +56,"Private",143266,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",139268,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",126208,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +37,"Private",186191,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,46,"United-States","<=50K" +33,"Private",181388,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",124963,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,80,"United-States",">50K" +24,"Private",188925,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",149230,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +40,"Private",388725,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",113543,"Masters",14,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +61,"?",187636,"Bachelors",13,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +56,"Self-emp-inc",267763,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"?","<=50K" +69,"Federal-gov",143849,"11th",7,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +41,"Self-emp-not-inc",97277,"Assoc-voc",11,"Divorced","Other-service","Unmarried","White","Female",0,0,10,"United-States","<=50K" +40,"Private",199303,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",124852,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",50053,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +53,"Private",97005,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,46,"United-States",">50K" +90,"?",175444,"7th-8th",4,"Separated","?","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +39,"Private",337898,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +51,"Federal-gov",124076,"Bachelors",13,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Federal-gov",277420,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Puerto-Rico",">50K" +51,"Private",280278,"10th",6,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +17,"Private",241185,"12th",8,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +42,"Private",198422,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +33,"Private",178429,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",185866,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"?",">50K" +43,"Private",212847,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +64,"Self-emp-not-inc",219661,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,9,"United-States",">50K" +40,"Private",321856,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States",">50K" +21,"Private",313873,"5th-6th",3,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +31,"Private",144064,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Private",139586,"Assoc-voc",11,"Widowed","Exec-managerial","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States",">50K" +32,"Private",419691,"12th",8,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",195562,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,20,"United-States","<=50K" +40,"Private",205706,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +27,"Private",131310,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States",">50K" +18,"Private",54440,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +43,"Private",200734,"HS-grad",9,"Separated","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +52,"Private",81859,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States",">50K" +31,"Private",159589,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,85,"United-States","<=50K" +28,"Private",300915,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +44,"Private",185057,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +37,"Self-emp-not-inc",42044,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,84,"United-States","<=50K" +35,"Private",166416,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Private",212737,"9th",5,"Separated","Craft-repair","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +18,"Private",236069,"10th",6,"Never-married","Other-service","Own-child","Black","Male",0,0,10,"United-States","<=50K" +54,"Federal-gov",27432,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Private",147202,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,45,"Germany","<=50K" +27,"Private",29261,"Some-college",10,"Never-married","Sales","Unmarried","White","Male",0,0,50,"United-States","<=50K" +26,"Private",359543,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"Mexico","<=50K" +41,"Local-gov",227644,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",90021,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"?","<=50K" +32,"Private",188154,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +18,"Private",110142,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +36,"Private",186415,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,65,"United-States","<=50K" +37,"Private",175720,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",172865,"5th-6th",3,"Never-married","Farming-fishing","Own-child","White","Male",0,0,25,"Mexico","<=50K" +46,"Private",35969,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,51,"United-States","<=50K" +24,"Private",433330,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Self-emp-inc",160261,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Asian-Pac-Islander","Male",0,0,35,"Taiwan","<=50K" +55,"Private",189528,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +64,"Local-gov",113324,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Local-gov",118500,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +65,"Private",89681,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,99,"United-States","<=50K" +46,"Federal-gov",199925,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",444607,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +32,"Private",176998,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"State-gov",366198,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"Germany",">50K" +24,"Private",153542,"Some-college",10,"Never-married","Sales","Other-relative","White","Male",0,0,35,"United-States","<=50K" +36,"Private",185394,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,34,"United-States","<=50K" +44,"Private",222703,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,40,"Nicaragua","<=50K" +23,"Private",183945,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +57,"Private",161964,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +41,"Self-emp-not-inc",375574,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"Mexico",">50K" +20,"Local-gov",312427,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,30,"Puerto-Rico","<=50K" +32,"Private",53373,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,36,"United-States","<=50K" +38,"Self-emp-inc",124665,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +29,"Private",146719,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +22,"Private",306593,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",156687,"Some-college",10,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,30,"India","<=50K" +45,"State-gov",127089,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +76,"Local-gov",329355,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,13,"United-States","<=50K" +45,"Private",178319,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Local-gov",304246,"Masters",14,"Separated","Prof-specialty","Unmarried","White","Female",0,0,70,"United-States","<=50K" +36,"Local-gov",174640,"Assoc-voc",11,"Never-married","Protective-serv","Not-in-family","Black","Female",0,0,60,"United-States",">50K" +22,"Private",148294,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +47,"Private",298037,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,44,"United-States","<=50K" +26,"Private",98155,"HS-grad",9,"Married-AF-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +21,"Private",102766,"Some-college",10,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",78529,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Female",0,0,15,"United-States","<=50K" +26,"Private",136309,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",275357,"Assoc-voc",11,"Never-married","Tech-support","Own-child","White","Female",0,0,25,"United-States","<=50K" +31,"Self-emp-not-inc",33117,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"England","<=50K" +57,"Local-gov",199546,"Masters",14,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +39,"Private",184128,"11th",7,"Divorced","Sales","Other-relative","White","Female",0,0,40,"United-States","<=50K" +66,"Private",126511,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +34,"Local-gov",325792,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +80,"?",91901,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +21,"Private",119474,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +49,"Local-gov",321851,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +42,"Private",195508,"11th",7,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +59,"Private",102193,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +63,"Private",20323,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",122206,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +41,"Private",200652,"9th",5,"Divorced","Other-service","Other-relative","White","Female",0,0,35,"United-States","<=50K" +19,"Private",184121,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +45,"Local-gov",53123,"11th",7,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,25,"United-States","<=50K" +47,"Private",175990,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,30,"United-States",">50K" +47,"Private",316101,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",34080,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"England","<=50K" +36,"Private",126954,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",99185,"HS-grad",9,"Widowed","Craft-repair","Unmarried","White","Male",0,0,40,"United-States",">50K" +39,"Private",120074,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",77336,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Private",77884,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +50,"Private",65408,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",173279,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +52,"?",318351,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States",">50K" +41,"Self-emp-not-inc",157686,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",277434,"Assoc-acdm",12,"Widowed","Tech-support","Unmarried","White","Male",0,0,40,"United-States",">50K" +54,"Local-gov",184620,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",34443,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +20,"?",41356,"Assoc-acdm",12,"Never-married","?","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +43,"Private",459342,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Local-gov",148549,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",238367,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",180439,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +32,"State-gov",111567,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,49,"United-States",">50K" +46,"Private",319163,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +60,"?",160155,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,12,"United-States","<=50K" +52,"Local-gov",378045,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +44,"Private",177083,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Private",127779,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",299353,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +30,"Private",63861,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",112403,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +28,"Private",452808,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",176871,"Some-college",10,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +17,"Private",266134,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,12,"United-States","<=50K" +54,"Local-gov",196307,"10th",6,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",87891,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"?",136819,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",181666,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Own-child","White","Female",0,0,40,"?","<=50K" +37,"Private",179671,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",27494,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,48,"United-States",">50K" +38,"Private",338320,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Canada","<=50K" +51,"Private",199688,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"Private",96635,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Male",0,0,60,"United-States","<=50K" +24,"Private",165064,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",82393,"HS-grad",9,"Never-married","Craft-repair","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +31,"Private",209538,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",209891,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +32,"Self-emp-not-inc",56026,"Bachelors",13,"Married-civ-spouse","Sales","Other-relative","White","Male",0,0,45,"United-States","<=50K" +35,"Private",210844,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +43,"Private",117158,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +40,"Private",193144,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,36,"United-States","<=50K" +19,"Self-emp-not-inc",137578,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,53,"United-States","<=50K" +23,"Private",234108,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,32,"United-States","<=50K" +40,"Private",155767,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +59,"Private",110820,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,38,"United-States",">50K" +43,"Private",403276,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",147269,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"?","<=50K" +53,"Private",123092,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",165673,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",204415,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States",">50K" +32,"Self-emp-not-inc",92531,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +25,"State-gov",157028,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",228649,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",147253,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +33,"Private",160784,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Local-gov",163189,"Some-college",10,"Married-civ-spouse","Other-service","Other-relative","White","Male",0,0,40,"United-States","<=50K" +29,"Private",146343,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +20,"Private",225811,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,23,"United-States","<=50K" +58,"Private",374108,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",93930,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",412248,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +30,"Private",427474,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +67,"State-gov",160158,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,8,"United-States","<=50K" +26,"Private",159603,"Assoc-acdm",12,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,32,"United-States","<=50K" +53,"Self-emp-not-inc",101017,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States","<=50K" +27,"Local-gov",163862,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +29,"Without-pay",212588,"Some-college",10,"Married-civ-spouse","Farming-fishing","Own-child","White","Male",0,0,65,"United-States","<=50K" +38,"State-gov",321943,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",317702,"9th",5,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",287480,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",135607,"Some-college",10,"Widowed","Other-service","Unmarried","Black","Female",0,0,40,"?","<=50K" +28,"Private",168514,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +18,"Private",88642,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +28,"Private",227104,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +34,"Private",157289,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",213321,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",294907,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +30,"Private",251411,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +20,"Private",183594,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Private",217802,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,25,"United-States","<=50K" +20,"Private",388156,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,24,"United-States","<=50K" +54,"Private",447555,"10th",6,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",204098,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +43,"Private",193882,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +17,"?",89870,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"State-gov",49595,"Masters",14,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,72,"United-States","<=50K" +34,"Private",228873,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +66,"?",108185,"9th",5,"Married-civ-spouse","?","Husband","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",176027,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"?",405374,"Some-college",10,"Separated","?","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +37,"Private",39606,"Assoc-voc",11,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +56,"Private",178353,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Private",160662,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Self-emp-inc",196328,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"Jamaica","<=50K" +45,"Private",20534,"Some-college",10,"Separated","Craft-repair","Not-in-family","White","Male",0,0,41,"United-States","<=50K" +29,"Self-emp-inc",156815,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",360252,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +43,"Private",245056,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +33,"Local-gov",422718,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",262978,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +25,"Private",187577,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +69,"?",259323,"Prof-school",15,"Divorced","?","Not-in-family","White","Male",0,0,5,"United-States","<=50K" +37,"Private",160920,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",194247,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +17,"Private",123335,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +27,"Local-gov",332249,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",358124,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +55,"Private",208019,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +39,"Private",318452,"11th",7,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +41,"Private",207779,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",238376,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +51,"Private",673764,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +67,"State-gov",239705,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,12,"?","<=50K" +40,"Private",133974,"Some-college",10,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",152140,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Local-gov",287920,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +43,"State-gov",78765,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +58,"Private",206532,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Private",129529,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"Local-gov",202473,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",162312,"HS-grad",9,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +45,"Private",72844,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,46,"United-States","<=50K" +49,"Private",206947,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",64112,"12th",8,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"State-gov",20057,"Some-college",10,"Married-spouse-absent","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,38,"Philippines","<=50K" +42,"State-gov",222884,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",132683,"HS-grad",9,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +73,"?",177773,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,15,"United-States","<=50K" +19,"Private",168601,"11th",7,"Never-married","Other-service","Other-relative","White","Male",0,0,30,"United-States","<=50K" +31,"State-gov",78291,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +58,"Federal-gov",243929,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +21,"Private",215039,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,13,"?","<=50K" +47,"Self-emp-not-inc",185673,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +30,"Private",121142,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States",">50K" +41,"Private",173858,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +59,"?",87247,"10th",6,"Divorced","?","Not-in-family","White","Female",0,0,40,"England","<=50K" +44,"Private",174283,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Private",128676,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +24,"Private",205844,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",62535,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States","<=50K" +50,"Private",240612,"HS-grad",9,"Married-spouse-absent","Exec-managerial","Unmarried","White","Female",0,0,10,"United-States","<=50K" +33,"Private",176992,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Local-gov",254127,"Bachelors",13,"Never-married","Prof-specialty","Other-relative","White","Female",0,0,50,"United-States","<=50K" +30,"?",138744,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",128460,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"State-gov",56582,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,10,"United-States","<=50K" +52,"Private",153751,"9th",5,"Separated","Other-service","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +26,"Private",284343,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +27,"State-gov",312692,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,12,"United-States","<=50K" +28,"Private",111520,"11th",7,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"Nicaragua","<=50K" +50,"Self-emp-inc",304955,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +28,"Private",288598,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +61,"Self-emp-not-inc",117387,"11th",7,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States","<=50K" +32,"Private",230484,"7th-8th",4,"Separated","Sales","Unmarried","White","Female",0,0,35,"United-States","<=50K" +30,"Federal-gov",319280,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Local-gov",186416,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",110164,"Some-college",10,"Divorced","Other-service","Other-relative","Black","Male",0,0,24,"United-States","<=50K" +49,"Private",225454,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +61,"Self-emp-not-inc",220342,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States","<=50K" +41,"Self-emp-not-inc",144002,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +55,"Private",225365,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +36,"Private",187983,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +21,"Private",89991,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",225913,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +59,"Private",145574,"11th",7,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",274363,"Some-college",10,"Separated","Sales","Not-in-family","White","Male",0,0,80,"United-States",">50K" +59,"Private",365390,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",266467,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +42,"Private",183384,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +41,"Local-gov",112797,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,60,"United-States","<=50K" +45,"Federal-gov",76008,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Private",156780,"HS-grad",9,"Never-married","Sales","Other-relative","Asian-Pac-Islander","Female",0,0,40,"?","<=50K" +42,"Local-gov",186909,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,45,"United-States",">50K" +25,"Private",25497,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",30916,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",123270,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Self-emp-not-inc",210165,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",222596,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Male",0,0,50,"United-States",">50K" +53,"Self-emp-inc",188067,"Some-college",10,"Widowed","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",250314,"9th",5,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"Guatemala","<=50K" +60,"Private",205934,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +56,"Private",147653,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,32,"United-States","<=50K" +35,"?",195946,"Some-college",10,"Married-civ-spouse","?","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +19,"Private",151801,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,39,"United-States","<=50K" +38,"Private",177154,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Federal-gov",73883,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",175714,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +22,"Private",43535,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +32,"State-gov",104509,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +27,"Private",118230,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",152046,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"Guatemala","<=50K" +36,"Private",52327,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",0,0,40,"Iran",">50K" +22,"Private",218886,"12th",8,"Never-married","Handlers-cleaners","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",84119,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"Private",189674,"Bachelors",13,"Separated","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +22,"Private",222993,"HS-grad",9,"Never-married","Prof-specialty","Own-child","White","Male",0,0,54,"United-States","<=50K" +29,"Private",47429,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +42,"Private",144995,"Preschool",1,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +45,"Private",187969,"Assoc-voc",11,"Never-married","Sales","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +33,"Private",288398,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +39,"Private",114591,"Some-college",10,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",167737,"12th",8,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +53,"Local-gov",248834,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +30,"Private",165686,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +52,"Self-emp-not-inc",40200,"Some-college",10,"Widowed","Craft-repair","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +47,"Local-gov",216657,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States",">50K" +61,"Private",124242,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"India","<=50K" +39,"Local-gov",239119,"Masters",14,"Divorced","Prof-specialty","Not-in-family","Black","Male",0,0,40,"Dominican-Republic","<=50K" +47,"Private",190072,"Some-college",10,"Divorced","Sales","Unmarried","White","Male",0,0,50,"United-States","<=50K" +19,"Private",378114,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,25,"United-States","<=50K" +31,"Private",101761,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,51,"United-States","<=50K" +69,"Self-emp-not-inc",37745,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,8,"United-States","<=50K" +22,"?",424494,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +29,"Private",130438,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",100605,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","Other","Male",0,0,14,"United-States","<=50K" +42,"Private",220776,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","White","Male",0,0,40,"Poland","<=50K" +30,"Local-gov",154950,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,72,"United-States",">50K" +28,"Private",192283,"Masters",14,"Married-spouse-absent","Sales","Not-in-family","White","Female",0,0,80,"United-States",">50K" +27,"Private",210765,"Assoc-voc",11,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",147476,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +22,"Private",109053,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",265618,"HS-grad",9,"Separated","Protective-serv","Own-child","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",68848,"Bachelors",13,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +30,"Private",229051,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,37,"United-States","<=50K" +27,"Private",106039,"Bachelors",13,"Divorced","Prof-specialty","Own-child","White","Female",0,0,50,"United-States","<=50K" +25,"Private",112835,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"?",205396,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,4,"United-States","<=50K" +32,"Private",283400,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +70,"Private",195739,"10th",6,"Widowed","Craft-repair","Unmarried","White","Male",0,0,45,"United-States","<=50K" +50,"Private",36480,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",303291,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"United-States","<=50K" +34,"Private",293900,"11th",7,"Married-spouse-absent","Craft-repair","Not-in-family","Black","Male",0,0,55,"United-States","<=50K" +57,"Self-emp-not-inc",165922,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Private",65738,"Masters",14,"Never-married","Other-service","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +49,"Private",175070,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",150132,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +31,"Private",377374,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"Japan","<=50K" +60,"Self-emp-not-inc",166153,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Private",194243,"Prof-school",15,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Private",106347,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +59,"Private",214865,"HS-grad",9,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +19,"?",185619,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +18,"Private",96445,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,24,"United-States","<=50K" +22,"Private",102632,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +24,"Private",209034,"Assoc-acdm",12,"Married-civ-spouse","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +53,"State-gov",153486,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",144371,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,42,"United-States",">50K" +24,"Private",186213,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +60,"Private",188236,"10th",6,"Widowed","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",418405,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Federal-gov",125796,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",183304,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,99,"United-States",">50K" +34,"Private",329587,"10th",6,"Separated","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +35,"Local-gov",182570,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",446654,"9th",5,"Married-spouse-absent","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +53,"Local-gov",131258,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States",">50K" +23,"Private",103632,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",241895,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",244945,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",20795,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +17,"Private",347322,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +32,"Private",53206,"Bachelors",13,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States",">50K" +43,"?",387839,"HS-grad",9,"Never-married","?","Other-relative","White","Female",0,0,40,"United-States","<=50K" +18,"Private",57108,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,16,"United-States","<=50K" +62,"Private",177791,"10th",6,"Divorced","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Private",33794,"Masters",14,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",249935,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,70,"United-States","<=50K" +73,"Self-emp-not-inc",241121,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Private",98586,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +26,"Private",181920,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +23,"Private",434467,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +30,"Private",113364,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"Vietnam","<=50K" +51,"Private",249706,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",95455,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,55,"United-States","<=50K" +35,"Self-emp-inc",79586,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"India",">50K" +41,"Private",289669,"HS-grad",9,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",53835,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +46,"Local-gov",14878,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +31,"Private",266126,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +41,"Self-emp-inc",146659,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"Honduras","<=50K" +23,"Private",173535,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"?",77665,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,35,"United-States","<=50K" +49,"Private",280525,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +53,"Private",479621,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",247600,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Taiwan","<=50K" +32,"Private",258406,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,72,"Mexico","<=50K" +20,"Private",107746,"11th",7,"Never-married","Transport-moving","Other-relative","White","Male",0,0,40,"Guatemala","<=50K" +17,"?",47407,"11th",7,"Never-married","?","Own-child","White","Male",0,0,10,"United-States","<=50K" +22,"Private",229987,"Some-college",10,"Never-married","Tech-support","Other-relative","Asian-Pac-Islander","Female",0,0,32,"United-States","<=50K" +25,"Private",312338,"Assoc-voc",11,"Never-married","Craft-repair","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +24,"Private",373718,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +20,"Private",472789,"1st-4th",2,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,30,"El-Salvador","<=50K" +60,"Self-emp-not-inc",27886,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",138352,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,30,"United-States","<=50K" +52,"Private",123011,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +36,"Private",306567,"HS-grad",9,"Married-civ-spouse","Transport-moving","Wife","White","Female",0,0,40,"United-States",">50K" +46,"Local-gov",187749,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +22,"Private",260594,"11th",7,"Never-married","Sales","Unmarried","White","Female",0,0,25,"United-States","<=50K" +19,"Private",236879,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,35,"United-States","<=50K" +37,"Private",186808,"HS-grad",9,"Never-married","Sales","Unmarried","White","Male",0,0,40,"United-States","<=50K" +30,"Private",373213,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States",">50K" +44,"Private",187629,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +63,"?",106648,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +22,"Private",305781,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"Canada","<=50K" +17,"Private",239947,"11th",7,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",349041,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +67,"Private",105252,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",182715,"7th-8th",4,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",166210,"HS-grad",9,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +20,"Private",113200,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,6,"United-States","<=50K" +27,"Private",142075,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,24,"United-States","<=50K" +35,"Private",454843,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",142219,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +36,"Private",112512,"12th",8,"Separated","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +62,"State-gov",265201,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",170627,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +37,"Private",259089,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",21856,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",207946,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,43,"United-States","<=50K" +33,"Private",36539,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +62,"Private",176811,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",277746,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",288132,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +34,"Private",198091,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,72,"United-States","<=50K" +67,"?",150264,"Doctorate",16,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"Canada",">50K" +62,"Private",588484,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"United-States",">50K" +30,"Private",113364,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Poland","<=50K" +19,"Private",270551,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +49,"?",31478,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,99,"United-States","<=50K" +27,"Private",190525,"Assoc-voc",11,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,45,"United-States","<=50K" +36,"Private",153066,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Private",150393,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",99911,"12th",8,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +57,"Local-gov",343447,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +64,"Private",169482,"Some-college",10,"Married-spouse-absent","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +56,"?",32855,"HS-grad",9,"Divorced","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",194501,"11th",7,"Widowed","Other-service","Own-child","White","Female",0,0,47,"United-States","<=50K" +53,"Private",177705,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States",">50K" +31,"Private",123983,"Some-college",10,"Separated","Sales","Unmarried","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +45,"Local-gov",235431,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +45,"State-gov",130206,"HS-grad",9,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +23,"Private",210053,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +39,"Local-gov",249392,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,72,"United-States","<=50K" +31,"Private",87418,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",190387,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"?",211013,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"Mexico","<=50K" +55,"Self-emp-not-inc",185195,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",173495,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-inc",78634,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +46,"Self-emp-not-inc",82572,"HS-grad",9,"Widowed","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +38,"Private",154641,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"?",64785,"10th",6,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +48,"Self-emp-not-inc",179337,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"England","<=50K" +73,"Private",173047,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,15,"United-States","<=50K" +25,"Private",264012,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +53,"Federal-gov",227836,"Some-college",10,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",146398,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +30,"Private",324120,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",367329,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"State-gov",301582,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +75,"?",222789,"Bachelors",13,"Widowed","?","Not-in-family","White","Female",0,0,6,"United-States","<=50K" +58,"Private",170108,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Self-emp-not-inc",82297,"7th-8th",4,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,50,"United-States","<=50K" +62,"Local-gov",180162,"9th",5,"Divorced","Protective-serv","Not-in-family","Black","Male",0,0,24,"United-States","<=50K" +38,"Private",809585,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Self-emp-not-inc",67728,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Self-emp-not-inc",102069,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +42,"Self-emp-not-inc",109273,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +43,"Private",393354,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,38,"United-States",">50K" +37,"Private",226947,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",493689,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Black","Female",0,0,40,"France","<=50K" +54,"Private",299324,"5th-6th",3,"Married-spouse-absent","Machine-op-inspct","Unmarried","White","Male",0,0,40,"Mexico","<=50K" +29,"Private",174419,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +29,"Private",209472,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,38,"United-States","<=50K" +37,"Private",295127,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,47,"United-States","<=50K" +55,"Self-emp-inc",182273,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +67,"Private",228200,"HS-grad",9,"Married-civ-spouse","Priv-house-serv","Wife","Black","Female",0,0,20,"United-States","<=50K" +51,"Private",263836,"HS-grad",9,"Widowed","Handlers-cleaners","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +35,"Private",178948,"Masters",14,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,32,"United-States","<=50K" +41,"Private",43945,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?","<=50K" +64,"Self-emp-not-inc",253296,"HS-grad",9,"Widowed","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +23,"Private",240137,"5th-6th",3,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,55,"Mexico","<=50K" +49,"Private",24712,"Bachelors",13,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,35,"Philippines","<=50K" +38,"Self-emp-not-inc",342635,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,70,"United-States","<=50K" +62,"Private",115387,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +62,"Self-emp-not-inc",182998,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,10,"United-States","<=50K" +70,"?",133248,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,14,"United-States","<=50K" +45,"Self-emp-not-inc",246891,"Masters",14,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",30035,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",175232,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +50,"Self-emp-inc",140516,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",64980,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,55,"United-States",">50K" +30,"Private",155781,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States","<=50K" +52,"Federal-gov",192065,"Some-college",10,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",227890,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,50,"United-States",">50K" +62,"Self-emp-not-inc",162249,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States","<=50K" +31,"Private",165949,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",445382,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",163678,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",89413,"12th",8,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",289700,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,25,"United-States","<=50K" +51,"Private",163826,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",185385,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Private",169031,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",54611,"Some-college",10,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",130620,"11th",7,"Married-spouse-absent","Sales","Own-child","Asian-Pac-Islander","Female",0,0,40,"India","<=50K" +26,"Private",328663,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Other","Male",0,0,40,"United-States","<=50K" +50,"Private",169646,"Bachelors",13,"Separated","Prof-specialty","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +35,"Private",186815,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",103925,"Some-college",10,"Never-married","Tech-support","Other-relative","White","Female",0,0,40,"United-States","<=50K" +20,"Private",82777,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,16,"United-States","<=50K" +31,"Local-gov",178449,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",51672,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +46,"Private",380162,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","Black","Male",0,0,40,"United-States",">50K" +21,"Private",212114,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,8,"United-States","<=50K" +30,"Private",162572,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,70,"United-States",">50K" +66,"Self-emp-inc",179951,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +37,"Self-emp-inc",190759,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +74,"State-gov",236012,"7th-8th",4,"Widowed","Handlers-cleaners","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +46,"State-gov",164023,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,70,"United-States",">50K" +47,"Self-emp-inc",362835,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +49,"Private",97883,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +53,"Private",91911,"HS-grad",9,"Divorced","Craft-repair","Unmarried","Black","Female",0,0,48,"United-States","<=50K" +24,"Private",278130,"Assoc-voc",11,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",146310,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",379412,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",37987,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"State-gov",482927,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +48,"State-gov",44434,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,61,"United-States",">50K" +25,"Private",255474,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"?",195488,"12th",8,"Separated","?","Not-in-family","White","Female",0,0,36,"Puerto-Rico","<=50K" +58,"?",114362,"Some-college",10,"Married-civ-spouse","?","Husband","Black","Male",0,0,30,"United-States","<=50K" +27,"Private",341504,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +69,"Private",197080,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Male",0,0,8,"United-States","<=50K" +38,"Private",102945,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States",">50K" +47,"Private",503454,"12th",8,"Never-married","Adm-clerical","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",87561,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +27,"Private",252813,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +19,"Private",574271,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +24,"Private",235071,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +32,"Private",158242,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",299810,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +19,"Private",277695,"Preschool",1,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,36,"Hong","<=50K" +28,"Private",23324,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",316582,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +38,"Self-emp-not-inc",176657,"Some-college",10,"Separated","Sales","Not-in-family","Asian-Pac-Islander","Male",0,0,60,"Japan","<=50K" +42,"Private",93770,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States",">50K" +31,"Private",124569,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +46,"Private",117313,"9th",5,"Separated","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"Ireland","<=50K" +53,"Private",53812,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,54,"United-States","<=50K" +21,"Private",170456,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,15,"United-States","<=50K" +48,"Self-emp-not-inc",115971,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +30,"Private",112383,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +24,"Private",283092,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","Black","Male",0,0,40,"Jamaica","<=50K" +32,"Private",27207,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Private",46712,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"State-gov",19520,"Doctorate",16,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States","<=50K" +56,"Private",98630,"7th-8th",4,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",159897,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,37,"United-States","<=50K" +38,"Private",136629,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Iran","<=50K" +19,"Private",407759,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",221884,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +49,"Private",148475,"Assoc-voc",11,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",274964,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,38,"United-States","<=50K" +50,"Self-emp-inc",160107,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +43,"Private",167265,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,84,"United-States",">50K" +34,"Private",148226,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,48,"United-States","<=50K" +28,"Private",153869,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",208881,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",256953,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","Black","Female",0,0,44,"United-States","<=50K" +26,"Private",100147,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,45,"United-States",">50K" +51,"Local-gov",166461,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"United-States",">50K" +35,"Private",171327,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",297335,"Assoc-acdm",12,"Married-spouse-absent","Exec-managerial","Unmarried","Asian-Pac-Islander","Female",0,0,31,"Laos","<=50K" +63,"?",133166,"Doctorate",16,"Married-civ-spouse","?","Husband","White","Male",0,0,12,"United-States","<=50K" +31,"Private",169589,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +22,"Local-gov",273734,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,20,"United-States","<=50K" +67,"Private",158301,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +50,"?",257117,"9th",5,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States","<=50K" +63,"Private",196725,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,24,"United-States","<=50K" +31,"Private",137444,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",286960,"11th",7,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",201435,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +53,"Local-gov",216931,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,38,"United-States","<=50K" +44,"Local-gov",212665,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,99,"United-States","<=50K" +24,"Private",462820,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",198841,"Assoc-voc",11,"Divorced","Tech-support","Own-child","White","Male",0,0,35,"United-States","<=50K" +61,"Private",219886,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +31,"Private",163003,"Assoc-acdm",12,"Never-married","Prof-specialty","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +56,"Private",213105,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,36,"United-States",">50K" +66,"Private",302072,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Private",338105,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +64,"Private",125684,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",215419,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,36,"United-States",">50K" +43,"Local-gov",413760,"Some-college",10,"Separated","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +37,"Private",205339,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,49,"United-States","<=50K" +19,"Private",236570,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,16,"United-States","<=50K" +59,"Self-emp-not-inc",247552,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Federal-gov",184007,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",341187,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +56,"Private",220187,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Private",198258,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",175821,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,34,"United-States","<=50K" +42,"Private",92288,"Masters",14,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +34,"Private",261418,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",203319,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +68,"Self-emp-not-inc",166083,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",109001,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +81,"?",106765,"Some-college",10,"Widowed","?","Unmarried","White","Female",0,0,4,"United-States","<=50K" +22,"Self-emp-not-inc",197387,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +58,"Private",284834,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",87535,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +17,"Local-gov",175587,"11th",7,"Never-married","Protective-serv","Own-child","White","Male",0,0,30,"United-States","<=50K" +23,"Private",161478,"Some-college",10,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Female",0,0,23,"United-States","<=50K" +25,"Private",51498,"12th",8,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"United-States","<=50K" +47,"Private",220124,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",188503,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,60,"United-States",">50K" +44,"Private",113324,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",208872,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Self-emp-not-inc",34180,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +23,"Private",292023,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,30,"United-States","<=50K" +34,"Private",141118,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +33,"Private",348592,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +38,"Private",185203,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +52,"Self-emp-not-inc",165278,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",116933,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,33,"United-States","<=50K" +35,"Private",84787,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",206878,"HS-grad",9,"Never-married","Sales","Other-relative","White","Female",0,0,15,"United-States","<=50K" +38,"Self-emp-not-inc",127772,"HS-grad",9,"Divorced","Farming-fishing","Own-child","White","Male",0,0,50,"United-States","<=50K" +29,"Private",208577,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",40681,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"?",95108,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",280603,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +43,"Private",188436,"Prof-school",15,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",134220,"Assoc-voc",11,"Divorced","Exec-managerial","Own-child","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +42,"Private",177989,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",164190,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,30,"United-States","<=50K" +36,"Private",90897,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"State-gov",33126,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",270886,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"Private",216129,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +33,"Private",189368,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States",">50K" +19,"?",141418,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,15,"United-States","<=50K" +19,"Private",306225,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +35,"Private",330664,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",191765,"HS-grad",9,"Divorced","Tech-support","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +45,"Private",289353,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,24,"United-States","<=50K" +25,"Private",53147,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Black","Male",0,0,50,"United-States","<=50K" +39,"Self-emp-not-inc",122353,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",188767,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"Private",239576,"Masters",14,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,10,"United-States","<=50K" +52,"Local-gov",155141,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +22,"Private",64520,"12th",8,"Never-married","Transport-moving","Unmarried","White","Male",0,0,30,"United-States","<=50K" +23,"Private",478994,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +46,"Private",155654,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",124052,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States","<=50K" +39,"Private",245053,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Private",183585,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",323639,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,25,"United-States","<=50K" +55,"Federal-gov",186791,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",186666,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",200153,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",180931,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,30,"United-States","<=50K" +51,"Self-emp-not-inc",183173,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Self-emp-inc",120131,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"Cuba",">50K" +25,"Self-emp-not-inc",263300,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +34,"Private",226443,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +19,"Private",208506,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,28,"United-States","<=50K" +32,"Private",46746,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +49,"Private",246183,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +40,"?",165309,"7th-8th",4,"Separated","?","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +43,"Private",122749,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +59,"Private",167963,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +32,"Private",273241,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +25,"Private",120238,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",167990,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Ireland","<=50K" +17,"Private",225507,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","Black","Female",0,0,15,"United-States","<=50K" +57,"Self-emp-inc",125000,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +17,"Self-emp-not-inc",174120,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,15,"United-States","<=50K" +27,"Private",230959,"Bachelors",13,"Never-married","Tech-support","Own-child","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +41,"Local-gov",132125,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"?",68461,"Doctorate",16,"Married-civ-spouse","?","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States",">50K" +19,"Private",227178,"11th",7,"Never-married","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +41,"Private",165798,"5th-6th",3,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"Puerto-Rico","<=50K" +39,"Private",129573,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +30,"Private",224377,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",179481,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",434268,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +40,"Self-emp-not-inc",173716,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Private",114230,"HS-grad",9,"Never-married","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +33,"Private",188661,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +48,"Private",216093,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",124963,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",85341,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",193490,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +34,"Private",80058,"Prof-school",15,"Never-married","Exec-managerial","Own-child","White","Male",0,0,50,"United-States","<=50K" +41,"Private",139907,"Assoc-voc",11,"Separated","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +25,"Private",188767,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",117222,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,50,"United-States","<=50K" +35,"Private",187119,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +42,"Local-gov",97277,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Local-gov",219760,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,16,"United-States","<=50K" +46,"Private",63299,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"State-gov",171482,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +18,"?",344742,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",210869,"Some-college",10,"Never-married","Sales","Own-child","Black","Male",0,0,80,"United-States","<=50K" +39,"Private",38312,"Some-college",10,"Married-spouse-absent","Craft-repair","Unmarried","White","Male",0,0,40,"United-States",">50K" +47,"Private",119939,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",83953,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +43,"State-gov",101383,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",204374,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",176831,"10th",6,"Divorced","Sales","Other-relative","White","Female",0,0,40,"United-States","<=50K" +19,"?",60688,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,35,"United-States","<=50K" +44,"Federal-gov",251305,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Local-gov",200947,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Self-emp-not-inc",46704,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Private",119721,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"State-gov",58930,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",247750,"HS-grad",9,"Widowed","Other-service","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +48,"Private",67725,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +28,"State-gov",200775,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +44,"Private",183542,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,32,"United-States","<=50K" +20,"?",25139,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Local-gov",123325,"Prof-school",15,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",269786,"HS-grad",9,"Never-married","Transport-moving","Unmarried","White","Male",0,0,50,"United-States","<=50K" +36,"Private",51089,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +28,"Private",136985,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"United-States","<=50K" +21,"Private",129350,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"?",35595,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States","<=50K" +36,"Local-gov",61299,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"?",192321,"Assoc-acdm",12,"Never-married","?","Own-child","White","Female",0,0,80,"United-States","<=50K" +31,"Private",257644,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,43,"United-States","<=50K" +44,"Self-emp-not-inc",70884,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +49,"Local-gov",159726,"11th",7,"Divorced","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +40,"Private",174395,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Federal-gov",175534,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"China",">50K" +27,"Private",32519,"Some-college",10,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,55,"South","<=50K" +18,"Private",322999,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +68,"Private",148874,"9th",5,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,44,"United-States","<=50K" +64,"Private",43738,"Doctorate",16,"Widowed","Prof-specialty","Not-in-family","White","Male",0,0,80,"United-States",">50K" +36,"Private",195385,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +21,"Private",149809,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,24,"United-States","<=50K" +22,"Private",51985,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,30,"United-States","<=50K" +61,"Private",105384,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",137591,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,10,"Greece","<=50K" +49,"State-gov",324791,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",184303,"Some-college",10,"Separated","Priv-house-serv","Other-relative","White","Female",0,0,30,"El-Salvador","<=50K" +66,"?",314347,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",274010,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +22,"Private",321031,"HS-grad",9,"Never-married","Sales","Own-child","Black","Female",0,0,40,"United-States","<=50K" +57,"Federal-gov",313929,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +29,"Private",152951,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",247115,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +47,"Private",175958,"Prof-school",15,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +22,"Private",109039,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +59,"Self-emp-inc",141326,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States",">50K" +42,"State-gov",74334,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States",">50K" +64,"Self-emp-not-inc",47462,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +29,"Federal-gov",182344,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +25,"State-gov",295912,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +62,"Private",311495,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",187643,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",501671,"10th",6,"Divorced","Machine-op-inspct","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",301556,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,19,"United-States","<=50K" +18,"Private",187240,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,18,"United-States","<=50K" +33,"Private",594187,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +63,"Private",200474,"1st-4th",2,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Local-gov",152795,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,52,"United-States",">50K" +17,"Private",230789,"9th",5,"Never-married","Sales","Own-child","Black","Male",0,0,22,"United-States","<=50K" +31,"Private",114691,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",194591,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",114691,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +51,"State-gov",42017,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Local-gov",383384,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"Private",29444,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +42,"Federal-gov",53727,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"?","<=50K" +38,"Private",277022,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"Columbia","<=50K" +43,"Local-gov",113324,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",342709,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",179203,"12th",8,"Never-married","Sales","Other-relative","White","Male",0,0,55,"United-States","<=50K" +46,"Private",251474,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +50,"Private",93730,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +22,"Private",37894,"HS-grad",9,"Separated","Other-service","Other-relative","White","Male",0,0,35,"United-States","<=50K" +18,"State-gov",272918,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,15,"United-States","<=50K" +53,"Private",151411,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +40,"Private",210648,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,44,"United-States",">50K" +36,"Self-emp-not-inc",347491,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +32,"Private",255885,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,43,"United-States",">50K" +39,"Private",356838,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,12,"United-States","<=50K" +46,"Private",216164,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Local-gov",288781,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +19,"Private",439779,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +24,"Private",161638,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"Ecuador","<=50K" +28,"Private",190525,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",276249,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"Private",147265,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",245090,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Nicaragua","<=50K" +42,"State-gov",219682,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +28,"Private",392100,"HS-grad",9,"Married-civ-spouse","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",358682,"Bachelors",13,"Never-married","Exec-managerial","Other-relative","White","Male",0,0,50,"?","<=50K" +47,"Private",262244,"Bachelors",13,"Never-married","Sales","Not-in-family","Black","Male",0,0,60,"United-States",">50K" +21,"Local-gov",218445,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"Mexico","<=50K" +19,"?",182609,"HS-grad",9,"Never-married","?","Own-child","Black","Female",0,0,25,"United-States","<=50K" +35,"Private",509462,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +26,"Private",213258,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",118401,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +67,"Self-emp-not-inc",45814,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",329733,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States",">50K" +26,"Private",29957,"Masters",14,"Never-married","Tech-support","Other-relative","White","Male",0,0,25,"United-States","<=50K" +51,"Private",215854,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +27,"Private",327766,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +27,"Private",405765,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?",">50K" +39,"Private",80680,"Some-college",10,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +32,"Private",177792,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,48,"United-States",">50K" +52,"Private",273514,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",202373,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Local-gov",332785,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",0,0,38,"United-States","<=50K" +46,"Private",149640,"7th-8th",4,"Married-spouse-absent","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +42,"Private",40151,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +79,"Self-emp-inc",183686,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"United-States",">50K" +50,"Federal-gov",32801,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","Amer-Indian-Eskimo","Female",0,0,40,"United-States",">50K" +19,"?",195282,"HS-grad",9,"Never-married","?","Own-child","Black","Female",0,0,20,"United-States","<=50K" +51,"Local-gov",96678,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +66,"Private",186324,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,5,"United-States",">50K" +36,"Self-emp-not-inc",257250,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,99,"United-States","<=50K" +26,"Private",212800,"Assoc-acdm",12,"Never-married","Prof-specialty","Own-child","White","Female",0,0,36,"United-States","<=50K" +28,"Private",55360,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Male",0,0,50,"United-States","<=50K" +39,"Self-emp-not-inc",195253,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +43,"Private",45156,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +20,"Private",435469,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"Mexico","<=50K" +29,"Private",231287,"Some-college",10,"Divorced","Tech-support","Unmarried","White","Male",0,0,40,"United-States","<=50K" +18,"?",91670,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +60,"Private",165517,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",73161,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +60,"Private",178792,"HS-grad",9,"Widowed","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",32897,"11th",7,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +29,"Private",250967,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",379779,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Private",217838,"5th-6th",3,"Separated","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +43,"Private",198965,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,38,"United-States",">50K" +37,"Private",220644,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"?","<=50K" +19,"Private",175081,"9th",5,"Never-married","Craft-repair","Other-relative","White","Male",0,0,60,"United-States","<=50K" +29,"Private",180299,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +40,"Self-emp-not-inc",548664,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,15,"United-States","<=50K" +53,"Private",278114,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",394927,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +29,"Private",236938,"Assoc-acdm",12,"Divorced","Craft-repair","Unmarried","White","Female",0,0,38,"United-States","<=50K" +25,"Private",232991,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,40,"Mexico","<=50K" +38,"Private",34378,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +48,"Self-emp-inc",81513,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +18,"Private",106780,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,12,"United-States","<=50K" +37,"Private",329026,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +48,"Private",26490,"Bachelors",13,"Widowed","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +50,"Private",338033,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +24,"Private",21154,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +34,"Private",209449,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","Black","Male",0,0,40,"United-States",">50K" +19,"Private",389143,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",101260,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",198270,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",45781,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",134566,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"?",283806,"9th",5,"Divorced","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +46,"Private",422813,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Local-gov",103277,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,50,"United-States","<=50K" +18,"Private",201871,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +50,"Self-emp-not-inc",167728,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +42,"Private",211517,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",118212,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",98926,"Some-college",10,"Widowed","Tech-support","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +27,"Private",207352,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,40,"India",">50K" +31,"Private",206609,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",104509,"Masters",14,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",170350,"HS-grad",9,"Divorced","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +56,"Private",183884,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"State-gov",154410,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +63,"?",257659,"Masters",14,"Never-married","?","Not-in-family","White","Female",0,0,3,"United-States","<=50K" +28,"Private",274679,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +38,"Private",252662,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Self-emp-inc",356689,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,60,"United-States","<=50K" +18,"Private",205218,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +35,"Private",241306,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",139127,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",175625,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Private",206459,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",176123,"10th",6,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,60,"India","<=50K" +41,"Private",111483,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",106118,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States",">50K" +19,"Private",162094,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",145284,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +29,"Private",242482,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +35,"Self-emp-not-inc",160192,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"?",280699,"Some-college",10,"Never-married","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +18,"Private",156950,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,35,"United-States","<=50K" +53,"Private",215572,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",173593,"Masters",14,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,20,"Canada","<=50K" +55,"Private",193374,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Local-gov",334039,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",337664,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",113504,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",177072,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",174503,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",214807,"HS-grad",9,"Divorced","Handlers-cleaners","Unmarried","White","Female",0,0,37,"United-States","<=50K" +23,"Private",100345,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +22,"Private",409230,"12th",8,"Never-married","Transport-moving","Other-relative","White","Male",0,0,40,"United-States","<=50K" +65,"Self-emp-inc",115922,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +59,"?",375049,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,41,"United-States",">50K" +25,"Private",243560,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"Columbia","<=50K" +31,"Private",127215,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"State-gov",276241,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +49,"State-gov",175109,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Private",498079,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Federal-gov",344394,"Some-college",10,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +23,"Private",245302,"Some-college",10,"Divorced","Sales","Own-child","Black","Female",0,0,40,"United-States","<=50K" +63,"Private",43313,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",188467,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-inc",351278,"Bachelors",13,"Divorced","Farming-fishing","Unmarried","White","Male",0,0,50,"United-States","<=50K" +31,"Private",182246,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +48,"?",353824,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"?",">50K" +31,"Private",387116,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,36,"Jamaica","<=50K" +47,"Private",34248,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +54,"State-gov",198741,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",32950,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",381153,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",100067,"11th",7,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,35,"United-States",">50K" +34,"Private",208785,"Assoc-acdm",12,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +31,"Private",61559,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +41,"Private",176452,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"Peru","<=50K" +41,"?",128700,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",328518,"Assoc-voc",11,"Never-married","Prof-specialty","Other-relative","White","Male",0,0,30,"United-States","<=50K" +30,"?",201196,"11th",7,"Never-married","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",378546,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Local-gov",212210,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"?","<=50K" +59,"Federal-gov",178660,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-not-inc",22641,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +59,"Private",316027,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,45,"Cuba","<=50K" +47,"Private",431515,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Self-emp-not-inc",149770,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +42,"Private",165916,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +29,"Federal-gov",107411,"Some-college",10,"Married-spouse-absent","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"Private",217961,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,45,"Outlying-US(Guam-USVI-etc)","<=50K" +43,"Self-emp-not-inc",350387,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +46,"Private",325372,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",156718,"Some-college",10,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",216472,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,20,"United-States","<=50K" +29,"State-gov",106972,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +33,"Private",131934,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +46,"Local-gov",359193,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +35,"Private",261012,"Some-college",10,"Married-spouse-absent","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",113654,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Female",0,0,37,"United-States","<=50K" +35,"Private",218955,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",115963,"7th-8th",4,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,42,"United-States","<=50K" +39,"Private",80638,"Some-college",10,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,84,"United-States",">50K" +37,"Private",147258,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +22,"Private",214635,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +25,"Private",200318,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +50,"Private",138270,"HS-grad",9,"Married-civ-spouse","Sales","Wife","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",103435,"Assoc-voc",11,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +59,"Self-emp-inc",133201,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Italy","<=50K" +24,"Private",175183,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",99870,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +38,"?",107479,"9th",5,"Never-married","?","Own-child","White","Female",0,0,12,"United-States","<=50K" +60,"Private",113440,"Bachelors",13,"Divorced","Exec-managerial","Own-child","White","Male",0,0,60,"United-States","<=50K" +19,"Private",85690,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,30,"United-States","<=50K" +23,"Private",45713,"Some-college",10,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +17,"?",67808,"10th",6,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",113936,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",158291,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",193898,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +43,"Private",191982,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,55,"United-States","<=50K" +21,"?",72953,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +54,"Private",271160,"Assoc-voc",11,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",33087,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +29,"Private",106153,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +22,"Private",29444,"12th",8,"Never-married","Farming-fishing","Not-in-family","Amer-Indian-Eskimo","Male",0,0,50,"United-States","<=50K" +37,"Private",105021,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Self-emp-not-inc",239045,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +34,"Private",94413,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",20534,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,84,"United-States",">50K" +28,"Private",350254,"1st-4th",2,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +68,"Private",194746,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"Cuba","<=50K" +36,"Private",269042,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"Laos","<=50K" +20,"Private",447488,"9th",5,"Never-married","Other-service","Unmarried","White","Male",0,0,30,"Mexico","<=50K" +24,"Private",267706,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Female",0,0,45,"United-States","<=50K" +38,"Private",198216,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",227931,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",181776,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +32,"Private",132601,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Private",205410,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",292570,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,50,"United-States","<=50K" +43,"Private",76460,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",295163,"12th",8,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",27255,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"?","<=50K" +23,"Private",69847,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Female",0,0,20,"United-States","<=50K" +24,"?",390608,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +41,"Private",317539,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",195678,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",466502,"7th-8th",4,"Widowed","Other-service","Unmarried","White","Male",0,0,30,"United-States","<=50K" +28,"Local-gov",220754,"HS-grad",9,"Separated","Transport-moving","Own-child","White","Female",0,0,25,"United-States","<=50K" +36,"Private",343476,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +60,"Self-emp-not-inc",38622,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"State-gov",173730,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States","<=50K" +32,"Private",178623,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"?","<=50K" +27,"Private",300783,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,42,"United-States",">50K" +60,"Private",224644,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",191502,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Private",61885,"12th",8,"Divorced","Transport-moving","Other-relative","Black","Male",0,0,35,"United-States","<=50K" +34,"Self-emp-not-inc",213887,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,32,"Canada",">50K" +36,"Private",331395,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",145098,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",123075,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",216804,"7th-8th",4,"Never-married","Other-service","Own-child","White","Male",0,0,33,"United-States","<=50K" +40,"Private",188291,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",33610,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +39,"Private",234901,"Assoc-acdm",12,"Separated","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",349148,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",168443,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +43,"Private",211860,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,24,"United-States","<=50K" +35,"Private",193961,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +59,"Self-emp-not-inc",75804,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,65,"United-States",">50K" +33,"Self-emp-not-inc",176185,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",306779,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +48,"Private",265192,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +54,"Private",139347,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",107682,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +37,"Private",34173,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",128378,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-inc",195638,"Some-college",10,"Separated","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",59287,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",162442,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +29,"?",350603,"10th",6,"Never-married","?","Own-child","White","Female",0,0,38,"United-States","<=50K" +39,"Private",344743,"Some-college",10,"Married-civ-spouse","Adm-clerical","Own-child","Black","Female",0,0,50,"United-States",">50K" +26,"Private",176795,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States",">50K" +31,"Private",309620,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,6,"South","<=50K" +39,"Private",336880,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",206600,"11th",7,"Never-married","Other-service","Other-relative","White","Male",0,0,30,"Mexico","<=50K" +25,"Private",193051,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,35,"United-States","<=50K" +49,"Private",62793,"HS-grad",9,"Divorced","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +53,"Private",264939,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"Mexico","<=50K" +52,"Private",370552,"Preschool",1,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +52,"Private",163678,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +74,"?",89667,"Bachelors",13,"Widowed","?","Not-in-family","Other","Female",0,0,35,"United-States","<=50K" +50,"Private",558490,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +76,"Private",208843,"7th-8th",4,"Widowed","Protective-serv","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +19,"Private",95078,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +25,"Private",169679,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",101320,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",168906,"Assoc-acdm",12,"Divorced","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +20,"Private",212582,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +66,"?",170617,"Masters",14,"Widowed","?","Not-in-family","White","Male",0,0,6,"United-States","<=50K" +63,"?",170529,"Bachelors",13,"Married-civ-spouse","?","Wife","Black","Female",0,0,45,"United-States","<=50K" +27,"Private",99897,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",175224,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"Nicaragua","<=50K" +23,"Private",149704,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Federal-gov",214542,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",167319,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"State-gov",43716,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,4,"United-States","<=50K" +28,"Private",191935,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +35,"Private",338611,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",136419,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,75,"United-States",">50K" +17,"Private",72321,"11th",7,"Never-married","Other-service","Other-relative","White","Female",0,0,12,"United-States","<=50K" +41,"Local-gov",189956,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"United-States",">50K" +44,"Private",403782,"Assoc-voc",11,"Divorced","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +47,"Private",456661,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +24,"Private",279041,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",65716,"Assoc-voc",11,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",189809,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,52,"Jamaica","<=50K" +62,"Local-gov",223637,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +27,"Local-gov",199343,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,38,"United-States","<=50K" +59,"Private",139344,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +35,"Private",119098,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",195025,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +28,"Private",186720,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,50,"United-States","<=50K" +28,"Private",328923,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,38,"United-States","<=50K" +59,"State-gov",159472,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",138662,"Some-college",10,"Separated","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +54,"Local-gov",286342,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,32,"United-States",">50K" +39,"Private",181705,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +41,"Private",193882,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",216497,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"Germany","<=50K" +32,"Self-emp-inc",124919,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,50,"Iran",">50K" +58,"Private",256274,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",326379,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",243142,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +51,"Local-gov",155118,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,70,"United-States",">50K" +54,"Private",189607,"Bachelors",13,"Never-married","Other-service","Own-child","Black","Female",0,0,36,"United-States","<=50K" +20,"Private",39478,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +35,"Private",206951,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",127647,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,36,"United-States","<=50K" +42,"Private",182302,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"State-gov",166597,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Self-emp-not-inc",33363,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States",">50K" +74,"Self-emp-inc",167537,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +34,"Private",179378,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,40,"United-States","<=50K" +50,"State-gov",297551,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,52,"United-States","<=50K" +50,"Private",198362,"Assoc-voc",11,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +43,"Private",240504,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",169662,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"?",164940,"HS-grad",9,"Separated","?","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +61,"Private",210488,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +21,"Private",154835,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +27,"Private",333296,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"?","<=50K" +47,"Private",192793,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Iran",">50K" +33,"Private",136331,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",509048,"HS-grad",9,"Never-married","Sales","Other-relative","Black","Female",0,0,37,"United-States","<=50K" +38,"Private",318610,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +45,"Private",104521,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",247695,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +35,"Private",219546,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"Germany","<=50K" +21,"Private",169699,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"State-gov",131302,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,44,"United-States","<=50K" +50,"Private",171852,"Bachelors",13,"Separated","Prof-specialty","Own-child","Other","Female",0,0,40,"United-States","<=50K" +36,"State-gov",340091,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,36,"United-States",">50K" +20,"Private",204641,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +49,"Private",213431,"HS-grad",9,"Separated","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +40,"State-gov",377018,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +22,"Private",184543,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +60,"?",188236,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +67,"Private",233022,"11th",7,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +21,"Private",177420,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Other","Female",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",21101,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Amer-Indian-Eskimo","Male",0,0,50,"United-States","<=50K" +17,"Private",52486,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,12,"United-States","<=50K" +49,"State-gov",36177,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +38,"Private",102350,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +38,"Private",165930,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",297574,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,99,"United-States",">50K" +40,"Private",120277,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"?",87569,"Some-college",10,"Separated","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",155972,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +46,"State-gov",162852,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",64860,"Some-college",10,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,0,22,"United-States","<=50K" +24,"Private",322674,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +62,"Private",202242,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +54,"Private",175262,"Preschool",1,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +23,"Private",201682,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +60,"Private",166330,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +18,"Self-emp-inc",147612,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Female",0,0,8,"United-States","<=50K" +41,"Local-gov",213154,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,40,"United-States","<=50K" +45,"Local-gov",33798,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +62,"State-gov",199198,"Assoc-voc",11,"Widowed","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",90915,"Bachelors",13,"Married-spouse-absent","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-inc",337778,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"Yugoslavia",">50K" +31,"Private",187203,"HS-grad",9,"Never-married","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +44,"Private",261497,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"?","<=50K" +33,"Self-emp-not-inc",361817,"HS-grad",9,"Separated","Craft-repair","Unmarried","White","Male",0,0,50,"United-States","<=50K" +62,"Self-emp-not-inc",226546,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,16,"United-States","<=50K" +27,"Private",100168,"7th-8th",4,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +42,"Federal-gov",272625,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States",">50K" +55,"Private",254516,"9th",5,"Never-married","Handlers-cleaners","Other-relative","Black","Male",0,0,37,"United-States","<=50K" +41,"Private",207375,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +45,"Private",48271,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +67,"Self-emp-not-inc",152102,"HS-grad",9,"Widowed","Farming-fishing","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +25,"Private",234665,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",180060,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +19,"Private",32477,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +26,"Private",137658,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +61,"Private",228287,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +43,"Private",33310,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +53,"Private",270546,"HS-grad",9,"Divorced","Priv-house-serv","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +53,"Federal-gov",290290,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +42,"Self-emp-inc",287037,"12th",8,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +36,"Private",128516,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +55,"Self-emp-not-inc",185195,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,99,"United-States","<=50K" +17,"Private",98005,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,16,"United-States","<=50K" +55,"Self-emp-not-inc",283635,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +36,"Private",98360,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Local-gov",202872,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +54,"Self-emp-not-inc",118365,"10th",6,"Divorced","Other-service","Not-in-family","Black","Female",0,0,10,"United-States","<=50K" +45,"Self-emp-not-inc",184285,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +48,"Private",345831,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Local-gov",99679,"Prof-school",15,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States",">50K" +31,"Private",253354,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",190650,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Male",0,0,40,"Taiwan","<=50K" +19,"Private",204389,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Other","Female",0,0,25,"Puerto-Rico","<=50K" +31,"Federal-gov",294870,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",159442,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +55,"Local-gov",161662,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +38,"Private",52738,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",252024,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,20,"Mexico","<=50K" +27,"Private",189702,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",407913,"HS-grad",9,"Separated","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",166527,"Some-college",10,"Never-married","Adm-clerical","Own-child","Other","Female",0,0,20,"United-States","<=50K" +24,"Self-emp-not-inc",34918,"Assoc-voc",11,"Never-married","Other-service","Unmarried","White","Female",0,0,38,"United-States","<=50K" +27,"Private",142712,"Masters",14,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"?","<=50K" +18,"Federal-gov",201686,"11th",7,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,4,"United-States","<=50K" +28,"Local-gov",179759,"Some-college",10,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",94954,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",201743,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +59,"Self-emp-not-inc",119344,"10th",6,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,36,"United-States","<=50K" +33,"Private",149726,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,46,"United-States","<=50K" +28,"Private",419146,"7th-8th",4,"Separated","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +41,"Private",171234,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +30,"Private",206325,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +59,"Private",202682,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",121055,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +29,"Private",84366,"10th",6,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +60,"Private",139391,"Some-college",10,"Married-spouse-absent","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"United-States",">50K" +41,"Private",30759,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +32,"Private",137875,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +73,"?",139049,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,22,"United-States",">50K" +20,"Private",238384,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +49,"Private",340755,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Local-gov",224947,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +33,"State-gov",111994,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +25,"Private",125491,"Some-college",10,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Female",0,0,34,"United-States","<=50K" +34,"?",310525,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,10,"United-States","<=50K" +19,"?",71592,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +40,"Local-gov",99185,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",249935,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,44,"United-States","<=50K" +51,"Private",206775,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +22,"Private",230704,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,20,"Jamaica","<=50K" +34,"Private",242361,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,50,"United-States","<=50K" +22,"Private",134746,"10th",6,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +56,"Private",174040,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",273604,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"Private",192409,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +26,"Self-emp-not-inc",102476,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +48,"Private",234504,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Self-emp-not-inc",468713,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",84560,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",148995,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",34816,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,12,"United-States","<=50K" +28,"Private",211184,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +53,"Private",33304,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +65,"Federal-gov",179985,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",219815,"Some-college",10,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",106548,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +70,"Private",89787,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,20,"United-States","<=50K" +55,"Private",164857,"Some-college",10,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Federal-gov",257124,"Bachelors",13,"Never-married","Transport-moving","Other-relative","White","Male",0,0,35,"United-States","<=50K" +31,"Private",227446,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Cuba",">50K" +24,"Private",189749,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",176321,"7th-8th",4,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +26,"Private",284250,"HS-grad",9,"Never-married","Craft-repair","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",101885,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",134130,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +52,"Private",260938,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",238184,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",148626,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +65,"Private",113323,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Local-gov",34246,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +31,"Private",279680,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States","<=50K" +84,"Private",188328,"HS-grad",9,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +51,"Private",96609,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Local-gov",84257,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Private",275632,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",385540,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +30,"Private",196342,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"Ireland","<=50K" +47,"Private",97176,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",197714,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +43,"Self-emp-not-inc",147099,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,36,"United-States","<=50K" +30,"Private",186346,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +46,"Private",73434,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +49,"Local-gov",275074,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +37,"Private",209214,"5th-6th",3,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +42,"Private",210525,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",176684,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",210474,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +26,"Private",293690,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,58,"United-States",">50K" +64,"Private",149775,"Masters",14,"Never-married","Prof-specialty","Other-relative","White","Female",0,0,8,"United-States","<=50K" +20,"Private",323009,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"Germany","<=50K" +31,"Private",126950,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",115411,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",265356,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +31,"Local-gov",192565,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,90,"United-States",">50K" +35,"Self-emp-not-inc",348771,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,36,"United-States","<=50K" +30,"Self-emp-not-inc",148959,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +35,"Private",126569,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,20,"United-States","<=50K" +40,"Private",105936,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Own-child","White","Female",0,0,38,"United-States","<=50K" +18,"Private",188076,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +23,"Private",184400,"10th",6,"Never-married","Transport-moving","Own-child","Asian-Pac-Islander","Male",0,0,30,"?","<=50K" +63,"Private",124242,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +20,"State-gov",200819,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",100480,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +49,"Private",129513,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +53,"Self-emp-not-inc",297796,"10th",6,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",195488,"HS-grad",9,"Separated","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +54,"Private",153486,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,56,"United-States",">50K" +40,"Private",126845,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",206974,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",412149,"10th",6,"Never-married","Farming-fishing","Other-relative","White","Male",0,0,35,"Mexico","<=50K" +24,"Private",653574,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"El-Salvador","<=50K" +37,"Private",70562,"1st-4th",2,"Never-married","Other-service","Unmarried","White","Female",0,0,48,"El-Salvador","<=50K" +62,"Private",197514,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,16,"United-States","<=50K" +19,"?",309284,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Private",334679,"Assoc-voc",11,"Widowed","Prof-specialty","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +31,"Private",151484,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,8,"United-States","<=50K" +42,"Self-emp-inc",78765,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,90,"United-States",">50K" +42,"Private",98427,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,35,"United-States","<=50K" +54,"Private",230767,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Cuba","<=50K" +23,"Private",117606,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,60,"United-States","<=50K" +28,"Private",68642,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,46,"United-States","<=50K" +42,"Private",341638,"11th",7,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",65920,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +33,"Federal-gov",188246,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",198727,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",706026,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"?",348148,"11th",7,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +62,"Private",77884,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +17,"Private",160758,"10th",6,"Never-married","Sales","Other-relative","White","Male",0,0,30,"United-States","<=50K" +58,"Private",201112,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,55,"United-States",">50K" +34,"Private",230246,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States",">50K" +20,"Private",373935,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +64,"Federal-gov",341695,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +27,"Private",119793,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"?","<=50K" +41,"Private",178002,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +40,"Private",233130,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +53,"Local-gov",192982,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,38,"United-States",">50K" +44,"Private",33155,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +37,"Private",187346,"5th-6th",3,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"Mexico","<=50K" +46,"Private",78529,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,60,"United-States",">50K" +17,"Private",101626,"9th",5,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,20,"United-States","<=50K" +35,"Private",117567,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",110791,"Assoc-acdm",12,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"State-gov",207120,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Private",43206,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,25,"United-States","<=50K" +26,"Private",120238,"Bachelors",13,"Never-married","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +26,"Private",189219,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +35,"State-gov",190895,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",83517,"9th",5,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Local-gov",59313,"Some-college",10,"Separated","Adm-clerical","Own-child","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",202033,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Local-gov",55658,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +21,"Private",118186,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,20,"United-States","<=50K" +22,"Private",279901,"HS-grad",9,"Married-civ-spouse","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +52,"Private",110954,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"El-Salvador",">50K" +36,"Self-emp-not-inc",90159,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +42,"Private",34278,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",37778,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,54,"United-States","<=50K" +39,"Private",160623,"Assoc-acdm",12,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",342458,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +53,"Private",64322,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",373914,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",205884,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States",">50K" +62,"Local-gov",208266,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",222450,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +23,"Private",348420,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Federal-gov",197284,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"?",204773,"Assoc-acdm",12,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States","<=50K" +41,"Private",206066,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",61885,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",299908,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,40,"United-States",">50K" +35,"Private",46028,"Assoc-acdm",12,"Divorced","Other-service","Unmarried","White","Female",0,0,50,"United-States","<=50K" +30,"Private",154587,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"Puerto-Rico","<=50K" +36,"Private",32334,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +42,"Private",319588,"Bachelors",13,"Married-spouse-absent","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +51,"Private",226735,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +34,"Private",226443,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-inc",359259,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"Portugal","<=50K" +27,"Private",36851,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,41,"United-States","<=50K" +39,"Private",393480,"HS-grad",9,"Separated","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +31,"Private",231569,"Bachelors",13,"Never-married","Sales","Not-in-family","Black","Female",0,0,50,"United-States","<=50K" +23,"Private",353010,"11th",7,"Never-married","Craft-repair","Unmarried","White","Male",0,0,35,"United-States","<=50K" +66,"Private",262285,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,99,"United-States","<=50K" +26,"Private",160300,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Private",156953,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Self-emp-inc",136823,"11th",7,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +48,"Self-emp-not-inc",160724,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"Japan","<=50K" +37,"Self-emp-inc",86459,"Assoc-acdm",12,"Separated","Exec-managerial","Unmarried","White","Male",0,0,50,"United-States","<=50K" +17,"Private",238628,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,5,"United-States","<=50K" +50,"Private",339954,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +28,"?",222005,"HS-grad",9,"Never-married","?","Other-relative","White","Female",0,0,40,"Mexico","<=50K" +39,"Private",214117,"Some-college",10,"Divorced","Craft-repair","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +28,"Federal-gov",298661,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",179488,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Local-gov",100270,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",126701,"9th",5,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +20,"Private",209131,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"State-gov",400132,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +23,"State-gov",278155,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",178431,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Taiwan","<=50K" +36,"Private",115700,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",167832,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",218164,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,44,"United-States","<=50K" +36,"Self-emp-inc",242080,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,80,"United-States",">50K" +67,"Federal-gov",223257,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Male",0,0,40,"United-States","<=50K" +45,"Private",140644,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States",">50K" +22,"Private",205970,"10th",6,"Separated","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +25,"Private",216583,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,43,"United-States","<=50K" +61,"Private",162432,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Local-gov",83671,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +47,"Self-emp-inc",205100,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"Germany","<=50K" +31,"Private",195750,"1st-4th",2,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +17,"Private",220562,"9th",5,"Never-married","Sales","Other-relative","Other","Female",0,0,32,"Mexico","<=50K" +38,"Self-emp-inc",312232,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",386337,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"?","<=50K" +42,"Private",86185,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +78,"Private",105586,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","Asian-Pac-Islander","Male",0,0,36,"United-States","<=50K" +54,"Private",103345,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Local-gov",150553,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,50,"United-States","<=50K" +30,"Private",26009,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +46,"Private",149388,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",151626,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,45,"United-States","<=50K" +30,"Private",169583,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +25,"Private",213383,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-inc",103078,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",109526,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,38,"United-States","<=50K" +51,"Private",142835,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"State-gov",43475,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",190916,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"Private",175987,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Local-gov",214385,"11th",7,"Divorced","Other-service","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +26,"Private",192652,"Bachelors",13,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Federal-gov",207685,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +19,"Private",143857,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +39,"Private",163392,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,26,"?","<=50K" +51,"Private",310774,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +29,"?",427965,"HS-grad",9,"Separated","?","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +27,"Private",279608,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +33,"Private",312881,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States",">50K" +19,"Private",175083,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,8,"United-States","<=50K" +67,"?",132057,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,20,"United-States","<=50K" +41,"Private",32878,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +29,"Federal-gov",360527,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",99478,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",113035,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Federal-gov",99199,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,36,"United-States","<=50K" +48,"Private",236858,"11th",7,"Divorced","Other-service","Not-in-family","White","Female",0,0,31,"United-States","<=50K" +46,"Self-emp-inc",201865,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +35,"Private",268661,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Federal-gov",475324,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",117295,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",65704,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"?","<=50K" +45,"Private",192835,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Local-gov",76720,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +33,"Local-gov",133876,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +22,"Private",123727,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +50,"Private",129956,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +25,"Private",96268,"11th",7,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",317320,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",86872,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +31,"State-gov",100863,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States",">50K" +56,"Private",164332,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,15,"United-States","<=50K" +49,"Self-emp-not-inc",122584,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",34377,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Private",162030,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,43,"United-States","<=50K" +33,"Private",199170,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",470203,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +40,"Private",266803,"Assoc-acdm",12,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +72,"?",188009,"7th-8th",4,"Divorced","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +32,"State-gov",513416,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +44,"Private",98211,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +48,"Private",196107,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +17,"Private",108273,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,12,"United-States","<=50K" +22,"Local-gov",412316,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +17,"Private",120068,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,17,"United-States","<=50K" +49,"Self-emp-inc",101722,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +26,"Private",120268,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +19,"State-gov",144429,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,10,"United-States","<=50K" +17,"Private",271122,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +38,"Private",255621,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",90934,"Assoc-voc",11,"Divorced","Protective-serv","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +48,"Private",128460,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States",">50K" +63,"Private",30813,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +19,"Private",164585,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Private",215647,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +54,"Private",421561,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",66755,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,40,"United-States","<=50K" +20,"?",117222,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"State-gov",29145,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +51,"Self-emp-not-inc",20795,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",311376,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"State-gov",122660,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,40,"United-States","<=50K" +19,"?",137578,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,16,"United-States","<=50K" +37,"Private",193689,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,42,"United-States",">50K" +29,"Private",144556,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +22,"Private",243178,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" +60,"State-gov",190682,"Assoc-voc",11,"Widowed","Other-service","Not-in-family","Black","Female",0,0,37,"United-States","<=50K" +35,"Private",233786,"11th",7,"Separated","Other-service","Unmarried","White","Male",0,0,20,"United-States","<=50K" +45,"Private",102202,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",95299,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"Vietnam",">50K" +43,"Self-emp-inc",240504,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +32,"State-gov",169973,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +35,"Private",144937,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States","<=50K" +32,"Private",211751,"Assoc-voc",11,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +61,"Private",84587,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +20,"?",187332,"10th",6,"Never-married","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +42,"Self-emp-inc",188615,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +21,"Private",119704,"Some-college",10,"Never-married","Sales","Unmarried","White","Female",0,0,35,"United-States","<=50K" +21,"Private",275190,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +26,"Private",417941,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"State-gov",196348,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +24,"Private",221955,"Bachelors",13,"Married-civ-spouse","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +47,"Private",173938,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,57,"United-States",">50K" +51,"Private",123429,"Assoc-acdm",12,"Divorced","Tech-support","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +65,"?",143732,"HS-grad",9,"Widowed","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +61,"Private",203126,"Bachelors",13,"Divorced","Priv-house-serv","Not-in-family","White","Female",0,0,12,"?","<=50K" +67,"Private",174693,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,25,"Nicaragua","<=50K" +49,"Private",357540,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,25,"United-States","<=50K" +61,"Private",280088,"7th-8th",4,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",257380,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,35,"United-States","<=50K" +19,"Private",165306,"Some-college",10,"Never-married","Tech-support","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +29,"Self-emp-not-inc",109001,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +21,"Private",32950,"Some-college",10,"Never-married","Sales","Unmarried","White","Male",0,0,40,"United-States","<=50K" +22,"Private",182163,"HS-grad",9,"Separated","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",188246,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +36,"Private",297335,"Bachelors",13,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Female",0,0,50,"China","<=50K" +37,"Private",108366,"Bachelors",13,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,46,"United-States","<=50K" +35,"Private",328301,"Assoc-acdm",12,"Married-AF-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +17,"Private",182158,"10th",6,"Never-married","Priv-house-serv","Own-child","White","Male",0,0,30,"United-States","<=50K" +37,"Private",169426,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +22,"?",330571,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +28,"Private",535978,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",29393,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",369166,"Some-college",10,"Never-married","Farming-fishing","Other-relative","White","Female",0,0,65,"United-States","<=50K" +45,"Local-gov",257855,"11th",7,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,50,"United-States","<=50K" +32,"Private",164197,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States",">50K" +63,"Private",109517,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,43,"United-States","<=50K" +22,"Private",112137,"Some-college",10,"Never-married","Prof-specialty","Other-relative","Asian-Pac-Islander","Female",0,0,20,"South","<=50K" +36,"Private",160035,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +45,"State-gov",50567,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",140011,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +27,"State-gov",271328,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +20,"?",183083,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +47,"Self-emp-not-inc",159869,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,56,"United-States",">50K" +46,"Private",102542,"7th-8th",4,"Never-married","Other-service","Own-child","White","Male",0,0,52,"United-States","<=50K" +28,"Private",297742,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Private",176917,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +26,"Private",165235,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,40,"Thailand","<=50K" +32,"Self-emp-not-inc",52647,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Local-gov",48542,"12th",8,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +59,"Private",279232,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +58,"State-gov",259929,"Doctorate",16,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,43,"United-States",">50K" +45,"Private",221780,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +76,"Self-emp-not-inc",253408,"Some-college",10,"Widowed","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",298841,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +32,"Private",321313,"Masters",14,"Never-married","Sales","Own-child","Black","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",64875,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Private",275232,"Assoc-acdm",12,"Never-married","Prof-specialty","Unmarried","Black","Female",0,0,36,"United-States","<=50K" +53,"Self-emp-inc",134854,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Greece",">50K" +41,"Private",67339,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"?","<=50K" +27,"State-gov",192355,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +44,"Local-gov",208528,"Assoc-acdm",12,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +35,"Private",160120,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,50,"United-States",">50K" +36,"Private",250238,"1st-4th",2,"Never-married","Other-service","Other-relative","Other","Female",0,0,40,"El-Salvador","<=50K" +51,"Private",25031,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,10,"United-States",">50K" +42,"Local-gov",255847,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",111979,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",231037,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Federal-gov",30030,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +27,"Private",292120,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +29,"Private",190777,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +38,"Self-emp-not-inc",41591,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,30,"United-States","<=50K" +29,"Private",186733,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +18,"?",78567,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +19,"?",140590,"12th",8,"Never-married","?","Own-child","Black","Male",0,0,30,"United-States","<=50K" +25,"Private",182227,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +34,"Local-gov",205704,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +37,"State-gov",24342,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States","<=50K" +37,"Private",138192,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +18,"Private",334676,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +24,"Private",177526,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +17,"Private",152696,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +35,"Private",114765,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",265509,"Assoc-voc",11,"Separated","Tech-support","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +29,"Private",180758,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +49,"Self-emp-not-inc",127921,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +71,"?",177906,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,10,"United-States",">50K" +35,"Federal-gov",182898,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",422249,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +37,"Private",222450,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +33,"Local-gov",190027,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,18,"United-States","<=50K" +49,"Private",281647,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +32,"Private",117963,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States","<=50K" +63,"?",319121,"11th",7,"Separated","?","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",225504,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",104334,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +30,"State-gov",48214,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +30,"Private",145714,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",38240,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Self-emp-not-inc",27385,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,10,"United-States","<=50K" +56,"Private",204254,"10th",6,"Divorced","Other-service","Unmarried","Black","Female",0,0,45,"United-States","<=50K" +28,"Private",411587,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"Honduras","<=50K" +43,"Private",221172,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,24,"United-States",">50K" +46,"Private",54190,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +50,"Local-gov",24139,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,65,"United-States","<=50K" +37,"Private",112497,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Private",138907,"HS-grad",9,"Divorced","Priv-house-serv","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",186325,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,38,"United-States",">50K" +23,"Private",199452,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +59,"Private",126677,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +47,"Local-gov",93618,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,33,"United-States","<=50K" +29,"Private",353352,"Assoc-voc",11,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +35,"Private",143058,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"Private",239663,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,15,"United-States","<=50K" +22,"Private",167615,"HS-grad",9,"Never-married","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",442274,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Federal-gov",174533,"Bachelors",13,"Separated","Other-service","Unmarried","White","Female",0,0,72,"?","<=50K" +40,"State-gov",50093,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,20,"United-States","<=50K" +61,"Private",270056,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Japan","<=50K" +58,"Self-emp-not-inc",131991,"Bachelors",13,"Never-married","Farming-fishing","Own-child","White","Male",0,0,72,"United-States","<=50K" +39,"State-gov",126336,"HS-grad",9,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",341117,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +25,"Private",108505,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +69,"?",106566,"Doctorate",16,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Private",74791,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Male",0,0,60,"?","<=50K" +45,"Private",267967,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +27,"?",181284,"12th",8,"Married-civ-spouse","?","Husband","Black","Male",0,0,45,"United-States","<=50K" +28,"Private",102533,"Some-college",10,"Separated","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",69757,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +41,"State-gov",210094,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"State-gov",389147,"HS-grad",9,"Never-married","Sales","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +44,"Private",210648,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",94809,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,45,"United-States",">50K" +36,"Local-gov",298717,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +66,"Private",236879,"Preschool",1,"Widowed","Priv-house-serv","Other-relative","White","Female",0,0,40,"Guatemala","<=50K" +33,"Private",170148,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +39,"Local-gov",166497,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States",">50K" +30,"Private",247156,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",204052,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +62,"Self-emp-not-inc",122246,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,32,"United-States","<=50K" +21,"Private",180339,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +43,"Private",193882,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",112269,"Some-college",10,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +26,"Federal-gov",171928,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"Japan","<=50K" +45,"Federal-gov",179638,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +46,"Self-emp-inc",125892,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",721712,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,15,"United-States","<=50K" +56,"Private",197369,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",334679,"Masters",14,"Separated","Machine-op-inspct","Unmarried","Asian-Pac-Islander","Female",0,0,42,"India","<=50K" +23,"Private",235853,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +51,"Self-emp-not-inc",353281,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +19,"Private",203061,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +33,"Self-emp-not-inc",62932,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",118551,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,80,"United-States","<=50K" +52,"Private",99184,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",189674,"Some-college",10,"Separated","Other-service","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +34,"Private",226883,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"?",109564,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Self-emp-inc",66872,"12th",8,"Married-civ-spouse","Sales","Husband","Other","Male",0,0,98,"Dominican-Republic","<=50K" +35,"Local-gov",268292,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Federal-gov",139290,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",206541,"11th",7,"Divorced","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +23,"Private",203139,"Some-college",10,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",294398,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",386864,"10th",6,"Never-married","Other-service","Other-relative","White","Male",0,0,35,"Mexico","<=50K" +17,"Private",369909,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +26,"Private",176008,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",174426,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +54,"Private",292673,"1st-4th",2,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"Mexico","<=50K" +51,"Local-gov",134808,"HS-grad",9,"Widowed","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",95763,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +21,"Private",222490,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"Private",29115,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",66638,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +39,"Private",53926,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",43739,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",104359,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",124604,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +45,"Private",114797,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +60,"Federal-gov",67320,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +28,"Federal-gov",53147,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",13769,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Amer-Indian-Eskimo","Male",0,0,30,"United-States","<=50K" +44,"Private",202872,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +19,"State-gov",149528,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,12,"United-States","<=50K" +37,"Private",132879,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Self-emp-not-inc",112362,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,38,"United-States","<=50K" +44,"Private",131650,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,54,"United-States",">50K" +30,"Private",154568,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,36,"Vietnam",">50K" +23,"Private",132300,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",135134,"Masters",14,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +32,"Local-gov",113838,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,99,"United-States","<=50K" +76,"Federal-gov",25319,"Masters",14,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +57,"Local-gov",190561,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","Black","Female",0,0,30,"United-States","<=50K" +58,"?",150031,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Private",211116,"10th",6,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +38,"Private",226311,"HS-grad",9,"Married-AF-spouse","Other-service","Wife","White","Female",0,0,25,"United-States","<=50K" +59,"Self-emp-not-inc",64102,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +23,"Private",234663,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",615367,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",163090,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +44,"Private",192225,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",370183,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",242482,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",169953,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Local-gov",144182,"Preschool",1,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,25,"United-States","<=50K" +26,"Private",203777,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Female",0,0,37,"United-States","<=50K" +39,"Private",210991,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",472580,"Some-college",10,"Never-married","Sales","Own-child","Black","Male",0,0,40,"United-States","<=50K" +33,"State-gov",200289,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,19,"India","<=50K" +30,"Private",110622,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"China","<=50K" +59,"State-gov",139616,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",39212,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +28,"Private",51961,"Some-college",10,"Never-married","Tech-support","Own-child","Black","Male",0,0,24,"United-States","<=50K" +48,"Self-emp-not-inc",117849,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",151790,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,30,"United-States","<=50K" +49,"Private",168211,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +37,"State-gov",117651,"Bachelors",13,"Never-married","Prof-specialty","Other-relative","White","Male",0,0,40,"United-States","<=50K" +18,"Private",157131,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,8,"United-States","<=50K" +61,"Private",225970,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",177951,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,48,"United-States","<=50K" +66,"Private",134130,"Bachelors",13,"Widowed","Other-service","Not-in-family","White","Male",0,0,12,"United-States","<=50K" +27,"Local-gov",199172,"HS-grad",9,"Married-civ-spouse","Protective-serv","Wife","White","Female",0,0,40,"United-States","<=50K" +66,"Self-emp-not-inc",262552,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,7,"United-States","<=50K" +28,"Private",66434,"10th",6,"Never-married","Other-service","Unmarried","White","Female",0,0,15,"United-States","<=50K" +26,"Private",77661,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"?",230856,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",192835,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States","<=50K" +62,"?",181014,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Self-emp-not-inc",37918,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,60,"United-States","<=50K" +40,"Private",111020,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",244665,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"Honduras","<=50K" +52,"Private",312477,"HS-grad",9,"Widowed","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",243493,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,12,"United-States","<=50K" +39,"State-gov",152023,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",170850,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,48,"United-States","<=50K" +33,"Private",137088,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,40,"Ecuador","<=50K" +17,"Private",340557,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +26,"Private",298225,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Private",114150,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",194668,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,16,"United-States","<=50K" +46,"Federal-gov",330901,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",80165,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +29,"Self-emp-not-inc",85572,"11th",7,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,5,"United-States","<=50K" +40,"Private",116632,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",139989,"Bachelors",13,"Never-married","Sales","Own-child","Black","Male",0,0,40,"United-States","<=50K" +56,"Private",75785,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",248612,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +36,"Private",28572,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Self-emp-not-inc",31143,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"Private",216924,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,44,"United-States",">50K" +36,"Private",549174,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Self-emp-not-inc",111296,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"Mexico","<=50K" +25,"Private",208881,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +36,"State-gov",243666,"HS-grad",9,"Divorced","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",327164,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"?","<=50K" +35,"Private",257416,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +33,"Private",215288,"11th",7,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +31,"Private",58582,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,46,"United-States","<=50K" +49,"Private",199378,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,22,"United-States","<=50K" +34,"Self-emp-not-inc",114185,"Bachelors",13,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"?","<=50K" +40,"Private",137421,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Asian-Pac-Islander","Male",0,0,60,"Trinadad&Tobago","<=50K" +27,"Private",216481,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",196504,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,23,"United-States","<=50K" +38,"Private",357870,"12th",8,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,50,"United-States","<=50K" +55,"State-gov",256335,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",168191,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,70,"Italy","<=50K" +40,"Private",215596,"Bachelors",13,"Married-spouse-absent","Other-service","Not-in-family","Other","Male",0,0,40,"Mexico","<=50K" +42,"Private",184682,"Assoc-voc",11,"Divorced","Tech-support","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +51,"Private",171914,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",288229,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,50,"Laos","<=50K" +30,"State-gov",144064,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +70,"?",54849,"Doctorate",16,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States",">50K" +40,"Private",141583,"10th",6,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",180985,"Bachelors",13,"Separated","Craft-repair","Unmarried","White","Male",0,0,35,"United-States","<=50K" +24,"Private",148709,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"?",174626,"7th-8th",4,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",184801,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +52,"Private",89054,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",147284,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Private",169973,"Assoc-voc",11,"Separated","Protective-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",222993,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",41099,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +31,"Private",33117,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +29,"Private",162551,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",0,0,40,"Hong",">50K" +61,"?",42938,"Bachelors",13,"Never-married","?","Not-in-family","White","Male",0,0,7,"United-States",">50K" +46,"Private",389843,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"Germany",">50K" +37,"Private",138940,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Federal-gov",141877,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",172722,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Self-emp-not-inc",118523,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",227886,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +36,"Private",80743,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",0,0,40,"South","<=50K" +52,"Private",199688,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States","<=50K" +40,"Private",225823,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +21,"Private",176486,"HS-grad",9,"Married-spouse-absent","Exec-managerial","Other-relative","White","Female",0,0,60,"United-States","<=50K" +63,"Private",175777,"10th",6,"Separated","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",295010,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",437825,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"Peru","<=50K" +50,"Private",270194,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +41,"Private",242089,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +39,"Self-emp-inc",117555,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Private",146499,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","White","Female",0,0,48,"United-States","<=50K" +17,"?",216595,"11th",7,"Never-married","?","Own-child","Black","Female",0,0,20,"United-States","<=50K" +26,"Private",373553,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,42,"United-States","<=50K" +23,"Private",60331,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +21,"State-gov",96483,"Some-college",10,"Never-married","Adm-clerical","Own-child","Asian-Pac-Islander","Female",0,0,12,"United-States","<=50K" +39,"Private",211154,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +37,"Local-gov",247750,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States","<=50K" +38,"Private",197113,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +20,"Private",293297,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +35,"Private",35330,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",61898,"11th",7,"Divorced","Other-service","Unmarried","White","Female",0,0,15,"United-States","<=50K" +42,"Self-emp-inc",1097453,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +32,"Private",176992,"10th",6,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +27,"Private",295289,"Some-college",10,"Never-married","Other-service","Own-child","Black","Female",0,0,30,"United-States","<=50K" +53,"Self-emp-inc",298215,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Self-emp-not-inc",209934,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,25,"Mexico","<=50K" +26,"Private",164938,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",423222,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +23,"Private",124259,"Some-college",10,"Never-married","Protective-serv","Own-child","Black","Female",0,0,40,"United-States","<=50K" +70,"Self-emp-inc",232871,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States","<=50K" +41,"State-gov",73199,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +43,"State-gov",27661,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +65,"Private",461715,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,25,"?","<=50K" +64,"Self-emp-not-inc",31826,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +40,"Private",279679,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +43,"Private",221172,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +50,"Federal-gov",222020,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,48,"United-States","<=50K" +19,"?",181265,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +32,"Private",204792,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",288568,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",182714,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"England","<=50K" +20,"Private",471452,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +45,"State-gov",264052,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",203027,"Assoc-acdm",12,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",218309,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +28,"Private",133625,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +35,"Private",45937,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"?",389850,"HS-grad",9,"Married-spouse-absent","?","Unmarried","Black","Male",0,0,50,"United-States","<=50K" +38,"Federal-gov",201617,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Local-gov",114733,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,35,"United-States","<=50K" +50,"State-gov",97778,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",149507,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +35,"Private",82622,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",48014,"Masters",14,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"France","<=50K" +61,"State-gov",162678,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",213842,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,38,"United-States","<=50K" +61,"Private",221447,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",426836,"5th-6th",3,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +31,"Local-gov",206609,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",50276,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +20,"Private",180497,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +35,"Private",220585,"12th",8,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",202752,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +18,"Private",170544,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +59,"Private",24384,"HS-grad",9,"Widowed","Priv-house-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",209067,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",65225,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +60,"Federal-gov",27466,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"England","<=50K" +49,"Federal-gov",179869,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Private",442131,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +61,"Private",243283,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Private",316627,"5th-6th",3,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +63,"Private",208862,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Federal-gov",38645,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",141272,"Bachelors",13,"Never-married","Other-service","Own-child","Black","Female",0,0,30,"United-States","<=50K" +41,"State-gov",29324,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +18,"?",348588,"12th",8,"Never-married","?","Own-child","Black","Male",0,0,25,"United-States","<=50K" +55,"Self-emp-not-inc",477867,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",267945,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +30,"Private",35724,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +29,"Private",187188,"Masters",14,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Male",0,0,60,"United-States","<=50K" +52,"Private",155983,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Federal-gov",414994,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",103474,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +43,"Private",211128,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +61,"Private",203445,"Some-college",10,"Widowed","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +51,"Private",178241,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States",">50K" +40,"Private",260761,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Mexico","<=50K" +41,"Local-gov",36924,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",292590,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +28,"Private",461929,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +59,"Private",189664,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"State-gov",190577,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Private",344200,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",337494,"Assoc-acdm",12,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +54,"Self-emp-not-inc",52634,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",170091,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +27,"?",189399,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",205072,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States","<=50K" +35,"Private",310290,"HS-grad",9,"Married-civ-spouse","Transport-moving","Wife","Black","Female",0,0,40,"United-States","<=50K" +27,"Private",134048,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +40,"Private",91959,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,46,"United-States",">50K" +34,"Private",153942,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Local-gov",234096,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",185330,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Female",0,0,25,"United-States","<=50K" +28,"Private",163772,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Other","Male",0,0,40,"United-States","<=50K" +65,"Private",83800,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,27,"United-States","<=50K" +61,"Private",139391,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,16,"United-States","<=50K" +18,"Private",478380,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +45,"Private",262802,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +68,"?",152157,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +25,"Private",114483,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +48,"Private",118023,"Prof-school",15,"Divorced","Sales","Not-in-family","White","Male",0,0,13,"United-States","<=50K" +19,"Private",220101,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",219424,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,50,"United-States",">50K" +54,"Private",186117,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +47,"Self-emp-not-inc",479611,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +30,"Private",108386,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +67,"?",125926,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +35,"Private",177102,"HS-grad",9,"Divorced","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",190762,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,18,"United-States","<=50K" +61,"Private",180632,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",88019,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Male",0,0,32,"United-States","<=50K" +50,"Private",135339,"12th",8,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"Cambodia",">50K" +32,"Private",100662,"9th",5,"Separated","Machine-op-inspct","Unmarried","White","Female",0,0,40,"Columbia","<=50K" +34,"Private",183557,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +36,"Private",160035,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",306790,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",269246,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",308334,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,19,"United-States","<=50K" +58,"Private",215190,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +27,"Private",419146,"5th-6th",3,"Never-married","Other-service","Not-in-family","White","Male",0,0,75,"Mexico","<=50K" +62,"Private",176839,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,38,"United-States","<=50K" +41,"Private",56795,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"England","<=50K" +28,"Private",201861,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +33,"Private",179509,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",291755,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +76,"Self-emp-not-inc",117169,"7th-8th",4,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +25,"?",100903,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,25,"United-States","<=50K" +34,"Private",159322,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Private",262872,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",187052,"11th",7,"Never-married","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +17,"Private",277583,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,15,"United-States","<=50K" +55,"Private",169071,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +51,"Local-gov",96190,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +26,"Private",61603,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","Other","Male",0,0,40,"Mexico","<=50K" +44,"Private",43711,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +65,"?",197883,"10th",6,"Married-civ-spouse","?","Husband","White","Male",0,0,70,"United-States","<=50K" +54,"Private",99434,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Self-emp-not-inc",177639,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",201723,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +26,"Private",222248,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +39,"Private",86143,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +46,"?",228620,"11th",7,"Widowed","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +34,"Private",346034,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"El-Salvador","<=50K" +59,"Private",87510,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",37932,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,50,"United-States","<=50K" +34,"Private",185063,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +51,"Private",159755,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +34,"Private",108837,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",110669,"Bachelors",13,"Separated","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States","<=50K" +21,"?",220115,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +30,"Self-emp-not-inc",45427,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,49,"United-States","<=50K" +38,"Private",154669,"HS-grad",9,"Separated","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +23,"Private",71864,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +34,"Private",173495,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +22,"Private",254293,"12th",8,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",111883,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +50,"Private",146429,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",472807,"1st-4th",2,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,52,"Mexico","<=50K" +23,"Private",184665,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +35,"Private",205852,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",83879,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",178564,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +46,"Self-emp-inc",168796,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +27,"Private",269444,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",47353,"10th",6,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-inc",29254,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States","<=50K" +33,"Private",155343,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +36,"Private",234271,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +30,"Private",257849,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +23,"Private",228230,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,47,"United-States","<=50K" +36,"Private",227615,"5th-6th",3,"Married-spouse-absent","Craft-repair","Other-relative","White","Male",0,0,32,"Mexico","<=50K" +29,"Private",406826,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +19,"Private",97261,"12th",8,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"?",232022,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +52,"Federal-gov",168539,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",515797,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",351381,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",161018,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +60,"Private",26721,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",164123,"11th",7,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",98418,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,20,"United-States","<=50K" +36,"Private",29814,"HS-grad",9,"Never-married","Transport-moving","Other-relative","White","Male",0,0,50,"United-States","<=50K" +25,"Private",254613,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"Cuba","<=50K" +49,"Private",207677,"7th-8th",4,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +25,"Self-emp-not-inc",217030,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +50,"Private",171199,"11th",7,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",198270,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +28,"?",131310,"HS-grad",9,"Separated","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",79923,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"United-States","<=50K" +40,"Self-emp-inc",475322,"Bachelors",13,"Separated","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +56,"Private",134286,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +56,"Self-emp-not-inc",73746,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",125525,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,42,"United-States","<=50K" +38,"?",155676,"HS-grad",9,"Divorced","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",304949,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,10,"United-States","<=50K" +67,"Private",150516,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,24,"United-States","<=50K" +54,"State-gov",249096,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",164127,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +59,"Private",304779,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",157043,"11th",7,"Widowed","Handlers-cleaners","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +30,"Private",396538,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Female",0,0,29,"United-States","<=50K" +42,"Private",510072,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +64,"?",200017,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +61,"?",60641,"Bachelors",13,"Never-married","?","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +26,"Private",89326,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +78,"Self-emp-not-inc",82815,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,3,"United-States",">50K" +24,"Self-emp-not-inc",117210,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +27,"Private",202206,"11th",7,"Separated","Farming-fishing","Other-relative","White","Male",0,0,40,"Puerto-Rico","<=50K" +51,"Private",123429,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +46,"Private",353512,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Self-emp-not-inc",26683,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +20,"Private",204641,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",225053,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"?",98776,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +19,"Private",263932,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +30,"Private",108247,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Self-emp-not-inc",369648,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States",">50K" +26,"Private",339324,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,96,"United-States","<=50K" +59,"?",145574,"Assoc-acdm",12,"Married-civ-spouse","?","Husband","White","Male",0,0,35,"United-States",">50K" +53,"Private",317313,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +24,"Local-gov",162919,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",186314,"Some-college",10,"Separated","Prof-specialty","Own-child","White","Male",0,0,54,"United-States","<=50K" +36,"Private",254202,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +39,"Private",108140,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +53,"Private",287317,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","Black","Male",0,0,32,"United-States","<=50K" +75,"Self-emp-inc",81534,"HS-grad",9,"Widowed","Sales","Other-relative","Asian-Pac-Islander","Male",0,0,35,"United-States",">50K" +36,"Private",35945,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +46,"Self-emp-inc",204928,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",133625,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +60,"Private",71683,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,49,"United-States","<=50K" +58,"Private",570562,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +67,"Self-emp-not-inc",36876,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States","<=50K" +39,"Self-emp-not-inc",50096,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,80,"United-States","<=50K" +37,"Private",336880,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +54,"?",135840,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States","<=50K" +63,"Self-emp-not-inc",168048,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States","<=50K" +47,"Private",187969,"11th",7,"Divorced","Other-service","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +23,"Private",117363,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +49,"Private",304416,"11th",7,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +23,"Private",229826,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",159796,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,12,"United-States","<=50K" +44,"Private",165346,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",25386,"Assoc-voc",11,"Never-married","Other-service","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +35,"Private",491000,"Assoc-voc",11,"Divorced","Prof-specialty","Own-child","Black","Male",0,0,40,"United-States","<=50K" +23,"Local-gov",247731,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"Cuba","<=50K" +48,"Private",180532,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",419134,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",170166,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,25,"United-States","<=50K" +33,"Self-emp-not-inc",173495,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +18,"Private",423024,"12th",8,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +32,"Local-gov",19302,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,56,"England",">50K" +24,"State-gov",257621,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +27,"Private",259840,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +39,"Private",115289,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"France",">50K" +26,"Local-gov",159662,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",379798,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +41,"State-gov",36999,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,75,"United-States",">50K" +73,"?",131982,"Bachelors",13,"Married-civ-spouse","?","Husband","Asian-Pac-Islander","Male",0,0,5,"Vietnam","<=50K" +32,"Self-emp-inc",124052,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +56,"Local-gov",273084,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +44,"Private",96249,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +23,"Private",117767,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",79827,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +38,"Private",103925,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +68,"Private",161744,"10th",6,"Married-civ-spouse","Sales","Husband","White","Male",0,0,16,"United-States","<=50K" +42,"Self-emp-not-inc",196514,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"?",61985,"9th",5,"Separated","?","Not-in-family","Amer-Indian-Eskimo","Female",0,0,20,"United-States","<=50K" +19,"Private",157605,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",137367,"11th",7,"Married-spouse-absent","Handlers-cleaners","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +32,"Private",74883,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +44,"Local-gov",144778,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",177787,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,30,"England","<=50K" +30,"?",103651,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,35,"United-States","<=50K" +44,"Private",162108,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +24,"Private",217602,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Private",473133,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +17,"Private",113301,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,12,"?","<=50K" +61,"Private",80896,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,45,"India",">50K" +30,"Local-gov",168387,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",38950,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",107801,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +49,"Private",191277,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",205359,"Assoc-acdm",12,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +39,"?",240226,"HS-grad",9,"Married-civ-spouse","?","Husband","Black","Male",0,0,40,"United-States","<=50K" +34,"Private",203357,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +52,"Local-gov",153064,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",202959,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",105150,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +19,"Private",238474,"11th",7,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",1085515,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +25,"Private",82560,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Male",0,0,43,"United-States","<=50K" +71,"Private",55965,"7th-8th",4,"Widowed","Transport-moving","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +27,"Private",161087,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",261278,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +18,"Private",138917,"11th",7,"Never-married","Sales","Own-child","Black","Female",0,0,10,"United-States","<=50K" +49,"Private",200198,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",205359,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +57,"Private",250201,"HS-grad",9,"Widowed","Transport-moving","Unmarried","White","Male",0,0,50,"United-States","<=50K" +56,"Federal-gov",67153,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Portugal",">50K" +17,"Private",244523,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +30,"Private",236599,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Private",108713,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",177147,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +61,"Private",129246,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +50,"?",222381,"Some-college",10,"Divorced","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +24,"Private",145111,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +44,"Private",62258,"11th",7,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"State-gov",108293,"Masters",14,"Never-married","Prof-specialty","Other-relative","White","Female",0,0,40,"United-States","<=50K" +61,"?",167284,"7th-8th",4,"Widowed","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",97789,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,50,"United-States","<=50K" +34,"Private",111415,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States","<=50K" +38,"Private",374524,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",287244,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +17,"?",341395,"10th",6,"Never-married","?","Own-child","Black","Male",0,0,20,"United-States","<=50K" +48,"Private",278039,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",98360,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",317032,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +41,"Self-emp-not-inc",240900,"HS-grad",9,"Divorced","Farming-fishing","Other-relative","White","Male",0,0,20,"United-States","<=50K" +45,"Private",32896,"5th-6th",3,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,35,"United-States","<=50K" +49,"Private",97411,"7th-8th",4,"Never-married","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Male",0,0,45,"Laos","<=50K" +19,"Private",72355,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +39,"Private",342448,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +42,"Private",303388,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States","<=50K" +17,"Private",112291,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,12,"United-States","<=50K" +30,"Private",208668,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,25,"United-States","<=50K" +61,"Local-gov",28375,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +60,"?",88675,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",47857,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",372500,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"Mexico","<=50K" +24,"Private",190968,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +41,"Private",37997,"12th",8,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,84,"United-States",">50K" +42,"Private",257328,"HS-grad",9,"Widowed","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +34,"Private",127610,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,15,"United-States","<=50K" +22,"?",139324,"9th",5,"Never-married","?","Unmarried","Black","Female",0,0,36,"United-States","<=50K" +47,"Private",164423,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,43,"United-States","<=50K" +30,"Private",56121,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",296212,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"Private",157640,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +44,"Private",222504,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,45,"United-States",">50K" +34,"Private",116910,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +31,"Private",132601,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +68,"Private",185537,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +22,"Private",500720,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"Mexico","<=50K" +42,"Private",182108,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +37,"Private",231491,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +36,"Self-emp-not-inc",239415,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +38,"Private",179262,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,30,"United-States","<=50K" +72,"Without-pay",121004,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,55,"United-States","<=50K" +40,"Private",252392,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +19,"Private",163578,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +55,"Private",143266,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"Hungary",">50K" +30,"Private",285902,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",174540,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,4,"United-States","<=50K" +29,"Private",188729,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +24,"Private",72143,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +46,"Self-emp-not-inc",328216,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +44,"Private",165815,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +17,"Private",317702,"10th",6,"Never-married","Sales","Own-child","Black","Female",0,0,15,"United-States","<=50K" +35,"Private",215323,"Assoc-voc",11,"Divorced","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +38,"Private",192939,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +36,"Private",156352,"9th",5,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",155066,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States","<=50K" +38,"Self-emp-not-inc",152621,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,99,"United-States","<=50K" +19,"Private",298891,"11th",7,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"Honduras","<=50K" +30,"Private",193298,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +36,"Local-gov",150309,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +27,"Private",384308,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +27,"Private",305647,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +66,"?",182378,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,30,"United-States","<=50K" +37,"Private",421633,"Masters",14,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States",">50K" +17,"Private",57723,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,30,"United-States","<=50K" +19,"?",307837,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +57,"Private",103540,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,50,"United-States","<=50K" +54,"Self-emp-not-inc",136224,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +21,"Private",231573,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",242804,"HS-grad",9,"Separated","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",163671,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",287701,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,48,"United-States",">50K" +41,"Private",222504,"Prof-school",15,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,38,"United-States","<=50K" +20,"Private",41356,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",59335,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,0,15,"United-States","<=50K" +62,"Private",84756,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"United-States","<=50K" +41,"Private",407425,"12th",8,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +37,"Private",162424,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +53,"Self-emp-not-inc",175456,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +28,"Private",52603,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",250630,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +46,"Self-emp-not-inc",233974,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +28,"Private",376302,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +50,"Private",195638,"10th",6,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",225775,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"Mexico","<=50K" +84,"Private",388384,"7th-8th",4,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,10,"United-States","<=50K" +48,"Self-emp-not-inc",219021,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +61,"Self-emp-not-inc",168654,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,20,"United-States","<=50K" +44,"Private",180609,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +32,"Private",114746,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","Asian-Pac-Islander","Female",0,0,60,"South","<=50K" +25,"Private",178037,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,35,"United-States","<=50K" +47,"State-gov",160045,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",268524,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +37,"Private",174844,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,17,"United-States","<=50K" +28,"Private",82488,"HS-grad",9,"Divorced","Tech-support","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +34,"Private",221167,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +32,"Self-emp-not-inc",48014,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +24,"Private",217226,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +22,"?",177902,"Some-college",10,"Never-married","?","Not-in-family","Asian-Pac-Islander","Female",0,0,25,"United-States","<=50K" +30,"Private",39386,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,99,"United-States","<=50K" +56,"Private",37394,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",115426,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",114158,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,26,"United-States","<=50K" +28,"Private",360527,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +39,"Private",225544,"12th",8,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",108438,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",230315,"Some-college",10,"Never-married","Other-service","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Dominican-Republic","<=50K" +32,"Private",158002,"Some-college",10,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,55,"Ecuador","<=50K" +37,"Private",179468,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +71,"Private",99894,"5th-6th",3,"Widowed","Priv-house-serv","Not-in-family","Asian-Pac-Islander","Female",0,0,75,"United-States","<=50K" +30,"Private",270889,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",42279,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",274913,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,45,"United-States","<=50K" +26,"Private",68001,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",27162,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,16,"United-States","<=50K" +37,"Self-emp-not-inc",286146,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Local-gov",95462,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",50103,"HS-grad",9,"Never-married","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Self-emp-inc",189679,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Private",115064,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"State-gov",215443,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,38,"United-States","<=50K" +32,"Private",174789,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,50,"United-States","<=50K" +24,"Private",91999,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +59,"Federal-gov",100931,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Self-emp-not-inc",119069,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Self-emp-not-inc",277488,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,84,"United-States","<=50K" +35,"Private",265662,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",227594,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +61,"?",175032,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",133569,"1st-4th",2,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +20,"Local-gov",308654,"Some-college",10,"Never-married","Protective-serv","Own-child","Asian-Pac-Islander","Female",0,0,20,"United-States","<=50K" +36,"Private",156084,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Federal-gov",380127,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",210781,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",258675,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",223367,"11th",7,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +42,"?",204817,"9th",5,"Never-married","?","Own-child","Black","Male",0,0,35,"United-States","<=50K" +23,"Private",409230,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +46,"Federal-gov",308077,"Prof-school",15,"Separated","Prof-specialty","Unmarried","White","Female",0,0,40,"Germany",">50K" +60,"Private",159049,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,70,"Germany",">50K" +40,"Private",353142,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +55,"Private",143030,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",30912,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,43,"United-States","<=50K" +55,"Private",125000,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +47,"Private",181363,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Private",338620,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,52,"United-States",">50K" +32,"Private",115989,"11th",7,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,60,"United-States","<=50K" +38,"Private",111128,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +61,"Self-emp-not-inc",201273,"Some-college",10,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +62,"Self-emp-inc",137354,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +26,"Private",192208,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","Black","Female",0,0,32,"United-States","<=50K" +19,"Private",220001,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,50,"United-States","<=50K" +40,"Private",352612,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",119751,"Masters",14,"Never-married","Prof-specialty","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Thailand","<=50K" +43,"Self-emp-not-inc",99220,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",111275,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Federal-gov",261241,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Private",261725,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +36,"Private",182013,"Some-college",10,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",40666,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Private",216461,"Some-college",10,"Divorced","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +60,"Private",320376,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +35,"Private",282951,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +36,"State-gov",166697,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +51,"Private",290856,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",455361,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"Guatemala","<=50K" +51,"Private",82783,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",109959,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,25,"United-States","<=50K" +50,"Private",177927,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",192337,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",236272,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +26,"Private",33610,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",209483,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,47,"United-States","<=50K" +26,"Private",247006,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,52,"United-States","<=50K" +30,"Local-gov",311913,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +39,"?",204756,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +33,"Local-gov",300681,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +42,"State-gov",24264,"Some-college",10,"Divorced","Transport-moving","Unmarried","White","Male",0,0,38,"United-States","<=50K" +28,"Private",266070,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +20,"Private",226978,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +31,"Private",341672,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,50,"India","<=50K" +36,"Private",179488,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Male",0,0,40,"Canada","<=50K" +39,"Federal-gov",243872,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +52,"Private",259583,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",219863,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",206947,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +21,"Private",245572,"9th",5,"Never-married","Other-service","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +25,"Private",38488,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +24,"Private",182504,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +38,"Private",193815,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"Italy","<=50K" +51,"?",521665,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,24,"United-States","<=50K" +45,"Private",60267,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +59,"Private",264357,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +41,"Private",191814,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",107882,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +43,"Private",174575,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +17,"Private",143331,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +42,"Private",198619,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",257780,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",183355,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",148429,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",71221,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,60,"United-States","<=50K" +21,"Self-emp-not-inc",236769,"7th-8th",4,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",32146,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"?",188877,"9th",5,"Divorced","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",306747,"Bachelors",13,"Divorced","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +21,"State-gov",478457,"Some-college",10,"Never-married","Other-service","Own-child","Black","Female",0,0,12,"United-States","<=50K" +25,"Private",248990,"5th-6th",3,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +51,"Self-emp-inc",46281,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +35,"Private",148015,"Bachelors",13,"Never-married","Sales","Own-child","Black","Female",0,0,40,"United-States","<=50K" +19,"Private",278115,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,12,"United-States","<=50K" +34,"Private",176673,"Some-college",10,"Never-married","Sales","Other-relative","Black","Female",0,0,35,"United-States","<=50K" +33,"?",202366,"HS-grad",9,"Divorced","?","Unmarried","White","Female",0,0,32,"United-States","<=50K" +36,"Private",238415,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",37939,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +60,"Self-emp-not-inc",35649,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Federal-gov",204900,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,40,"United-States","<=50K" +42,"Private",20809,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,75,"United-States",">50K" +34,"Private",148207,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +21,"Private",200153,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,32,"United-States","<=50K" +30,"Private",169496,"Masters",14,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,15,"United-States",">50K" +53,"Private",22978,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +34,"Private",366898,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Germany","<=50K" +37,"Private",324947,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",321577,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",241360,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",207564,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +33,"Private",220860,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +41,"Local-gov",336571,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"State-gov",56402,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States","<=50K" +65,"Private",180280,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +30,"Private",81282,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Local-gov",27051,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",100800,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +62,"Private",155094,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,45,"United-States",">50K" +50,"Private",548361,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,20,"United-States",">50K" +33,"Private",173858,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Other-relative","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +27,"Private",347153,"Some-college",10,"Never-married","Transport-moving","Other-relative","White","Male",0,0,40,"United-States","<=50K" +35,"Private",197719,"Some-college",10,"Never-married","Machine-op-inspct","Other-relative","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +55,"Private",197114,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,6,"United-States",">50K" +56,"Private",182062,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,48,"United-States",">50K" +21,"Private",184543,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +66,"Private",175558,"7th-8th",4,"Widowed","Other-service","Not-in-family","White","Female",0,0,20,"Germany","<=50K" +46,"Private",122026,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"Private",340543,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +43,"Private",101950,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +40,"Private",179508,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,55,"United-States","<=50K" +52,"Private",225317,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +59,"Local-gov",53304,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Local-gov",282602,"Assoc-voc",11,"Separated","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",184016,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",250165,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",196467,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +59,"?",220783,"10th",6,"Widowed","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",178780,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +62,"Private",65868,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +54,"Private",35459,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",98986,"7th-8th",4,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,30,"United-States","<=50K" +36,"Private",282092,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",140764,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,45,"United-States","<=50K" +30,"Private",33124,"HS-grad",9,"Separated","Farming-fishing","Unmarried","White","Female",0,0,14,"United-States","<=50K" +46,"Private",90042,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",102986,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Wife","Asian-Pac-Islander","Female",0,0,40,"Laos",">50K" +21,"Private",214387,"Some-college",10,"Never-married","Sales","Other-relative","White","Male",0,0,64,"United-States","<=50K" +39,"Private",180667,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",278329,"HS-grad",9,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +23,"Private",140462,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",202565,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Italy","<=50K" +62,"?",181063,"10th",6,"Widowed","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +28,"Private",287268,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +28,"Private",215955,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",82552,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",41745,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Private",73587,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +54,"Private",263925,"1st-4th",2,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +19,"Private",196119,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +27,"Private",284741,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +30,"Private",293936,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,50,"?","<=50K" +35,"Private",340428,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +66,"?",175891,"9th",5,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Local-gov",276973,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,20,"United-States","<=50K" +30,"Private",161599,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",144064,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",236391,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",224943,"Assoc-voc",11,"Never-married","Sales","Other-relative","Black","Male",0,0,65,"United-States","<=50K" +44,"Private",151294,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +52,"Private",68982,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +30,"Private",241885,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",189461,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +19,"Self-emp-not-inc",36012,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +33,"Private",85355,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +20,"Private",157595,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Private",197286,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",362747,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Female",0,0,35,"United-States","<=50K" +24,"Private",395297,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +31,"Self-emp-not-inc",144949,"Bachelors",13,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +20,"?",163665,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +32,"Private",141490,"Assoc-voc",11,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +29,"Private",147889,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States","<=50K" +61,"Private",232808,"10th",6,"Divorced","Other-service","Not-in-family","White","Male",0,0,24,"United-States","<=50K" +48,"Private",70668,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,50,"United-States","<=50K" +29,"Federal-gov",33315,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +61,"?",63526,"12th",8,"Never-married","?","Not-in-family","Black","Male",0,0,52,"United-States","<=50K" +34,"Private",591711,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,48,"?","<=50K" +22,"Private",200318,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +38,"Private",109231,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",102889,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +26,"Private",167106,"HS-grad",9,"Never-married","Craft-repair","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Hong","<=50K" +62,"Private",197918,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",67386,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +50,"Private",126592,"HS-grad",9,"Separated","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",119929,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Private",158199,"1st-4th",2,"Widowed","Machine-op-inspct","Unmarried","White","Female",0,0,44,"Portugal","<=50K" +35,"Private",341102,"9th",5,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +55,"Private",101524,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",202872,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +25,"Private",195201,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Other","Male",0,0,50,"United-States","<=50K" +51,"Private",128272,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Local-gov",102628,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",171114,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +46,"Private",216414,"Assoc-voc",11,"Married-spouse-absent","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +24,"Private",127753,"12th",8,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +19,"Private",282698,"7th-8th",4,"Never-married","Adm-clerical","Own-child","White","Male",0,0,80,"United-States","<=50K" +36,"Local-gov",312785,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Male",0,0,35,"United-States","<=50K" +18,"Private",92864,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +46,"Local-gov",175428,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",104223,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +29,"Private",144784,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +65,"Private",178934,"HS-grad",9,"Widowed","Other-service","Unmarried","Black","Female",0,0,20,"Jamaica","<=50K" +41,"Private",211253,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +34,"Private",133122,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",103540,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +39,"State-gov",172700,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +21,"Private",282484,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Private",323055,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +33,"State-gov",291494,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +28,"Private",214702,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +32,"Private",226696,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States",">50K" +31,"Private",216827,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",307440,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,45,"Philippines",">50K" +27,"Private",278122,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",122195,"HS-grad",9,"Widowed","Craft-repair","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-not-inc",156890,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"Private",36877,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,10,"United-States","<=50K" +25,"Private",131178,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,23,"United-States","<=50K" +34,"Self-emp-inc",62396,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,62,"United-States",">50K" +33,"Private",73054,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +21,"Private",96844,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +22,"Private",324922,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +61,"Private",130684,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States","<=50K" +40,"Private",178983,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,30,"United-States",">50K" +58,"Private",81038,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,12,"United-States","<=50K" +30,"Private",151967,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,58,"United-States","<=50K" +24,"Private",278107,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,60,"United-States","<=50K" +52,"Self-emp-not-inc",183146,"12th",8,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +50,"Private",183638,"HS-grad",9,"Widowed","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",247892,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,30,"United-States","<=50K" +22,"Private",221480,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +32,"Private",118551,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"?",">50K" +21,"Private",518530,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",193787,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,50,"United-States","<=50K" +34,"Self-emp-inc",157466,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +48,"Private",141511,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +61,"?",158712,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,99,"United-States","<=50K" +21,"Private",252253,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",200450,"7th-8th",4,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,52,"United-States","<=50K" +30,"State-gov",343789,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +44,"Private",291566,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,60,"United-States","<=50K" +29,"Private",151382,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"Private",221167,"Prof-school",15,"Divorced","Tech-support","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +35,"Private",196178,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",302422,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",37379,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +37,"Self-emp-not-inc",82540,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States",">50K" +33,"Self-emp-not-inc",182926,"Bachelors",13,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"?","<=50K" +44,"Private",159911,"7th-8th",4,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,55,"United-States","<=50K" +34,"Private",212781,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Local-gov",207213,"Assoc-acdm",12,"Never-married","Craft-repair","Own-child","White","Male",0,0,5,"United-States","<=50K" +30,"Private",200192,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,45,"United-States","<=50K" +41,"Local-gov",180096,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +23,"Private",192812,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",105908,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,70,"United-States","<=50K" +26,"State-gov",234190,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +32,"Private",260868,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States",">50K" +26,"Private",109097,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,48,"United-States","<=50K" +49,"Private",209146,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",172281,"Masters",14,"Divorced","Tech-support","Not-in-family","White","Male",0,0,40,"United-States",">50K" +36,"Private",73023,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +41,"Private",122626,"HS-grad",9,"Divorced","Handlers-cleaners","Unmarried","White","Male",0,0,48,"United-States","<=50K" +27,"Private",113635,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +21,"?",191806,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,75,"United-States","<=50K" +56,"?",35723,"HS-grad",9,"Divorced","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Self-emp-not-inc",30759,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +46,"Private",105327,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"?",376058,"9th",5,"Never-married","?","Own-child","White","Female",0,0,45,"United-States","<=50K" +43,"Private",219307,"9th",5,"Divorced","Transport-moving","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +46,"Private",208067,"HS-grad",9,"Divorced","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",78631,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Amer-Indian-Eskimo","Male",0,0,60,"United-States","<=50K" +19,"Private",210308,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +31,"Private",594187,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",228476,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +21,"Private",126613,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",30267,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"Private",216811,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,16,"United-States","<=50K" +62,"Local-gov",115763,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +31,"Local-gov",199368,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,50,"United-States",">50K" +39,"Self-emp-not-inc",188335,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",417668,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,30,"United-States","<=50K" +38,"Private",296317,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +36,"Private",164898,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",452406,"11th",7,"Never-married","Sales","Own-child","Black","Female",0,0,15,"United-States","<=50K" +27,"Private",42696,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",262994,"Some-college",10,"Divorced","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +43,"State-gov",167298,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +51,"Private",103529,"11th",7,"Divorced","Other-service","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +34,"Private",199539,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +19,"?",39460,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,60,"United-States","<=50K" +79,"Federal-gov",62176,"Doctorate",16,"Widowed","Exec-managerial","Not-in-family","White","Male",0,0,6,"United-States",">50K" +28,"State-gov",239130,"Some-college",10,"Divorced","Other-service","Unmarried","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-inc",151089,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +21,"Private",331611,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +31,"Self-emp-not-inc",203463,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",151518,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +23,"Self-emp-inc",39844,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Private",299635,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"Germany","<=50K" +67,"Private",123393,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",209538,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +35,"Self-emp-not-inc",238802,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",499197,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",200220,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",114059,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +18,"Private",434430,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +22,"Private",225156,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"?",133359,"Bachelors",13,"Married-spouse-absent","?","Not-in-family","White","Male",0,0,50,"?","<=50K" +28,"Private",226891,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,30,"?","<=50K" +25,"Private",231714,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",178866,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,25,"United-States",">50K" +33,"Private",148261,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",217902,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Self-emp-not-inc",77207,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +32,"?",377017,"Assoc-acdm",12,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +64,"Self-emp-inc",80333,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Private",265086,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +55,"?",102058,"12th",8,"Widowed","?","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +20,"Private",333843,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +35,"Private",296478,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Local-gov",116662,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",142424,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Local-gov",200808,"12th",8,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"Puerto-Rico","<=50K" +29,"Private",119052,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",168981,"1st-4th",2,"Never-married","Sales","Own-child","White","Female",0,0,24,"United-States","<=50K" +44,"Private",151780,"Some-college",10,"Widowed","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +25,"Private",509866,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,78,"United-States","<=50K" +24,"State-gov",249385,"Bachelors",13,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,10,"United-States","<=50K" +53,"Private",250034,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,50,"United-States",">50K" +39,"Private",249720,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,60,"United-States","<=50K" +72,"Self-emp-not-inc",258761,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-inc",64048,"9th",5,"Never-married","Sales","Own-child","White","Female",0,0,44,"Portugal","<=50K" +25,"State-gov",153534,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",193815,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +27,"Private",255582,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",204527,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +29,"Self-emp-not-inc",229341,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States",">50K" +50,"Private",128143,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Private",175479,"5th-6th",3,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +18,"Private",301814,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +20,"Private",238917,"11th",7,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,32,"Mexico","<=50K" +32,"Private",205581,"Some-college",10,"Separated","Tech-support","Unmarried","White","Female",0,0,50,"United-States","<=50K" +45,"Private",340341,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +48,"Private",147860,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Wife","Black","Female",0,0,40,"United-States","<=50K" +20,"?",121023,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +23,"Private",259496,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +44,"Private",116358,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +47,"Self-emp-not-inc",180446,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","Black","Male",0,0,40,"United-States",">50K" +47,"Private",264244,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +46,"Local-gov",197988,"1st-4th",2,"Never-married","Other-service","Not-in-family","Amer-Indian-Eskimo","Female",0,0,20,"United-States","<=50K" +19,"Private",206599,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Private",313146,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-inc",99212,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +37,"Private",340599,"11th",7,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",62932,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",44861,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",53893,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Local-gov",128401,"Doctorate",16,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",336951,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Private",54611,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",210313,"10th",6,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +19,"Private",181020,"11th",7,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,30,"United-States","<=50K" +19,"Private",256979,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,35,"United-States","<=50K" +64,"Private",47298,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +44,"Private",125461,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +21,"Private",209955,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +33,"Private",182246,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +63,"Private",76860,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +44,"?",91949,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Federal-gov",183445,"HS-grad",9,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,70,"Puerto-Rico","<=50K" +24,"Private",130741,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Federal-gov",191878,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,20,"United-States","<=50K" +21,"?",233923,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,24,"United-States","<=50K" +20,"Private",48121,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",304302,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +34,"Federal-gov",284703,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,52,"United-States","<=50K" +17,"Private",401198,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +35,"Private",243357,"11th",7,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",32276,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",110538,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +25,"Private",257310,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",411950,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Local-gov",392668,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Self-emp-not-inc",52498,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States","<=50K" +37,"Private",87076,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +58,"Private",224854,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",193379,"Assoc-acdm",12,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +54,"Private",98436,"Masters",14,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"?",116632,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,60,"United-States","<=50K" +44,"Private",90688,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Female",0,0,45,"Laos","<=50K" +61,"Private",229744,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +29,"Private",59732,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +34,"Private",192900,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +24,"State-gov",90046,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"Canada","<=50K" +40,"Private",272960,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,42,"United-States",">50K" +42,"Self-emp-inc",152071,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"Cuba",">50K" +50,"Private",301583,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",315984,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",241962,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",131591,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,45,"United-States","<=50K" +70,"Self-emp-inc",207938,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,5,"United-States","<=50K" +51,"Private",53197,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",121023,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",287229,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +22,"Private",163911,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +31,"Private",191834,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",204734,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",220978,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Private",365739,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",50103,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",283293,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +19,"Private",263338,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +36,"?",504871,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",348592,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,44,"United-States","<=50K" +28,"Private",173944,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",226135,"9th",5,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"Jamaica","<=50K" +32,"Private",172375,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +47,"Private",347025,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",191335,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,56,"United-States","<=50K" +21,"Private",247779,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,38,"United-States","<=50K" +25,"State-gov",262664,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",95855,"HS-grad",9,"Divorced","Protective-serv","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",74501,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +43,"Private",245317,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +56,"Private",200316,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States","<=50K" +35,"Private",198341,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +59,"Private",100453,"7th-8th",4,"Separated","Other-service","Own-child","Black","Female",0,0,38,"United-States","<=50K" +47,"Private",235683,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",83237,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +64,"Private",88470,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",198801,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +53,"Private",168107,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",196193,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?","<=50K" +30,"?",205418,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States","<=50K" +46,"Private",695411,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +45,"Self-emp-inc",139268,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Federal-gov",192771,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",180837,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",159548,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +34,"Private",110554,"HS-grad",9,"Divorced","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +38,"Private",103474,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +62,"Private",178249,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +21,"Private",138768,"Some-college",10,"Never-married","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +41,"Private",321824,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,8,"United-States","<=50K" +35,"Private",244803,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Peru","<=50K" +62,"Local-gov",206063,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +53,"Private",167651,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +69,"State-gov",163689,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,16,"United-States","<=50K" +19,"Self-emp-not-inc",45546,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,16,"United-States","<=50K" +47,"Private",420986,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Self-emp-inc",68015,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,90,"United-States",">50K" +54,"Private",175594,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"?",148673,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,10,"United-States","<=50K" +30,"Private",206322,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,73,"United-States",">50K" +39,"Private",272338,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,25,"United-States","<=50K" +64,"Private",312498,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",177675,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",152810,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",319122,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",212304,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +39,"Private",240841,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +49,"Private",208978,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,16,"United-States","<=50K" +28,"Private",198197,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,55,"United-States",">50K" +40,"Private",72791,"Some-college",10,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +24,"Private",275395,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"?",195767,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +50,"Private",462966,"10th",6,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,8,"El-Salvador","<=50K" +24,"?",265434,"Bachelors",13,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",31269,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Local-gov",246291,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,46,"United-States","<=50K" +54,"Federal-gov",128378,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Local-gov",231180,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"Local-gov",206297,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Self-emp-inc",337050,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",193075,"HS-grad",9,"Divorced","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +35,"Private",35945,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +20,"?",141453,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,10,"United-States","<=50K" +36,"Private",252231,"Preschool",1,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"Puerto-Rico","<=50K" +30,"Private",128016,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +39,"Private",150057,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +25,"Private",258276,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +40,"Private",188465,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +25,"Self-emp-inc",161007,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",403468,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"Mexico","<=50K" +53,"Federal-gov",181677,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",120243,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,10,"United-States","<=50K" +41,"Private",157025,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",306908,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +66,"Self-emp-not-inc",28061,"7th-8th",4,"Widowed","Farming-fishing","Unmarried","White","Male",0,0,50,"United-States","<=50K" +27,"Private",135001,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",293398,"HS-grad",9,"Separated","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",185106,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",245790,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +26,"Private",134004,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +26,"Private",205036,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +26,"Private",244495,"9th",5,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +38,"Private",159179,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",405155,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +32,"Federal-gov",402361,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",184553,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",302626,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",99138,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +39,"Private",112731,"HS-grad",9,"Divorced","Other-service","Not-in-family","Other","Female",0,0,40,"Dominican-Republic","<=50K" +18,"Private",761006,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +75,"?",125784,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +28,"Private",182344,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",117012,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +39,"Federal-gov",30673,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Federal-gov",484669,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"State-gov",314052,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +43,"State-gov",38537,"Some-college",10,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,38,"?","<=50K" +27,"Private",165412,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",116635,"Bachelors",13,"Separated","Prof-specialty","Unmarried","Black","Female",0,0,36,"United-States","<=50K" +20,"Private",185452,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +42,"Private",118686,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,20,"United-States","<=50K" +69,"Private",76939,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Federal-gov",160646,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,35,"United-States","<=50K" +49,"State-gov",126754,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Portugal","<=50K" +20,"Private",211049,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,30,"United-States","<=50K" +52,"Private",311931,"5th-6th",3,"Married-civ-spouse","Sales","Wife","White","Female",0,0,15,"El-Salvador","<=50K" +33,"Private",283602,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,59,"Mexico","<=50K" +18,"Private",155021,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,6,"United-States","<=50K" +55,"Self-emp-not-inc",100569,"HS-grad",9,"Separated","Farming-fishing","Unmarried","White","Female",0,0,55,"United-States","<=50K" +61,"Private",380462,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",114544,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States",">50K" +30,"Private",248584,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Private",227468,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",66173,"Assoc-acdm",12,"Married-civ-spouse","Sales","Wife","White","Female",0,0,15,"United-States","<=50K" +34,"Private",107624,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +38,"Private",423616,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,36,"United-States",">50K" +27,"Local-gov",216013,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",210926,"11th",7,"Separated","Handlers-cleaners","Unmarried","White","Female",0,0,40,"Nicaragua","<=50K" +60,"Local-gov",255711,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,60,"United-States",">50K" +23,"Private",77581,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",203263,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +25,"Private",261519,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +29,"Private",91189,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +90,"Federal-gov",195433,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"United-States","<=50K" +37,"Local-gov",272471,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",311524,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,38,"United-States","<=50K" +18,"Private",151386,"HS-grad",9,"Married-spouse-absent","Other-service","Own-child","Black","Male",0,0,40,"Jamaica","<=50K" +35,"Private",187625,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,65,"United-States","<=50K" +43,"Private",169383,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Self-emp-inc",191129,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,65,"United-States",">50K" +51,"Private",467611,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +31,"Private",373185,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,42,"Mexico","<=50K" +57,"Private",199934,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +71,"?",116165,"Some-college",10,"Widowed","?","Not-in-family","White","Female",0,0,14,"Canada","<=50K" +28,"Private",42881,"10th",6,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"?",174666,"10th",6,"Separated","?","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +25,"Private",169759,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,95,"United-States","<=50K" +49,"Self-emp-not-inc",181547,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,30,"Columbia","<=50K" +52,"Private",95704,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",237432,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"?","<=50K" +32,"Private",226267,"5th-6th",3,"Married-spouse-absent","Craft-repair","Other-relative","White","Male",0,0,40,"El-Salvador","<=50K" +31,"Private",159979,"Some-college",10,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Female",0,0,50,"United-States","<=50K" +30,"Private",203488,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +24,"Private",403671,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +45,"Private",192323,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,66,"Yugoslavia","<=50K" +30,"Private",167832,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"State-gov",155657,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,25,"United-States","<=50K" +49,"Private",116789,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",39234,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +25,"Private",124111,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"Private",172828,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,55,"Outlying-US(Guam-USVI-etc)","<=50K" +55,"Private",143372,"HS-grad",9,"Divorced","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +25,"State-gov",218184,"Bachelors",13,"Never-married","Protective-serv","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +32,"Private",154087,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Federal-gov",440647,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,40,"United-States","<=50K" +37,"Private",193952,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,40,"?","<=50K" +52,"Private",125932,"7th-8th",4,"Widowed","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",284652,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +21,"?",214635,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,24,"United-States","<=50K" +43,"Private",173316,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"State-gov",65390,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"?","<=50K" +40,"Self-emp-inc",45054,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Private",185042,"1st-4th",2,"Separated","Priv-house-serv","Other-relative","White","Female",0,0,40,"Mexico","<=50K" +35,"Private",117381,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",179668,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",127277,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Taiwan",">50K" +26,"Private",192022,"Bachelors",13,"Never-married","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",99551,"Bachelors",13,"Widowed","Sales","Unmarried","White","Female",0,0,15,"United-States","<=50K" +51,"Private",208899,"Bachelors",13,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +35,"Private",287658,"Assoc-acdm",12,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,30,"Jamaica","<=50K" +31,"Private",196125,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",275051,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,8,"United-States","<=50K" +38,"Private",23892,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +29,"Private",267989,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +39,"Private",30269,"Assoc-voc",11,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +42,"Private",204235,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +46,"Local-gov",209057,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +73,"Private",349347,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,25,"United-States","<=50K" +28,"Private",124680,"HS-grad",9,"Never-married","Sales","Unmarried","White","Female",0,0,70,"United-States","<=50K" +38,"Private",99233,"Prof-school",15,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +19,"Private",224849,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +60,"Local-gov",101110,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States",">50K" +24,"Private",184839,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Private",302847,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",181322,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +26,"Local-gov",192213,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"Canada","<=50K" +28,"State-gov",37250,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,16,"United-States","<=50K" +38,"Self-emp-inc",140854,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +47,"Private",158286,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +50,"Private",269095,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States",">50K" +27,"Private",279960,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",176239,"Some-college",10,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",337666,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +68,"?",255276,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,48,"United-States",">50K" +63,"Private",145212,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",185099,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States",">50K" +42,"Private",142756,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +28,"Private",156300,"Masters",14,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,45,"United-States","<=50K" +68,"?",186266,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,8,"United-States","<=50K" +38,"Private",219137,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,22,"United-States","<=50K" +49,"Private",203067,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Private",148844,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",154941,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",124111,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +59,"Private",157303,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +34,"Private",113838,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +34,"Private",165737,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,43,"India",">50K" +67,"Private",140849,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,24,"United-States","<=50K" +45,"Private",200363,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +64,"Private",180247,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +51,"Private",82578,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"Canada",">50K" +31,"Private",227146,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +42,"Self-emp-inc",348886,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +65,"Private",90907,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +23,"Private",142766,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +31,"Private",246439,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +33,"Private",184784,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Local-gov",195262,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +63,"Private",167967,"Masters",14,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,46,"United-States","<=50K" +48,"Private",145636,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States",">50K" +45,"Local-gov",170099,"Assoc-acdm",12,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +17,"Private",228253,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,10,"United-States","<=50K" +26,"Local-gov",205570,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Federal-gov",506830,"Some-college",10,"Divorced","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",412435,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"Outlying-US(Guam-USVI-etc)","<=50K" +44,"Private",163331,"Some-college",10,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,32,"United-States","<=50K" +43,"Federal-gov",222756,"Masters",14,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"State-gov",318918,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",105188,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"Haiti","<=50K" +23,"Private",199884,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,45,"United-States","<=50K" +19,"Private",96483,"HS-grad",9,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",192203,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Canada","<=50K" +32,"Private",99646,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"?",210095,"5th-6th",3,"Never-married","?","Unmarried","White","Female",0,0,25,"El-Salvador","<=50K" +44,"Private",219591,"Some-college",10,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +63,"Private",30270,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",226020,"HS-grad",9,"Separated","Other-service","Not-in-family","Black","Female",0,0,60,"?","<=50K" +21,"Private",314165,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"Columbia","<=50K" +32,"Private",330715,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Self-emp-not-inc",35448,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,50,"United-States","<=50K" +50,"State-gov",172970,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +26,"Self-emp-inc",189502,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,80,"United-States",">50K" +35,"Private",61518,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States","<=50K" +31,"Private",574005,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States",">50K" +24,"Private",281356,"1st-4th",2,"Never-married","Farming-fishing","Not-in-family","Other","Male",0,0,66,"Mexico","<=50K" +40,"Private",138975,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,56,"United-States","<=50K" +31,"Private",176969,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +43,"Private",132393,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"Poland","<=50K" +44,"Private",194924,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States",">50K" +40,"Private",478205,"Bachelors",13,"Never-married","Prof-specialty","Other-relative","White","Female",0,0,40,"United-States","<=50K" +75,"?",128224,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +51,"Self-emp-not-inc",290688,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"State-gov",85566,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Self-emp-not-inc",29036,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +33,"Private",348152,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",73715,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States",">50K" +29,"Private",151382,"Assoc-voc",11,"Divorced","Handlers-cleaners","Unmarried","White","Male",0,0,50,"United-States","<=50K" +37,"Private",236359,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,37,"United-States","<=50K" +19,"Private",138760,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Local-gov",354962,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +46,"Private",181363,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",393360,"Some-college",10,"Never-married","Protective-serv","Own-child","Black","Male",0,0,30,"United-States","<=50K" +34,"Private",210736,"Some-college",10,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"?","<=50K" +38,"Private",110013,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,43,"United-States","<=50K" +26,"Private",193304,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",118551,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +57,"Private",201991,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",157446,"11th",7,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +26,"Local-gov",283217,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",247794,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,84,"United-States","<=50K" +61,"Private",35649,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,6,"United-States","<=50K" +36,"Self-emp-not-inc",342719,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"?",">50K" +17,"Private",271837,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,16,"United-States","<=50K" +40,"Private",400061,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Other","Male",0,0,40,"United-States",">50K" +18,"Private",62972,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +21,"Private",174907,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Female",0,0,32,"United-States","<=50K" +41,"Private",176452,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"Peru","<=50K" +46,"Private",268358,"11th",7,"Separated","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Federal-gov",176904,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",176683,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +39,"Private",98077,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,42,"United-States","<=50K" +36,"Private",266461,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Male",0,0,48,"United-States","<=50K" +27,"Private",604045,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Local-gov",131568,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",97688,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,47,"United-States","<=50K" +23,"Private",373628,"Bachelors",13,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +41,"Self-emp-not-inc",193459,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +49,"Private",250733,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,46,"United-States","<=50K" +46,"Federal-gov",199725,"Assoc-voc",11,"Divorced","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Female",0,0,60,"United-States","<=50K" +54,"Private",156877,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Greece","<=50K" +45,"Self-emp-not-inc",216402,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,50,"India",">50K" +22,"Private",315974,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",63437,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"Ireland","<=50K" +27,"Private",160786,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +34,"Private",85374,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",465974,"11th",7,"Never-married","Transport-moving","Own-child","White","Male",0,0,30,"United-States","<=50K" +47,"Private",78529,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +36,"State-gov",98037,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +22,"Private",178390,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",64506,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +54,"Private",128378,"Some-college",10,"Widowed","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +24,"Private",234460,"9th",5,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,40,"Dominican-Republic","<=50K" +29,"Private",176760,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,55,"United-States","<=50K" +40,"State-gov",59460,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +18,"Private",234428,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +31,"Private",215047,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Private",191777,"Masters",14,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",148995,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",229773,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +24,"Private",174461,"Assoc-acdm",12,"Divorced","Other-service","Not-in-family","White","Female",0,0,22,"United-States","<=50K" +24,"Private",250647,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Guatemala","<=50K" +37,"Private",184556,"Some-college",10,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",263561,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +19,"Private",177945,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,25,"United-States","<=50K" +45,"Private",306889,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +54,"Local-gov",54377,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",95566,"Some-college",10,"Married-spouse-absent","Sales","Own-child","Other","Female",0,0,22,"Dominican-Republic","<=50K" +20,"Private",181675,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",172129,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"?",350759,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",105592,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +20,"?",200061,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"?","<=50K" +34,"Self-emp-inc",200689,"Bachelors",13,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Local-gov",282753,"Assoc-voc",11,"Divorced","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Private",137367,"11th",7,"Never-married","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +35,"Self-emp-inc",153976,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +51,"Self-emp-inc",96062,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +33,"Private",152933,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +71,"Private",97870,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,15,"Germany","<=50K" +48,"Private",254291,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Self-emp-not-inc",101432,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",125776,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +64,"Self-emp-not-inc",165479,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,5,"United-States","<=50K" +42,"Federal-gov",172307,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,48,"United-States",">50K" +25,"Private",176729,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +66,"Private",174276,"Some-college",10,"Widowed","Sales","Unmarried","White","Female",0,0,50,"United-States",">50K" +59,"Federal-gov",48102,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"?",">50K" +42,"Self-emp-not-inc",79531,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +24,"Private",306460,"HS-grad",9,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,40,"United-States","<=50K" +19,"Private",55284,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,25,"United-States","<=50K" +26,"Private",172063,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,24,"United-States","<=50K" +22,"Private",141028,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,30,"United-States","<=50K" +33,"Private",37274,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Private",31389,"11th",7,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,12,"United-States","<=50K" +20,"Private",415913,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +33,"Private",295591,"5th-6th",3,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +56,"Private",159770,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +70,"Self-emp-not-inc",268832,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,24,"United-States",">50K" +42,"Private",126003,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Local-gov",225193,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",297735,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",605502,"10th",6,"Never-married","Transport-moving","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +37,"Private",174150,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",165466,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,60,"United-States",">50K" +52,"State-gov",189728,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +49,"Private",360491,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",115040,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +70,"Self-emp-inc",158437,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States",">50K" +25,"Private",149875,"Bachelors",13,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +59,"Private",131916,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"Italy",">50K" +22,"Private",60668,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",153132,"Assoc-acdm",12,"Separated","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +62,"Private",155256,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +54,"Private",244770,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +38,"Private",312108,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +36,"Private",93225,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +74,"Self-emp-inc",231002,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States",">50K" +35,"Self-emp-not-inc",256992,"5th-6th",3,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,15,"Mexico","<=50K" +41,"Private",118721,"12th",8,"Divorced","Adm-clerical","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +30,"Private",151989,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States","<=50K" +25,"Private",109112,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +48,"Private",204629,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +50,"Self-emp-not-inc",99894,"5th-6th",3,"Never-married","Tech-support","Not-in-family","Asian-Pac-Islander","Female",0,0,15,"United-States","<=50K" +19,"Private",369463,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +51,"Private",79324,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",61178,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +20,"Private",204226,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +17,"Private",183110,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,16,"United-States","<=50K" +42,"Private",96321,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Private",167031,"Some-college",10,"Never-married","Other-service","Other-relative","Other","Female",0,0,25,"Ecuador","<=50K" +36,"Private",108997,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +65,"Private",176796,"Doctorate",16,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",134737,"Bachelors",13,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,70,"United-States",">50K" +33,"Self-emp-inc",49795,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +32,"State-gov",131588,"Some-college",10,"Never-married","Tech-support","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +25,"Private",307643,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",351350,"Some-college",10,"Divorced","Protective-serv","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",260761,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",207789,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +24,"Private",196269,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","Other","Male",0,0,40,"United-States","<=50K" +17,"Private",46402,"7th-8th",4,"Never-married","Sales","Own-child","White","Male",0,0,8,"United-States","<=50K" +32,"Self-emp-not-inc",267161,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +67,"Private",160456,"11th",7,"Widowed","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"?",123983,"Some-college",10,"Never-married","?","Other-relative","Asian-Pac-Islander","Male",0,0,10,"Vietnam","<=50K" +39,"Private",269323,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Self-emp-not-inc",42857,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +50,"Self-emp-not-inc",183915,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Private",211391,"10th",6,"Never-married","Sales","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +21,"Local-gov",193130,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",86745,"Bachelors",13,"Never-married","Adm-clerical","Other-relative","Asian-Pac-Islander","Female",0,0,16,"United-States","<=50K" +34,"Private",226525,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +68,"?",270339,"10th",6,"Married-civ-spouse","?","Husband","White","Male",0,0,35,"United-States","<=50K" +49,"Self-emp-not-inc",343742,"10th",6,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,32,"United-States","<=50K" +50,"Private",150975,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +33,"Private",207301,"Assoc-acdm",12,"Divorced","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +18,"Private",135924,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",184277,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,55,"United-States",">50K" +20,"Private",142233,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +64,"Local-gov",158412,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",126161,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +35,"Private",149347,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +21,"Private",322674,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,32,"United-States","<=50K" +29,"Private",55390,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +38,"State-gov",200904,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,30,"United-States",">50K" +45,"Private",166056,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",116666,"Masters",14,"Divorced","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,50,"India",">50K" +41,"Private",168324,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +37,"Private",121772,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Hong","<=50K" +20,"?",401690,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +45,"Self-emp-inc",117605,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +20,"Federal-gov",410446,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,20,"United-States","<=50K" +35,"Self-emp-not-inc",335704,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",70261,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +19,"Private",47577,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +23,"Private",117767,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +34,"Private",179641,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +23,"?",343553,"11th",7,"Never-married","?","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",328466,"5th-6th",3,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"Mexico",">50K" +46,"Private",265097,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,5,"United-States","<=50K" +38,"Local-gov",414791,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States",">50K" +55,"Local-gov",48055,"12th",8,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",341672,"Some-college",10,"Never-married","Adm-clerical","Other-relative","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +48,"Private",266764,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +35,"Private",233571,"HS-grad",9,"Divorced","Other-service","Own-child","White","Female",0,0,50,"United-States","<=50K" +47,"Private",70754,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",175856,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",193494,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,46,"United-States","<=50K" +41,"Private",104334,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +47,"Federal-gov",197332,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",205844,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,25,"United-States","<=50K" +45,"Local-gov",206459,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States","<=50K" +33,"Private",202822,"7th-8th",4,"Never-married","Other-service","Unmarried","Black","Female",0,0,14,"Trinadad&Tobago","<=50K" +68,"Without-pay",174695,"Some-college",10,"Married-spouse-absent","Farming-fishing","Unmarried","White","Female",0,0,25,"United-States","<=50K" +44,"Private",183342,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +49,"Private",105614,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +45,"Private",329603,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Poland",">50K" +29,"Private",207473,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Mexico","<=50K" +46,"Private",149161,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,60,"?","<=50K" +19,"Private",311974,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,25,"Mexico","<=50K" +56,"Private",175127,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",111625,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +29,"Private",48895,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +21,"Private",27049,"HS-grad",9,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +38,"Private",108907,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"?","<=50K" +52,"Private",94988,"5th-6th",3,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +22,"Private",218343,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +20,"Private",227626,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,60,"United-States","<=50K" +31,"Private",272856,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,50,"England","<=50K" +39,"Private",30916,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",276229,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",289106,"Assoc-acdm",12,"Separated","Sales","Unmarried","White","Male",0,0,40,"United-States","<=50K" +67,"?",39100,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,5,"United-States","<=50K" +61,"Private",147280,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +18,"Private",187770,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +51,"State-gov",213296,"Bachelors",13,"Widowed","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",107410,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"?",170272,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +32,"Private",86808,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,38,"United-States","<=50K" +48,"Private",149210,"HS-grad",9,"Separated","Craft-repair","Unmarried","Black","Male",0,0,45,"United-States","<=50K" +62,"Private",123411,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,53,"United-States","<=50K" +21,"?",306779,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +28,"Private",487347,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +20,"Private",375698,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +41,"Private",271753,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",251854,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +43,"State-gov",28451,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,37,"United-States",">50K" +20,"Private",282604,"Some-college",10,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,20,"United-States","<=50K" +29,"Private",185908,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,55,"United-States",">50K" +51,"Federal-gov",198186,"Bachelors",13,"Widowed","Prof-specialty","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",242521,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",337940,"5th-6th",3,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +30,"Private",212064,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",129263,"HS-grad",9,"Widowed","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",109912,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States",">50K" +41,"Private",113324,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",187795,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +20,"Private",173724,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +43,"Private",185129,"Bachelors",13,"Divorced","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",236040,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",74194,"HS-grad",9,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,40,"United-States","<=50K" +31,"Local-gov",102130,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +23,"Private",140915,"Some-college",10,"Never-married","Sales","Other-relative","Asian-Pac-Islander","Male",0,0,25,"Philippines","<=50K" +38,"State-gov",34364,"Masters",14,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",258037,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"Cuba",">50K" +18,"Private",391585,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",233130,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"Mexico","<=50K" +23,"?",32897,"Assoc-acdm",12,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +26,"Private",248612,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,30,"United-States","<=50K" +37,"Private",212465,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",405913,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Peru",">50K" +31,"Private",46807,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",210498,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,80,"United-States","<=50K" +35,"Private",206951,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Self-emp-not-inc",237466,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,30,"United-States",">50K" +59,"Private",279636,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"Guatemala","<=50K" +42,"Private",29320,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",271262,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +27,"?",29361,"Assoc-acdm",12,"Never-married","?","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +32,"Private",76773,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",109004,"HS-grad",9,"Separated","Craft-repair","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +43,"Private",226902,"Bachelors",13,"Divorced","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +46,"Private",176552,"11th",7,"Divorced","Prof-specialty","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"United-States",">50K" +41,"Private",182303,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +20,"Private",218215,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +57,"Private",165695,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"?",">50K" +45,"Private",96100,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",248978,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +55,"?",200235,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States",">50K" +58,"Private",94429,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",87282,"Assoc-voc",11,"Never-married","Exec-managerial","Other-relative","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +29,"Private",119793,"Some-college",10,"Never-married","Sales","Other-relative","White","Male",0,0,50,"United-States","<=50K" +57,"?",85815,"HS-grad",9,"Divorced","?","Own-child","Asian-Pac-Islander","Male",0,0,20,"United-States","<=50K" +26,"Local-gov",197764,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",306982,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +61,"Private",80896,"HS-grad",9,"Separated","Transport-moving","Unmarried","Asian-Pac-Islander","Male",0,0,45,"United-States",">50K" +43,"Private",355728,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"State-gov",193720,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,56,"United-States",">50K" +23,"Private",347292,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",34506,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",326370,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,38,"?","<=50K" +22,"?",269221,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",63509,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +48,"Private",148254,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",0,0,16,"United-States",">50K" +33,"Private",190511,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +46,"Private",268022,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"?",">50K" +18,"Private",20057,"7th-8th",4,"Never-married","Other-service","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +52,"Private",206862,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",166320,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Private",289886,"Some-college",10,"Never-married","Other-service","Other-relative","Asian-Pac-Islander","Male",0,0,30,"Vietnam","<=50K" +23,"?",86337,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +45,"Local-gov",54190,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +17,"Private",147069,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,16,"United-States","<=50K" +56,"Private",282023,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Self-emp-inc",379485,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,45,"United-States","<=50K" +81,"Private",129338,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,10,"United-States","<=50K" +22,"Private",99829,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,30,"United-States","<=50K" +43,"State-gov",182254,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +66,"?",210750,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States","<=50K" +50,"Private",132716,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",242984,"Some-college",10,"Separated","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",101509,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"?",509629,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,35,"United-States","<=50K" +36,"Private",119957,"Bachelors",13,"Separated","Other-service","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +33,"Private",69727,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +37,"?",50862,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,55,"United-States","<=50K" +50,"Private",182907,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +55,"Private",206487,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",168015,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",149396,"Some-college",10,"Never-married","Other-service","Other-relative","Black","Female",0,0,30,"Haiti","<=50K" +39,"Federal-gov",184964,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States",">50K" +34,"Private",398988,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",128777,"7th-8th",4,"Divorced","Craft-repair","Unmarried","White","Female",0,0,55,"United-States","<=50K" +60,"Private",252413,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,32,"United-States",">50K" +33,"Private",181372,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +58,"Private",216851,"9th",5,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"El-Salvador","<=50K" +27,"Private",106935,"Some-college",10,"Separated","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"State-gov",363875,"Some-college",10,"Divorced","Protective-serv","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +63,"Private",287277,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",172342,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",308498,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,15,"United-States","<=50K" +31,"Private",106437,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,60,"United-States",">50K" +49,"Self-emp-inc",306289,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Self-emp-inc",201699,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +42,"Private",282062,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",235108,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",339482,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",181820,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",99335,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +50,"Private",269095,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",100999,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +18,"Private",34125,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,28,"United-States","<=50K" +20,"Private",115057,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Private",139126,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",104632,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"Cambodia",">50K" +40,"Federal-gov",178866,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States",">50K" +54,"Private",139850,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,45,"United-States",">50K" +28,"Private",61435,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +38,"Private",309230,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",45613,"Some-college",10,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",272615,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",54318,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",165519,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",48495,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States",">50K" +38,"Private",143123,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +75,"Private",256474,"Masters",14,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,16,"United-States","<=50K" +41,"Private",191451,"Masters",14,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,60,"United-States",">50K" +37,"Private",99146,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +47,"Private",235986,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,50,"Cuba","<=50K" +34,"Local-gov",429897,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"Mexico",">50K" +25,"Private",189897,"HS-grad",9,"Married-civ-spouse","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Private",145155,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",194960,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","Other","Male",0,0,40,"Puerto-Rico","<=50K" +44,"Local-gov",357814,"12th",8,"Married-civ-spouse","Other-service","Other-relative","White","Female",0,0,35,"Mexico","<=50K" +27,"Local-gov",137629,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,80,"United-States",">50K" +42,"Private",156526,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,33,"United-States","<=50K" +26,"Private",189238,"9th",5,"Never-married","Other-service","Own-child","White","Female",0,0,38,"El-Salvador","<=50K" +23,"Private",202989,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"Canada","<=50K" +28,"Private",25684,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",192939,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Private",138692,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,50,"United-States","<=50K" +29,"Private",222249,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +23,"?",190650,"Bachelors",13,"Never-married","?","Not-in-family","Asian-Pac-Islander","Male",0,0,35,"United-States","<=50K" +30,"Private",56004,"Some-college",10,"Never-married","Exec-managerial","Own-child","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",182313,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",138962,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,72,"?","<=50K" +38,"Private",277248,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"Cuba",">50K" +24,"Private",125031,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +47,"State-gov",216414,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",171176,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,48,"?","<=50K" +29,"Private",356133,"Some-college",10,"Never-married","Prof-specialty","Other-relative","White","Female",0,0,40,"United-States","<=50K" +45,"Private",185397,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",308285,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",56651,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Local-gov",154863,"9th",5,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"Trinadad&Tobago",">50K" +46,"Federal-gov",44706,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,50,"United-States",">50K" +34,"?",222548,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,4,"United-States","<=50K" +32,"Private",248754,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",104981,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",315065,"Some-college",10,"Never-married","Other-service","Unmarried","White","Male",0,0,35,"Mexico","<=50K" +46,"Private",188325,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",221661,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,35,"United-States","<=50K" +59,"Private",81973,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +31,"Private",169122,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +48,"Private",216734,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",98101,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",292511,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +20,"Private",122971,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,35,"United-States","<=50K" +29,"Private",124953,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,50,"United-States","<=50K" +54,"Private",123011,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",76417,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States","<=50K" +43,"Private",351576,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +33,"Private",79923,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Private",117983,"10th",6,"Divorced","Other-service","Unmarried","White","Female",0,0,45,"United-States","<=50K" +36,"Private",186110,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"?",319685,"Assoc-voc",11,"Married-civ-spouse","?","Husband","White","Male",0,0,54,"United-States",">50K" +64,"?",64101,"12th",8,"Married-civ-spouse","?","Husband","White","Male",0,0,24,"United-States","<=50K" +45,"Self-emp-not-inc",162923,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Private",288519,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",33798,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",214120,"HS-grad",9,"Never-married","Priv-house-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",113515,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +58,"Self-emp-not-inc",261230,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",98515,"Assoc-voc",11,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +46,"Private",187715,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"?",214238,"7th-8th",4,"Never-married","?","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +26,"Private",68991,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +52,"Private",292110,"5th-6th",3,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",198320,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +33,"Private",709798,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +60,"Private",372838,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",160402,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +45,"Private",98475,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +37,"Local-gov",97136,"Some-college",10,"Married-spouse-absent","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",136985,"Assoc-acdm",12,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +53,"Private",187356,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,66,"United-States","<=50K" +20,"Private",305874,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",290922,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",247321,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +53,"Private",247651,"7th-8th",4,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,56,"United-States","<=50K" +34,"Private",561334,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +36,"?",224886,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",401134,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",258170,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,38,"United-States","<=50K" +68,"?",141181,"9th",5,"Married-civ-spouse","?","Husband","White","Male",0,0,2,"United-States","<=50K" +37,"Private",292370,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",0,0,50,"?",">50K" +22,"Private",300871,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",136721,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",140399,"Some-college",10,"Never-married","?","Other-relative","White","Female",0,0,30,"United-States","<=50K" +36,"Private",109133,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",186534,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +25,"Private",226891,"Assoc-voc",11,"Never-married","Other-service","Other-relative","Asian-Pac-Islander","Female",0,0,40,"?","<=50K" +33,"Private",241885,"Some-college",10,"Separated","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",97165,"Some-college",10,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,0,40,"United-States","<=50K" +33,"Private",212918,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +24,"Private",211585,"HS-grad",9,"Married-civ-spouse","Transport-moving","Own-child","White","Female",0,0,40,"United-States","<=50K" +47,"Local-gov",178309,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-inc",481987,"10th",6,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",215211,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Local-gov",194901,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Local-gov",190290,"Assoc-voc",11,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,56,"United-States","<=50K" +26,"Private",188569,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +22,"Private",162282,"Assoc-voc",11,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",287315,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +31,"Self-emp-inc",304212,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,45,"United-States","<=50K" +73,"?",200878,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +38,"Local-gov",256864,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",46401,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +36,"Private",37778,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Self-emp-not-inc",103643,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,15,"United-States",">50K" +24,"Private",143766,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,55,"United-States","<=50K" +21,"State-gov",204425,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,20,"United-States","<=50K" +28,"Private",156257,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +18,"?",113185,"11th",7,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +41,"Self-emp-inc",112262,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"Private",28031,"9th",5,"Never-married","Other-service","Own-child","White","Male",0,0,16,"United-States","<=50K" +58,"Private",320102,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +50,"Self-emp-not-inc",334273,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,8,"United-States","<=50K" +30,"Private",356015,"11th",7,"Married-spouse-absent","Handlers-cleaners","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"Mexico","<=50K" +47,"Private",278900,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",142528,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +50,"Federal-gov",343014,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States","<=50K" +29,"Private",201017,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,55,"Scotland","<=50K" +31,"Self-emp-not-inc",81030,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Self-emp-not-inc",34007,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States",">50K" +31,"Private",29662,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +53,"Private",347446,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +33,"Private",90668,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",190403,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",234807,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +18,"Private",157131,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +50,"Private",94081,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Private",103164,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",570002,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +24,"State-gov",215797,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",239461,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Male",0,0,35,"United-States","<=50K" +34,"Private",101510,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,50,"United-States",">50K" +30,"Self-emp-inc",443546,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +37,"Federal-gov",141029,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",207202,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States",">50K" +67,"Without-pay",137192,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,12,"Philippines","<=50K" +35,"Private",222989,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States","<=50K" +75,"Self-emp-not-inc",36325,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +47,"Private",73394,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States","<=50K" +23,"Private",249046,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Federal-gov",100653,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +42,"Local-gov",1125613,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",101352,"Some-college",10,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,32,"United-States",">50K" +54,"Private",340476,"HS-grad",9,"Separated","Sales","Unmarried","White","Female",0,0,35,"United-States","<=50K" +20,"Private",192711,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Private",273362,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",85399,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Local-gov",168191,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States",">50K" +27,"Private",153475,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",196773,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States",">50K" +41,"Private",180138,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +22,"Private",48347,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +66,"?",129476,"Bachelors",13,"Married-civ-spouse","?","Husband","White","Male",0,0,6,"United-States","<=50K" +25,"Private",181772,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",284317,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +20,"Private",237305,"Some-college",10,"Never-married","Machine-op-inspct","Other-relative","Black","Female",0,0,35,"United-States","<=50K" +67,"Self-emp-inc",111321,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,16,"United-States","<=50K" +44,"Private",278476,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +42,"Private",39060,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +29,"Local-gov",205262,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Other","Male",0,0,40,"Ecuador","<=50K" +48,"Private",198000,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Female",0,0,38,"United-States",">50K" +25,"Private",397962,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",178370,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,99,"United-States",">50K" +40,"Private",56072,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +26,"Private",176756,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",60374,"HS-grad",9,"Married-civ-spouse","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +52,"Private",165681,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Self-emp-not-inc",287037,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Self-emp-not-inc",55568,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Wife","White","Female",0,0,50,"United-States","<=50K" +48,"Private",155509,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,16,"Trinadad&Tobago","<=50K" +19,"Private",201178,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +19,"Private",264593,"Some-college",10,"Never-married","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +32,"Private",159589,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +39,"Private",454915,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +33,"Private",285131,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",150057,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",55390,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,45,"United-States","<=50K" +23,"Private",314894,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,45,"United-States","<=50K" +59,"?",184948,"Assoc-voc",11,"Divorced","?","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +25,"Local-gov",124483,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Male",0,0,20,"India","<=50K" +37,"Self-emp-inc",97986,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,68,"United-States","<=50K" +31,"Private",210562,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States","<=50K" +24,"Private",233280,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Female",0,0,37,"United-States","<=50K" +53,"Local-gov",164300,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"Dominican-Republic","<=50K" +26,"Private",227489,"Some-college",10,"Never-married","Handlers-cleaners","Other-relative","Black","Male",0,0,40,"?","<=50K" +25,"Private",263773,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +59,"Private",96459,"11th",7,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Federal-gov",116608,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Private",180007,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",305466,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",238917,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"El-Salvador","<=50K" +25,"Private",129784,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Private",367390,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,50,"United-States","<=50K" +20,"Private",235691,"HS-grad",9,"Never-married","Sales","Unmarried","White","Male",0,0,40,"United-States","<=50K" +63,"?",166425,"Some-college",10,"Widowed","?","Not-in-family","Black","Female",0,0,24,"United-States","<=50K" +43,"Self-emp-not-inc",160369,"10th",6,"Divorced","Farming-fishing","Unmarried","White","Male",0,0,25,"United-States","<=50K" +39,"Private",206298,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",183523,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +17,"Private",217342,"10th",6,"Never-married","Sales","Own-child","White","Female",0,0,5,"United-States","<=50K" +40,"State-gov",141858,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,72,"United-States","<=50K" +50,"Private",213296,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +23,"Self-emp-inc",201682,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +30,"Private",269723,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",200593,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"Private",32616,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +45,"Self-emp-not-inc",271828,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +22,"Private",113703,"Some-college",10,"Never-married","Sales","Other-relative","White","Male",0,0,20,"United-States","<=50K" +41,"Private",187802,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",440706,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",191834,"HS-grad",9,"Divorced","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-inc",315998,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +38,"Private",60313,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +58,"Local-gov",32855,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States","<=50K" +58,"Private",142326,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +61,"Self-emp-not-inc",201965,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",206541,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Self-emp-not-inc",177828,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +28,"Private",303440,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +22,"Private",89991,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,11,"United-States","<=50K" +35,"Private",186009,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Private",170988,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +50,"Self-emp-not-inc",213654,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-inc",32316,"12th",8,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",150371,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"?",387871,"10th",6,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +28,"Private",314649,"Some-college",10,"Married-civ-spouse","Sales","Husband","Amer-Indian-Eskimo","Male",0,0,60,"United-States","<=50K" +42,"Private",240255,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States",">50K" +60,"Private",206339,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-inc",230168,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,91,"United-States","<=50K" +36,"Private",148581,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +52,"Local-gov",89705,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Self-emp-not-inc",248406,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Local-gov",72594,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,55,"United-States",">50K" +31,"Local-gov",137537,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Private",225065,"5th-6th",3,"Separated","Sales","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +35,"Private",217274,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +19,"Private",69151,"9th",5,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +59,"Self-emp-not-inc",81107,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,80,"United-States",">50K" +38,"Private",205852,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",201117,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Private",397307,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +39,"Private",115422,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +64,"Private",114994,"Some-college",10,"Separated","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"Local-gov",39815,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +49,"Private",151584,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,32,"United-States","<=50K" +19,"Private",164938,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +26,"Private",253841,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +38,"Private",320305,"7th-8th",4,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",229287,"Bachelors",13,"Never-married","Exec-managerial","Other-relative","White","Female",0,0,25,"United-States","<=50K" +19,"Private",100790,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",171419,"Assoc-voc",11,"Never-married","Exec-managerial","Unmarried","Asian-Pac-Islander","Male",0,0,40,"South","<=50K" +60,"Private",202226,"Some-college",10,"Divorced","Craft-repair","Own-child","White","Male",0,0,44,"United-States",">50K" +46,"Private",220124,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +33,"State-gov",31703,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Local-gov",153908,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +18,"?",252046,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +60,"Self-emp-inc",160062,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,25,"United-States","<=50K" +39,"Self-emp-not-inc",148443,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +39,"Private",176634,"Assoc-acdm",12,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Local-gov",74949,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",165484,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +24,"Private",44738,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +32,"Private",130040,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",234537,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +39,"Private",179016,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",335421,"Masters",14,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"State-gov",312678,"Masters",14,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,38,"United-States","<=50K" +22,"?",313786,"HS-grad",9,"Divorced","?","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +31,"Private",198751,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Vietnam","<=50K" +63,"Private",131519,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",285060,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +28,"State-gov",189765,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States","<=50K" +23,"Private",130905,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Private",146325,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States",">50K" +33,"Private",102821,"12th",8,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"?",137876,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",82910,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",309122,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +60,"Private",532845,"1st-4th",2,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico",">50K" +46,"Private",195833,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"?","<=50K" +67,"?",98882,"Masters",14,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"?",133515,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,15,"France","<=50K" +23,"Private",55215,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,55,"United-States","<=50K" +38,"Self-emp-inc",176357,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +60,"Private",185836,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Self-emp-not-inc",54152,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +37,"Private",212437,"Some-college",10,"Widowed","Machine-op-inspct","Unmarried","Black","Female",0,0,48,"United-States","<=50K" +37,"Private",224566,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +58,"Private",200040,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",41526,"Bachelors",13,"Never-married","Craft-repair","Own-child","White","Male",0,0,30,"Canada","<=50K" +27,"Private",89598,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,60,"United-States","<=50K" +33,"Private",323811,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,55,"United-States","<=50K" +43,"State-gov",30824,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Federal-gov",181096,"Some-college",10,"Never-married","Tech-support","Own-child","Black","Male",0,0,20,"United-States","<=50K" +45,"Private",217953,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Other","Male",0,0,40,"Mexico","<=50K" +44,"Private",222635,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +52,"?",121942,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",184889,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,20,"United-States","<=50K" +18,"Federal-gov",101709,"11th",7,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Male",0,0,15,"Philippines","<=50K" +20,"Private",125010,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +32,"Private",53135,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",498328,"10th",6,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +46,"Private",604380,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +28,"Private",174327,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +27,"Self-emp-not-inc",357283,"HS-grad",9,"Never-married","Sales","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +18,"Federal-gov",280728,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,32,"United-States","<=50K" +50,"Self-emp-inc",251240,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",143046,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"Greece","<=50K" +32,"Private",210541,"Bachelors",13,"Divorced","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +43,"Private",172364,"HS-grad",9,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +50,"Private",176227,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"?",">50K" +35,"Private",139647,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +20,"?",174461,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,5,"United-States","<=50K" +73,"?",123345,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,65,"United-States","<=50K" +46,"Private",164427,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,45,"United-States","<=50K" +58,"Private",205235,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +40,"Private",163434,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +25,"Private",264055,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",336215,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +33,"Federal-gov",78307,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Federal-gov",233059,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",91433,"10th",6,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +56,"Local-gov",157525,"Some-college",10,"Divorced","Protective-serv","Not-in-family","Black","Male",0,0,48,"United-States","<=50K" +24,"Private",86065,"HS-grad",9,"Never-married","Transport-moving","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +42,"Private",22831,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",180181,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",212617,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,66,"Ecuador","<=50K" +22,"?",125905,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Private",336793,"Bachelors",13,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,40,"United-States","<=50K" +42,"Private",314649,"HS-grad",9,"Married-spouse-absent","Handlers-cleaners","Other-relative","Asian-Pac-Islander","Male",0,0,40,"?","<=50K" +22,"Private",283969,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"Mexico","<=50K" +32,"Self-emp-not-inc",35595,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Private",410240,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +66,"Private",178120,"5th-6th",3,"Divorced","Priv-house-serv","Not-in-family","Black","Female",0,0,15,"United-States","<=50K" +26,"State-gov",294400,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,38,"United-States","<=50K" +55,"Private",189719,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Private",23438,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",178037,"HS-grad",9,"Never-married","Sales","Unmarried","White","Male",0,0,40,"United-States","<=50K" +22,"Private",109815,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",197860,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",271933,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +54,"Private",141663,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,15,"United-States","<=50K" +19,"?",199609,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +56,"Private",92215,"9th",5,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States",">50K" +47,"Private",93449,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,60,"Japan","<=50K" +29,"Private",235393,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +53,"Private",151864,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",189277,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +42,"Private",344572,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States",">50K" +21,"Private",265356,"Some-college",10,"Never-married","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +36,"Self-emp-inc",166880,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +60,"Private",188650,"5th-6th",3,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"?",">50K" +69,"Private",213249,"Assoc-voc",11,"Widowed","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +31,"Private",112627,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +48,"Private",125120,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,55,"United-States","<=50K" +23,"Private",60409,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",583755,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +36,"Private",68089,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +39,"Private",306646,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",186573,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Female",0,0,46,"United-States","<=50K" +36,"Private",437909,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",420691,"1st-4th",2,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +33,"Federal-gov",94193,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"Private",145879,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States","<=50K" +23,"Private",208946,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,32,"United-States","<=50K" +33,"Private",231826,"1st-4th",2,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Mexico","<=50K" +30,"Private",178587,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +35,"Private",213208,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","Black","Male",0,0,38,"Jamaica","<=50K" +35,"?",139770,"Assoc-voc",11,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States",">50K" +27,"Private",153869,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,37,"United-States","<=50K" +24,"Private",88676,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +44,"Local-gov",151089,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",138621,"Assoc-voc",11,"Separated","Priv-house-serv","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +75,"Self-emp-not-inc",213349,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,20,"United-States","<=50K" +47,"Private",192776,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +64,"Private",192884,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +54,"Private",103024,"HS-grad",9,"Divorced","Tech-support","Not-in-family","White","Male",0,0,42,"United-States",">50K" +41,"Federal-gov",510072,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",178615,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",249956,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +51,"Private",177705,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +45,"Self-emp-inc",121124,"Prof-school",15,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States",">50K" +18,"?",25837,"11th",7,"Never-married","?","Own-child","White","Male",0,0,72,"United-States","<=50K" +43,"Private",557349,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Yugoslavia","<=50K" +32,"Private",222548,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +61,"Private",316359,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",200089,"1st-4th",2,"Married-civ-spouse","Other-service","Other-relative","White","Male",0,0,40,"England","<=50K" +56,"Private",271795,"11th",7,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,49,"United-States","<=50K" +28,"Private",31801,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,60,"United-States","<=50K" +23,"Private",196508,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Black","Female",0,0,40,"United-States","<=50K" +55,"Private",189933,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,84,"United-States","<=50K" +33,"Private",361497,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,70,"United-States","<=50K" +22,"Private",150175,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +43,"Local-gov",155106,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",62272,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",189916,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +18,"Private",324011,"9th",5,"Never-married","Farming-fishing","Own-child","White","Male",0,0,20,"United-States","<=50K" +35,"Private",105803,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +67,"?",53588,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",107998,"HS-grad",9,"Divorced","Machine-op-inspct","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",340567,"1st-4th",2,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,55,"Mexico","<=50K" +39,"Private",167777,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +45,"Self-emp-inc",40666,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +42,"Local-gov",195897,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",242984,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Local-gov",236497,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"?",312634,"11th",7,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +64,"Private",59829,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,25,"France","<=50K" +30,"Private",24292,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +43,"Local-gov",180407,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,42,"Germany","<=50K" +49,"Self-emp-not-inc",121238,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +35,"Private",281982,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Self-emp-not-inc",348739,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +49,"Private",194189,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Private",329130,"11th",7,"Separated","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +31,"Private",62165,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +26,"Private",224361,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",34722,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +38,"Private",175972,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",359428,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +24,"?",138504,"HS-grad",9,"Separated","?","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +18,"Private",268952,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +32,"Private",257978,"Assoc-voc",11,"Widowed","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +27,"Private",118799,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"State-gov",78356,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"Jamaica","<=50K" +30,"Self-emp-not-inc",609789,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",123157,"HS-grad",9,"Never-married","Other-service","Not-in-family","Black","Male",0,0,38,"United-States","<=50K" +74,"Private",84197,"Masters",14,"Divorced","Sales","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +36,"Private",162312,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Asian-Pac-Islander","Male",0,0,70,"South","<=50K" +36,"Private",138441,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,55,"United-States","<=50K" +39,"Private",262158,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +25,"Self-emp-inc",133373,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +21,"Private",57916,"HS-grad",9,"Separated","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"State-gov",142897,"Assoc-voc",11,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,50,"United-States","<=50K" +38,"Private",161016,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +20,"Private",227491,"HS-grad",9,"Never-married","Sales","Not-in-family","Asian-Pac-Islander","Female",0,0,25,"United-States","<=50K" +51,"Private",306790,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",33831,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",188972,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Private",313546,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",220585,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +25,"Local-gov",476599,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",163665,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +36,"Private",306646,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +41,"Private",206470,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Germany","<=50K" +34,"Private",169583,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +19,"State-gov",127085,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,10,"United-States","<=50K" +18,"Private",152044,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,3,"United-States","<=50K" +36,"Private",111387,"10th",6,"Divorced","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"Private",213692,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,45,"United-States","<=50K" +23,"Private",163665,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +35,"Private",30529,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",290226,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",182136,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",73266,"Some-college",10,"Never-married","Transport-moving","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +19,"State-gov",60412,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,15,"United-States","<=50K" +70,"Private",187891,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",194304,"Some-college",10,"Divorced","Transport-moving","Not-in-family","Black","Male",0,0,55,"United-States","<=50K" +35,"Private",160910,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Private",148300,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +39,"Private",165743,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +50,"Private",123174,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,37,"?",">50K" +43,"Private",184018,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +37,"Federal-gov",188069,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Philippines",">50K" +29,"?",78529,"10th",6,"Separated","?","Unmarried","White","Female",0,0,12,"United-States","<=50K" +20,"Private",164441,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",199419,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",181342,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Wife","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",173382,"Assoc-acdm",12,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",215384,"11th",7,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"State-gov",424094,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Federal-gov",212120,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",185764,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States","<=50K" +46,"Local-gov",133969,"Masters",14,"Divorced","Prof-specialty","Not-in-family","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +22,"Private",32616,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +49,"Private",149210,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",161210,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +53,"Private",285621,"Masters",14,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +43,"Private",282069,"Some-college",10,"Divorced","Craft-repair","Unmarried","White","Male",0,0,42,"United-States","<=50K" +22,"Private",97508,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,50,"United-States","<=50K" +28,"Private",171133,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +25,"Private",231638,"Some-college",10,"Never-married","Tech-support","Unmarried","White","Female",0,0,24,"United-States","<=50K" +40,"Private",191342,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"China",">50K" +50,"Private",226497,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +48,"Self-emp-not-inc",373606,"Some-college",10,"Divorced","Sales","Unmarried","White","Male",0,0,65,"United-States",">50K" +30,"Private",39150,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",288840,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +34,"Private",293703,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +42,"Private",79586,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +48,"Self-emp-not-inc",82098,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,65,"United-States","<=50K" +29,"Private",78261,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",355996,"10th",6,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",110908,"Assoc-voc",11,"Married-civ-spouse","Transport-moving","Wife","White","Female",0,0,25,"United-States","<=50K" +49,"Private",248895,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +25,"Private",363707,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",272411,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",128033,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +20,"Private",177287,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +44,"Private",197344,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +45,"Private",285858,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Self-emp-inc",193868,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +18,"Private",232082,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +38,"Private",27408,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,50,"United-States","<=50K" +45,"Private",247043,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States","<=50K" +64,"Private",236341,"5th-6th",3,"Widowed","Other-service","Not-in-family","Black","Female",0,0,16,"United-States","<=50K" +34,"Private",30433,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +45,"Self-emp-not-inc",102771,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Self-emp-not-inc",221172,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",375499,"10th",6,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,20,"United-States","<=50K" +27,"Private",178688,"Assoc-voc",11,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +21,"Private",276709,"Some-college",10,"Never-married","Sales","Other-relative","White","Female",0,0,40,"United-States","<=50K" +23,"?",238087,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,30,"United-States","<=50K" +47,"Private",84790,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"State-gov",37482,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +46,"State-gov",178686,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +35,"?",153926,"HS-grad",9,"Married-civ-spouse","?","Wife","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",116613,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,24,"United-States","<=50K" +21,"Private",108687,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +36,"Private",365739,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",195284,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States",">50K" +38,"Private",125933,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"?",">50K" +37,"Private",140854,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +81,"Self-emp-not-inc",193237,"1st-4th",2,"Widowed","Sales","Other-relative","White","Male",0,0,45,"Mexico","<=50K" +41,"Private",46870,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",351324,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",189265,"Assoc-acdm",12,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",236564,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +42,"Federal-gov",557644,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",374454,"HS-grad",9,"Divorced","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +65,"?",160654,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +18,"Private",122775,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +30,"Private",329425,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,48,"United-States","<=50K" +61,"Private",178312,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States","<=50K" +21,"Private",241951,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +53,"Private",130143,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +60,"Private",399387,"7th-8th",4,"Separated","Priv-house-serv","Unmarried","Black","Female",0,0,15,"United-States","<=50K" +47,"Private",163814,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",69586,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",237903,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"?",219897,"Masters",14,"Never-married","?","Not-in-family","White","Female",0,0,35,"Canada","<=50K" +31,"Private",243165,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +33,"State-gov",173806,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +27,"Self-emp-not-inc",65308,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Private",408531,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States",">50K" +37,"Private",314963,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",81206,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +51,"Federal-gov",293196,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Private",95329,"Masters",14,"Divorced","Protective-serv","Unmarried","White","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",45474,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +25,"Private",372728,"Bachelors",13,"Never-married","Other-service","Not-in-family","Black","Female",0,0,24,"Jamaica","<=50K" +29,"Federal-gov",116394,"Bachelors",13,"Married-AF-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Self-emp-not-inc",34180,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,70,"United-States",">50K" +55,"Private",327589,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",706180,"Bachelors",13,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +31,"Private",32550,"10th",6,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",173858,"Prof-school",15,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +51,"Self-emp-inc",230095,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +62,"Private",174711,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +27,"Private",193898,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +23,"Private",303121,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +35,"Self-emp-not-inc",188540,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +46,"Private",158656,"Assoc-acdm",12,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,36,"United-States","<=50K" +45,"Self-emp-inc",204196,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Male",0,0,50,"United-States",">50K" +27,"Private",183802,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",148995,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",190903,"11th",7,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States","<=50K" +37,"State-gov",173780,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,30,"United-States","<=50K" +42,"Private",251239,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"Puerto-Rico","<=50K" +45,"Private",112761,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"State-gov",425785,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",197731,"Assoc-voc",11,"Married-spouse-absent","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States","<=50K" +24,"Private",119156,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,50,"United-States","<=50K" +56,"Private",133819,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",185556,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,12,"United-States",">50K" +50,"Private",109277,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Self-emp-inc",36020,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +45,"Private",45857,"11th",7,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,36,"United-States","<=50K" +41,"State-gov",342834,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +66,"Private",234743,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,24,"United-States","<=50K" +63,"?",257876,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",138441,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,35,"United-States","<=50K" +22,"Private",279802,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +58,"Private",31732,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Private",204172,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,48,"United-States","<=50K" +34,"Private",100593,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,6,"United-States","<=50K" +33,"Local-gov",162623,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +33,"Self-emp-not-inc",80933,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States","<=50K" +17,"Private",47425,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +27,"Private",107812,"Bachelors",13,"Married-civ-spouse","Sales","Other-relative","White","Male",0,0,40,"United-States",">50K" +20,"Self-emp-inc",104443,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +30,"Private",209691,"7th-8th",4,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",314525,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",190772,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +64,"Local-gov",199298,"5th-6th",3,"Divorced","Other-service","Not-in-family","White","Female",0,0,45,"?","<=50K" +38,"Private",216129,"Bachelors",13,"Divorced","Other-service","Not-in-family","Black","Female",0,0,60,"?","<=50K" +46,"Federal-gov",219293,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,80,"United-States",">50K" +17,"Private",136363,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +45,"Private",233799,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +27,"Private",207611,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-inc",178344,"Assoc-voc",11,"Divorced","Sales","Unmarried","White","Female",0,0,30,"United-States","<=50K" +26,"Self-emp-inc",187652,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,78,"United-States",">50K" +44,"Local-gov",58124,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,45,"United-States","<=50K" +35,"Private",206253,"9th",5,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"?",152140,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States","<=50K" +56,"Private",76281,"Bachelors",13,"Married-spouse-absent","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +47,"Private",606752,"Masters",14,"Divorced","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +32,"Private",29933,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States",">50K" +55,"?",227203,"Assoc-acdm",12,"Married-spouse-absent","?","Not-in-family","White","Female",0,0,5,"United-States","<=50K" +35,"Self-emp-inc",65624,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +37,"Private",34146,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,68,"United-States","<=50K" +33,"Private",141490,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,45,"United-States","<=50K" +34,"Private",199227,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +24,"Private",224954,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",231357,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Self-emp-inc",113530,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +38,"Private",22245,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",36383,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Mexico",">50K" +35,"Private",320305,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,32,"United-States","<=50K" +67,"?",201657,"Bachelors",13,"Divorced","?","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +34,"Private",48935,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +46,"Private",101455,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +19,"Local-gov",243960,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,16,"United-States","<=50K" +26,"Private",90915,"Assoc-acdm",12,"Never-married","Other-service","Own-child","Black","Female",0,0,15,"United-States","<=50K" +28,"Private",315287,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +47,"Private",106255,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Local-gov",215895,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"Italy",">50K" +44,"Private",210525,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",195488,"HS-grad",9,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,40,"Guatemala","<=50K" +18,"Private",152246,"Some-college",10,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Male",0,0,16,"United-States","<=50K" +81,"?",89391,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",0,0,24,"United-States",">50K" +43,"State-gov",254817,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",41777,"12th",8,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +58,"Self-emp-not-inc",234841,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,72,"United-States","<=50K" +32,"Private",79586,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"India","<=50K" +40,"Private",115331,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +32,"Private",63564,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +44,"Private",370502,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,25,"Mexico","<=50K" +25,"Private",69413,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +42,"Private",32981,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",176683,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +62,"?",144116,"10th",6,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Self-emp-not-inc",209213,"HS-grad",9,"Never-married","Sales","Not-in-family","Black","Male",0,0,40,"?","<=50K" +33,"State-gov",150657,"Bachelors",13,"Never-married","Prof-specialty","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +50,"Self-emp-not-inc",124793,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +46,"Private",270565,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +22,"Private",38251,"Assoc-acdm",12,"Never-married","Other-service","Unmarried","White","Female",0,0,35,"United-States","<=50K" +52,"Private",195638,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,45,"United-States","<=50K" +41,"Self-emp-not-inc",44006,"Assoc-voc",11,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",333953,"12th",8,"Never-married","Other-service","Other-relative","White","Female",0,0,30,"United-States","<=50K" +45,"Local-gov",172111,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,60,"United-States","<=50K" +51,"Self-emp-not-inc",32372,"12th",8,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,99,"United-States","<=50K" +69,"?",117525,"Assoc-acdm",12,"Divorced","?","Unmarried","White","Female",0,0,1,"United-States","<=50K" +45,"Self-emp-not-inc",123681,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States","<=50K" +48,"Private",317360,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +42,"Private",135056,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"State-gov",135162,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +39,"Self-emp-not-inc",194004,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,70,"United-States","<=50K" +46,"Private",177633,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +36,"Private",30509,"Some-college",10,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,45,"United-States","<=50K" +21,"Private",118712,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,35,"United-States","<=50K" +41,"Private",199018,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",151799,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +29,"Private",181280,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Private",232024,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +33,"Private",226267,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"Mexico","<=50K" +38,"Private",240467,"Masters",14,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +42,"Private",154374,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +24,"State-gov",231473,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,30,"United-States","<=50K" +59,"Private",158813,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +42,"Self-emp-not-inc",238188,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,96,"United-States","<=50K" +54,"Self-emp-not-inc",156800,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",130620,"Assoc-acdm",12,"Married-spouse-absent","Craft-repair","Other-relative","Asian-Pac-Islander","Female",0,0,40,"?","<=50K" +50,"Private",175339,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",37937,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"Private",221167,"Bachelors",13,"Widowed","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +56,"Private",179641,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +28,"Local-gov",213195,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +34,"Private",157747,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Private",227840,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",169104,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"?",">50K" +34,"Private",37646,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,65,"United-States","<=50K" +26,"Private",157028,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,55,"United-States",">50K" +25,"Private",182656,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",200471,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",358465,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",78602,"11th",7,"Never-married","Other-service","Other-relative","White","Female",0,0,20,"United-States","<=50K" +44,"Private",213416,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +46,"Local-gov",345911,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +32,"?",119522,"Bachelors",13,"Divorced","?","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +42,"Federal-gov",126320,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +33,"Self-emp-not-inc",235271,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +61,"Private",141745,"HS-grad",9,"Divorced","Other-service","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +47,"Private",359461,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",148113,"10th",6,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +62,"Self-emp-not-inc",75478,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",28455,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +33,"Private",231413,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Local-gov",119421,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,42,"United-States","<=50K" +17,"Private",206998,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,10,"United-States","<=50K" +58,"Private",183810,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-inc",187053,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +55,"?",193895,"7th-8th",4,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",48520,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"Self-emp-inc",170125,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",107584,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",196742,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"?",244214,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,35,"United-States","<=50K" +48,"Local-gov",127921,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",42617,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +47,"Local-gov",191389,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +38,"Private",187983,"Prof-school",15,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States","<=50K" +18,"Private",215110,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"United-States","<=50K" +25,"Private",230292,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",90159,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,32,"United-States",">50K" +40,"Private",175398,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +56,"Self-emp-not-inc",53366,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +50,"Private",46155,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States",">50K" +32,"Local-gov",112650,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",173682,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,43,"United-States",">50K" +28,"Private",160981,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,52,"United-States","<=50K" +53,"Private",72257,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +26,"?",182332,"Assoc-voc",11,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States","<=50K" +21,"Private",417668,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +29,"Private",107458,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-inc",33729,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +45,"Private",101977,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"?",374716,"9th",5,"Married-civ-spouse","?","Wife","White","Female",0,0,35,"United-States","<=50K" +36,"Private",214378,"HS-grad",9,"Divorced","Prof-specialty","Own-child","White","Female",0,0,40,"United-States",">50K" +25,"Private",111243,"HS-grad",9,"Never-married","Sales","Other-relative","White","Female",0,0,50,"United-States","<=50K" +38,"Private",252947,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,40,"United-States","<=50K" +30,"Local-gov",118500,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Local-gov",174575,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",190391,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Private",166715,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States","<=50K" +41,"Self-emp-not-inc",142725,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +51,"Private",241745,"5th-6th",3,"Separated","Machine-op-inspct","Unmarried","White","Female",0,0,40,"Mexico","<=50K" +61,"Local-gov",248595,"1st-4th",2,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +52,"Private",90189,"7th-8th",4,"Divorced","Priv-house-serv","Own-child","Black","Female",0,0,16,"United-States","<=50K" +40,"Private",205195,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +20,"Private",148940,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Local-gov",298035,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",154728,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Private",166809,"Bachelors",13,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States",">50K" +36,"State-gov",97136,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",347623,"Masters",14,"Never-married","Exec-managerial","Unmarried","White","Male",0,0,40,"United-States","<=50K" +40,"Private",117917,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,0,50,"United-States","<=50K" +45,"Private",266860,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",71864,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Female",0,0,35,"United-States","<=50K" +47,"Private",158451,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,2,"United-States",">50K" +24,"Private",229826,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +19,"Private",121788,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +40,"Private",151365,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +40,"Private",360884,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,50,"United-States",">50K" +43,"Self-emp-not-inc",116666,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Other","Male",0,0,35,"United-States",">50K" +63,"Local-gov",214143,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Cuba","<=50K" +18,"Private",45316,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +19,"Private",311974,"1st-4th",2,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +49,"Self-emp-not-inc",48495,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +27,"Private",115945,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +49,"Local-gov",170846,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"Private",142922,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +71,"?",181301,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",286675,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",233168,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,46,"United-States",">50K" +30,"Private",177304,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States","<=50K" +46,"Private",336984,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,17,"United-States","<=50K" +32,"Self-emp-not-inc",379412,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",180778,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,75,"United-States","<=50K" +25,"Private",141876,"Masters",14,"Never-married","Prof-specialty","Unmarried","White","Male",0,0,45,"?","<=50K" +22,"Private",228306,"Some-college",10,"Married-AF-spouse","Other-service","Wife","White","Female",0,0,40,"United-States",">50K" +32,"Private",329993,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +40,"Private",247469,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,30,"United-States",">50K" +20,"Private",155775,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,30,"United-States","<=50K" +34,"Private",81223,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +40,"Private",236021,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +34,"State-gov",103371,"Assoc-voc",11,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",199480,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +53,"Private",152657,"10th",6,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +42,"Federal-gov",460214,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",91039,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +41,"Private",197372,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +64,"?",267198,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",0,0,16,"United-States","<=50K" +30,"State-gov",111883,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",66917,"11th",7,"Married-civ-spouse","Farming-fishing","Own-child","White","Male",0,0,40,"Mexico","<=50K" +19,"Private",292583,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +20,"Private",391679,"HS-grad",9,"Never-married","Sales","Other-relative","White","Male",0,0,60,"United-States","<=50K" +35,"Private",475324,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +33,"Self-emp-not-inc",218164,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Federal-gov",65706,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,38,"United-States","<=50K" +50,"Self-emp-not-inc",156606,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,30,"United-States","<=50K" +23,"Private",200967,"HS-grad",9,"Divorced","Other-service","Own-child","White","Female",0,0,10,"United-States","<=50K" +30,"Local-gov",164493,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,10,"United-States","<=50K" +33,"Private",547886,"Bachelors",13,"Separated","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",232145,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",96421,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,24,"Outlying-US(Guam-USVI-etc)","<=50K" +33,"Private",554206,"Some-college",10,"Never-married","Tech-support","Not-in-family","Black","Male",0,0,40,"Philippines","<=50K" +50,"Local-gov",234143,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,45,"United-States",">50K" +23,"Private",380544,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Local-gov",103886,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +50,"State-gov",54709,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,46,"United-States","<=50K" +26,"Private",276548,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,20,"United-States","<=50K" +37,"Private",114605,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",323713,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",261382,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",223548,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,30,"Mexico","<=50K" +44,"Private",107218,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",31717,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",328947,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Private",148431,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",121602,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",83425,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",57898,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +40,"State-gov",175304,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +66,"Self-emp-inc",102663,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"Private",99175,"11th",7,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +37,"Private",208358,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +69,"Private",361561,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,3,"United-States","<=50K" +23,"Private",215115,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Federal-gov",207066,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States",">50K" +37,"Federal-gov",160910,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",64879,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",430035,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,54,"Mexico","<=50K" +37,"State-gov",74163,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-inc",98389,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",386019,"9th",5,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,70,"United-States","<=50K" +17,"Private",112795,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +48,"Private",332465,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"United-States","<=50K" +17,"Private",38611,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,23,"United-States","<=50K" +35,"Private",24106,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +68,"?",108683,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,12,"United-States",">50K" +35,"Self-emp-not-inc",241998,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +53,"Private",312446,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +43,"Private",69333,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +36,"Private",172538,"Masters",14,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",275884,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +45,"Private",43479,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States","<=50K" +56,"Private",235197,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +36,"Private",170376,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +22,"Private",325179,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,50,"United-States","<=50K" +33,"Private",141841,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,36,"United-States","<=50K" +48,"Private",207817,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,32,"Columbia","<=50K" +20,"Private",137974,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +47,"Private",293623,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Dominican-Republic","<=50K" +20,"Private",37783,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +44,"Federal-gov",308027,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",149218,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,77,"United-States","<=50K" +45,"Local-gov",61885,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,37,"United-States",">50K" +27,"State-gov",291196,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +41,"Private",45366,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,72,"United-States",">50K" +20,"Private",203027,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +50,"Private",155574,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +31,"State-gov",193565,"Masters",14,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",123598,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +44,"Private",456236,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",163229,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +28,"Local-gov",419740,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +33,"Private",31449,"Assoc-acdm",12,"Divorced","Machine-op-inspct","Unmarried","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +35,"Private",204163,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,55,"United-States","<=50K" +17,"Private",177629,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +25,"Private",186370,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",188307,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",55481,"Masters",14,"Never-married","Tech-support","Unmarried","White","Male",0,0,45,"Nicaragua","<=50K" +48,"Private",119471,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,56,"Philippines",">50K" +61,"Local-gov",167347,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States","<=50K" +41,"Private",184378,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",348960,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +24,"Local-gov",69640,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",297457,"HS-grad",9,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,40,"United-States","<=50K" +18,"Private",279593,"11th",7,"Never-married","Prof-specialty","Own-child","White","Female",0,0,2,"United-States","<=50K" +20,"Private",211968,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Female",0,0,15,"United-States","<=50K" +18,"Private",194561,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,12,"United-States","<=50K" +23,"Private",140414,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"State-gov",462832,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","Black","Female",0,0,40,"Trinadad&Tobago","<=50K" +36,"Private",48972,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Self-emp-not-inc",35032,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +47,"Private",228583,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"?","<=50K" +35,"Private",108140,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"State-gov",112497,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States","<=50K" +47,"Federal-gov",142581,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States",">50K" +26,"Private",147982,"11th",7,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"State-gov",440129,"Some-college",10,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States",">50K" +46,"Private",200734,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,35,"Trinadad&Tobago","<=50K" +49,"Private",31807,"Some-college",10,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",166153,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +45,"Self-emp-inc",212954,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +70,"Self-emp-not-inc",303588,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,20,"United-States","<=50K" +19,"Private",96176,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +46,"Private",184632,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"Private",137618,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,35,"United-States","<=50K" +17,"Private",160029,"11th",7,"Never-married","Other-service","Other-relative","White","Female",0,0,22,"United-States","<=50K" +43,"Private",178780,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,49,"United-States",">50K" +19,"Private",39756,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +37,"Private",35309,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",117253,"HS-grad",9,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Local-gov",303212,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",214542,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,60,"Canada","<=50K" +31,"Private",342019,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",401508,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",85708,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",115677,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","White","Male",0,0,32,"United-States","<=50K" +25,"Private",144259,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,50,"United-States","<=50K" +22,"Private",197583,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +21,"State-gov",142766,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +67,"?",132626,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,6,"United-States","<=50K" +35,"Self-emp-inc",185621,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,60,"United-States",">50K" +54,"Local-gov",29887,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,56,"United-States","<=50K" +36,"Private",117381,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",211482,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",209535,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +56,"Federal-gov",187873,"Masters",14,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +19,"Private",174732,"Some-college",10,"Never-married","Other-service","Own-child","Black","Male",0,0,25,"United-States","<=50K" +58,"Private",110213,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States",">50K" +35,"Private",162601,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",108438,"10th",6,"Separated","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +40,"Self-emp-inc",132222,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",174394,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +71,"Self-emp-not-inc",322789,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Amer-Indian-Eskimo","Male",0,0,35,"United-States","<=50K" +51,"Federal-gov",72436,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,57,"United-States",">50K" +27,"?",60726,"HS-grad",9,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +20,"Private",190273,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +33,"?",393376,"11th",7,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",140571,"Assoc-voc",11,"Divorced","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",584790,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",197666,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,24,"Greece","<=50K" +42,"Private",192569,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,39,"United-States",">50K" +19,"?",113915,"HS-grad",9,"Never-married","?","Own-child","Black","Male",0,0,10,"United-States","<=50K" +38,"Local-gov",287658,"Masters",14,"Divorced","Prof-specialty","Not-in-family","Black","Male",0,0,40,"Jamaica","<=50K" +22,"Private",192455,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +36,"Private",317040,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,54,"United-States","<=50K" +30,"Federal-gov",48458,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +54,"Private",425804,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States",">50K" +58,"Private",72812,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",89040,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Local-gov",164518,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +51,"Private",182740,"HS-grad",9,"Divorced","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +52,"Private",361875,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +25,"Private",197130,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +26,"Private",340335,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",293984,"10th",6,"Married-civ-spouse","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +59,"State-gov",261584,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"Outlying-US(Guam-USVI-etc)","<=50K" +21,"Private",170302,"HS-grad",9,"Never-married","Farming-fishing","Other-relative","White","Male",0,0,50,"United-States","<=50K" +45,"Private",481987,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,18,"United-States",">50K" +26,"Private",88449,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,36,"United-States","<=50K" +68,"Self-emp-not-inc",261897,"10th",6,"Widowed","Farming-fishing","Unmarried","White","Male",0,0,20,"United-States","<=50K" +60,"Private",250552,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +65,"Private",88513,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,18,"United-States","<=50K" +41,"Private",168293,"Masters",14,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +34,"Private",283921,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Private",407043,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +40,"Private",63745,"Assoc-voc",11,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +57,"Private",49893,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +37,"Private",241962,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",338416,"10th",6,"Divorced","Machine-op-inspct","Not-in-family","Black","Male",0,0,60,"United-States","<=50K" +21,"?",212888,"11th",7,"Married-civ-spouse","?","Wife","White","Female",0,0,56,"United-States","<=50K" +57,"Federal-gov",310320,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,48,"United-States",">50K" +51,"Private",64643,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,60,"?","<=50K" +56,"Private",125000,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",286675,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +18,"Private",165532,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,15,"United-States","<=50K" +48,"Private",349986,"Assoc-voc",11,"Married-spouse-absent","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +46,"Private",213140,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +41,"Federal-gov",219155,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"India",">50K" +33,"Private",183612,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,20,"United-States","<=50K" +33,"Private",391114,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",219632,"5th-6th",3,"Married-spouse-absent","Machine-op-inspct","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +40,"Private",799281,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,38,"United-States","<=50K" +42,"Private",657397,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +51,"Private",168660,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Private",191149,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,57,"United-States","<=50K" +37,"Private",356824,"HS-grad",9,"Separated","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +25,"Private",191782,"11th",7,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,40,"United-States","<=50K" +52,"Private",204226,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +28,"Private",496526,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",84154,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +37,"Federal-gov",45937,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +31,"Private",130021,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"Private",63021,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +25,"Private",367306,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Private",65624,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",144928,"HS-grad",9,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +22,"Private",117747,"Some-college",10,"Never-married","Craft-repair","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +18,"Private",266681,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +26,"Private",152035,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",190023,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +43,"Private",233130,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +21,"Private",149637,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +62,"Federal-gov",224277,"Some-college",10,"Widowed","Protective-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",121559,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Self-emp-not-inc",230951,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",345285,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +65,"Self-emp-not-inc",28367,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +31,"Private",243773,"9th",5,"Never-married","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +56,"Private",151474,"9th",5,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +50,"Private",135465,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +22,"Private",210781,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +36,"Local-gov",359001,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,48,"United-States","<=50K" +48,"Private",119471,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"India",">50K" +30,"Private",226396,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,30,"United-States","<=50K" +35,"Private",283122,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States","<=50K" +37,"Self-emp-not-inc",326400,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States","<=50K" +32,"?",169186,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,5,"United-States","<=50K" +56,"Private",158752,"Masters",14,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States","<=50K" +29,"?",208406,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +41,"Private",96741,"Assoc-acdm",12,"Divorced","Sales","Unmarried","White","Male",0,0,40,"United-States","<=50K" +38,"State-gov",255191,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",177733,"9th",5,"Separated","Machine-op-inspct","Unmarried","White","Female",0,0,35,"Dominican-Republic","<=50K" +36,"?",187203,"Assoc-voc",11,"Divorced","?","Own-child","White","Male",0,0,50,"United-States","<=50K" +42,"Private",168515,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",122672,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +21,"Private",195199,"HS-grad",9,"Never-married","Prof-specialty","Own-child","White","Female",0,0,30,"United-States","<=50K" +69,"Local-gov",179813,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,10,"United-States","<=50K" +32,"Private",178623,"Assoc-acdm",12,"Never-married","Sales","Not-in-family","Black","Female",0,0,46,"Trinadad&Tobago","<=50K" +50,"Private",41890,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",373050,"12th",8,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"?","<=50K" +45,"Private",80430,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +31,"Private",198613,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,35,"United-States","<=50K" +24,"Private",330571,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States","<=50K" +28,"Private",209205,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States",">50K" +21,"Private",132243,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Female",0,0,5,"United-States","<=50K" +43,"Self-emp-not-inc",237670,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +22,"Private",193586,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +21,"Self-emp-not-inc",74538,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +37,"Private",89718,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +34,"Private",93169,"Some-college",10,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +43,"Private",328570,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +25,"Private",312157,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",193459,"11th",7,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",236804,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",126223,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +51,"State-gov",172281,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,35,"United-States",">50K" +64,"Private",153894,"Bachelors",13,"Never-married","Sales","Unmarried","White","Female",0,0,40,"Peru","<=50K" +35,"Private",331395,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +32,"Private",318647,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +20,"Private",332931,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"United-States","<=50K" +66,"Self-emp-inc",76212,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",301168,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Italy","<=50K" +22,"Private",440969,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,24,"United-States","<=50K" +32,"Private",154950,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",218343,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"Private",239577,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",247936,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",0,0,2,"Taiwan","<=50K" +24,"Private",182342,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"?",289116,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,5,"United-States","<=50K" +30,"Private",487330,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,30,"United-States","<=50K" +17,"?",34019,"10th",6,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +17,"?",250541,"11th",7,"Never-married","?","Own-child","Black","Male",0,0,8,"United-States","<=50K" +21,"Self-emp-not-inc",318987,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"Self-emp-not-inc",140558,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",76855,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +52,"Private",308764,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +50,"Federal-gov",339905,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Private",156430,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +45,"?",98265,"HS-grad",9,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",187167,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",184078,"12th",8,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",108140,"Bachelors",13,"Divorced","Tech-support","Other-relative","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",313702,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",252752,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +52,"Private",111700,"Some-college",10,"Divorced","Sales","Other-relative","White","Female",0,0,20,"United-States",">50K" +45,"Private",361842,"HS-grad",9,"Widowed","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +17,"Private",231438,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,12,"United-States","<=50K" +20,"Private",178469,"HS-grad",9,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Female",0,0,15,"?","<=50K" +64,"Local-gov",116620,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,25,"United-States","<=50K" +74,"Self-emp-not-inc",109101,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,4,"United-States","<=50K" +44,"Private",147265,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +23,"State-gov",314645,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +23,"Private",444554,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,50,"United-States","<=50K" +27,"Private",129629,"Assoc-voc",11,"Never-married","Tech-support","Other-relative","White","Female",0,0,36,"United-States","<=50K" +34,"Private",106761,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +18,"Private",189924,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,24,"United-States","<=50K" +33,"Private",311194,"11th",7,"Never-married","Sales","Unmarried","Black","Female",0,0,17,"United-States","<=50K" +50,"Self-emp-not-inc",89737,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +47,"Private",49298,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +18,"Private",251923,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +34,"Private",180284,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,50,"United-States","<=50K" +56,"State-gov",68658,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +64,"Private",203783,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,8,"United-States","<=50K" +23,"Private",250037,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +33,"Private",158688,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",214781,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +57,"State-gov",109015,"12th",8,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",194630,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +23,"Private",239375,"Bachelors",13,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-not-inc",182926,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",117222,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,15,"United-States","<=50K" +30,"Private",110643,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +56,"Self-emp-not-inc",170217,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,45,"United-States","<=50K" +34,"Private",193285,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",161075,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +59,"Private",322691,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +19,"Private",229431,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,11,"United-States","<=50K" +60,"?",106282,"9th",5,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",105694,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,42,"United-States","<=50K" +24,"Private",199883,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +41,"State-gov",100800,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +23,"Private",256278,"7th-8th",4,"Married-civ-spouse","Handlers-cleaners","Other-relative","Other","Female",0,0,30,"El-Salvador","<=50K" +51,"Self-emp-inc",129525,"HS-grad",9,"Never-married","Sales","Other-relative","White","Male",0,0,40,"?","<=50K" +18,"Private",285013,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,10,"United-States","<=50K" +28,"Private",248911,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"?","<=50K" +38,"Private",219902,"HS-grad",9,"Separated","Transport-moving","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +29,"Private",375482,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"England","<=50K" +25,"Private",169124,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +31,"Private",183000,"Prof-school",15,"Never-married","Tech-support","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +34,"Private",28053,"Bachelors",13,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +41,"Private",212894,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Guatemala","<=50K" +62,"Private",223975,"7th-8th",4,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,20,"United-States","<=50K" +58,"Private",357788,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +40,"Private",406811,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Female",0,0,40,"Canada","<=50K" +24,"Private",154422,"Bachelors",13,"Never-married","Exec-managerial","Own-child","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +47,"Private",140644,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",355477,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Male",0,0,25,"United-States","<=50K" +32,"Private",151773,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +51,"State-gov",341548,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",512771,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +60,"?",141580,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",48988,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",201022,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,50,"United-States",">50K" +20,"Private",82777,"HS-grad",9,"Married-civ-spouse","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",152676,"7th-8th",4,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"Puerto-Rico","<=50K" +18,"Private",115815,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,20,"United-States","<=50K" +23,"Private",168009,"10th",6,"Married-civ-spouse","Machine-op-inspct","Own-child","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +28,"Private",213152,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"?",">50K" +55,"Private",89690,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +40,"Private",126868,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +52,"Private",95128,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +37,"Private",185567,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,40,"United-States",">50K" +35,"Private",216256,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +45,"Private",182541,"Some-college",10,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,48,"United-States","<=50K" +39,"Private",172855,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +54,"Private",68684,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +42,"Private",364832,"7th-8th",4,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"?",264300,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,20,"United-States","<=50K" +59,"Self-emp-inc",349910,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",276218,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +22,"Private",251196,"Some-college",10,"Never-married","Protective-serv","Own-child","Black","Female",0,0,20,"United-States","<=50K" +33,"Private",196898,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",58343,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Self-emp-inc",101061,"11th",7,"Never-married","Farming-fishing","Own-child","White","Male",0,0,70,"United-States","<=50K" +46,"Private",415051,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,60,"United-States",">50K" +24,"Private",174043,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",129460,"Assoc-voc",11,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",0,0,30,"Ecuador","<=50K" +21,"State-gov",110946,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,43,"United-States","<=50K" +22,"Private",313873,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,30,"United-States","<=50K" +56,"Federal-gov",255386,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Laos","<=50K" +21,"Private",191497,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +17,"Private",128617,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,26,"United-States","<=50K" +29,"Private",368949,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"?",">50K" +28,"Local-gov",263600,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +62,"Private",257277,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +30,"Local-gov",289442,"HS-grad",9,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"?",162667,"11th",7,"Never-married","?","Unmarried","White","Male",0,0,40,"El-Salvador","<=50K" +18,"Local-gov",466325,"11th",7,"Never-married","Adm-clerical","Own-child","White","Male",0,0,12,"United-States","<=50K" +54,"Private",142169,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"Private",252079,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +33,"State-gov",119628,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,50,"Hong","<=50K" +50,"Private",175804,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Private",70720,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,78,"United-States","<=50K" +50,"State-gov",201513,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +45,"Private",257609,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",124692,"Some-college",10,"Married-civ-spouse","Exec-managerial","Own-child","White","Male",0,0,40,"United-States",">50K" +23,"Private",268525,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +23,"Private",250630,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",180277,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"Hungary","<=50K" +39,"Self-emp-not-inc",191342,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,50,"South","<=50K" +46,"Private",153254,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +18,"Private",362600,"5th-6th",3,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +68,"Private",171933,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +62,"Private",211408,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",48193,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",22463,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",440969,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +21,"State-gov",164922,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",134524,"Assoc-voc",11,"Divorced","Craft-repair","Unmarried","White","Female",0,0,45,"United-States","<=50K" +61,"Private",176689,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",220993,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +21,"Private",512828,"HS-grad",9,"Never-married","Protective-serv","Own-child","Black","Male",0,0,40,"United-States","<=50K" +36,"State-gov",422275,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Mexico","<=50K" +37,"Local-gov",65291,"Assoc-voc",11,"Never-married","Protective-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Federal-gov",181657,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +55,"Private",190257,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,53,"United-States",">50K" +21,"Private",238068,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",337046,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",187248,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +20,"?",250037,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,18,"?","<=50K" +23,"Private",260617,"10th",6,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",216999,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +42,"State-gov",121265,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",184466,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +45,"Private",297676,"Assoc-acdm",12,"Widowed","Sales","Unmarried","White","Female",0,0,40,"Cuba","<=50K" +22,"Local-gov",121144,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,18,"United-States","<=50K" +27,"Private",113054,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","White","Male",0,0,43,"United-States","<=50K" +36,"Private",256636,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",152246,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Amer-Indian-Eskimo","Male",0,0,52,"United-States","<=50K" +38,"Private",108140,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +20,"?",203353,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +47,"Private",207207,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,45,"United-States","<=50K" +21,"Private",115420,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +33,"Private",80058,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Local-gov",48520,"Assoc-acdm",12,"Never-married","Protective-serv","Unmarried","White","Male",0,0,40,"United-States","<=50K" +61,"Private",411652,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Mexico","<=50K" +46,"Private",154405,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,45,"United-States","<=50K" +55,"Local-gov",104917,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States",">50K" +19,"State-gov",261422,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +39,"Private",48915,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +61,"Private",172037,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",144833,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",275116,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"?",72886,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,38,"United-States",">50K" +61,"Private",103575,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,37,"United-States","<=50K" +54,"Private",200783,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Self-emp-inc",152810,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,70,"Germany","<=50K" +37,"Local-gov",44694,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,45,"United-States",">50K" +17,"?",48703,"11th",7,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +56,"Private",91905,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,4,"United-States","<=50K" +31,"Private",168906,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States",">50K" +32,"State-gov",147215,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,55,"United-States",">50K" +28,"Private",153546,"11th",7,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",35595,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",225507,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +42,"Private",345504,"Assoc-voc",11,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +64,"Private",137205,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +29,"Private",327779,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,20,"United-States","<=50K" +41,"?",213416,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,32,"Mexico","<=50K" +45,"Private",362883,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Private",131309,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +44,"Private",188331,"Some-college",10,"Separated","Tech-support","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +34,"Federal-gov",194740,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",43711,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +23,"Private",233923,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +51,"Private",84278,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +34,"Private",180284,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States",">50K" +56,"Self-emp-inc",75214,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,32,"United-States",">50K" +42,"Private",284758,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-inc",188330,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +40,"Private",198096,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",163265,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Federal-gov",128608,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",107460,"HS-grad",9,"Separated","Exec-managerial","Unmarried","White","Female",0,0,37,"United-States","<=50K" +51,"Private",251841,"Assoc-voc",11,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +28,"Private",403671,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +58,"Private",159378,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Private",170070,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,25,"United-States","<=50K" +46,"State-gov",192323,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"Private",135796,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,48,"United-States","<=50K" +22,"Private",232985,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,20,"United-States","<=50K" +28,"Private",34532,"Bachelors",13,"Never-married","Tech-support","Not-in-family","Black","Male",0,0,30,"Jamaica","<=50K" +17,"?",371316,"10th",6,"Never-married","?","Own-child","White","Male",0,0,25,"United-States","<=50K" +23,"Private",236994,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,60,"United-States","<=50K" +19,"Private",208366,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +66,"State-gov",102640,"HS-grad",9,"Widowed","Prof-specialty","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +38,"Private",111377,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States","<=50K" +39,"Federal-gov",472166,"Some-college",10,"Divorced","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +39,"?",86551,"12th",8,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",294919,"HS-grad",9,"Divorced","Transport-moving","Own-child","White","Male",0,0,60,"United-States","<=50K" +22,"Private",408383,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +36,"Private",255454,"HS-grad",9,"Never-married","Craft-repair","Own-child","Black","Male",0,0,30,"United-States","<=50K" +32,"Private",193260,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +29,"?",191935,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Local-gov",125461,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +51,"Private",97005,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",183319,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +32,"State-gov",167049,"12th",8,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",185216,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +51,"Private",161838,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,57,"United-States","<=50K" +38,"Private",165848,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,44,"United-States","<=50K" +21,"Private",138816,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,20,"United-States","<=50K" +33,"Self-emp-not-inc",99761,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +34,"Private",112139,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",129020,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"?",365465,"Assoc-voc",11,"Never-married","?","Own-child","White","Male",0,0,15,"United-States","<=50K" +27,"Self-emp-not-inc",259873,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,60,"United-States",">50K" +35,"Self-emp-inc",89622,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +29,"State-gov",201556,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +40,"Private",176286,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",192894,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","Black","Male",0,0,30,"United-States","<=50K" +37,"Private",172232,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +44,"Private",215304,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",185952,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +38,"Private",216845,"HS-grad",9,"Never-married","Sales","Unmarried","White","Male",0,0,42,"United-States","<=50K" +34,"Local-gov",35683,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,10,"United-States","<=50K" +46,"Private",102359,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +20,"Private",200089,"5th-6th",3,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,30,"Guatemala","<=50K" +47,"State-gov",207120,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,38,"United-States",">50K" +46,"Private",295334,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +34,"Private",234537,"Assoc-acdm",12,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +61,"Private",142922,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"State-gov",181641,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","Black","Female",0,0,37,"United-States","<=50K" +36,"Private",185325,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +22,"Private",379778,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",176117,"Some-college",10,"Never-married","Sales","Own-child","Black","Female",0,0,35,"United-States","<=50K" +33,"Private",100228,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",150296,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,32,"United-States","<=50K" +20,"Private",653574,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,33,"El-Salvador","<=50K" +38,"Private",175441,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +30,"Private",333119,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",89154,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,42,"El-Salvador","<=50K" +60,"Private",198727,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,30,"United-States","<=50K" +43,"Private",87284,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",180686,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +23,"Private",227070,"Some-college",10,"Never-married","Other-service","Unmarried","White","Female",0,0,48,"El-Salvador","<=50K" +25,"Local-gov",348986,"HS-grad",9,"Never-married","Handlers-cleaners","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +38,"Private",96185,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +22,"Private",112693,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +23,"Private",417605,"5th-6th",3,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +61,"Self-emp-not-inc",140300,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,44,"United-States","<=50K" +28,"Private",340408,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,46,"United-States","<=50K" +17,"?",187539,"11th",7,"Never-married","?","Own-child","White","Female",0,0,10,"United-States","<=50K" +21,"Private",237051,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +49,"Private",175622,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",389725,"12th",8,"Divorced","Craft-repair","Own-child","White","Male",0,0,35,"United-States","<=50K" +23,"Private",182812,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"Dominican-Republic","<=50K" +34,"Local-gov",93886,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,46,"United-States",">50K" +21,"Private",502837,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Female",0,0,40,"Peru","<=50K" +27,"State-gov",212232,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,40,"United-States",">50K" +57,"Private",300104,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,84,"United-States",">50K" +22,"Private",156933,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,25,"United-States","<=50K" +20,"Private",286734,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Other","Female",0,0,35,"United-States","<=50K" +49,"Self-emp-inc",143482,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,65,"United-States",">50K" +38,"Private",226357,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",104892,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",272090,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States","<=50K" +57,"Private",204816,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +56,"Private",230039,"7th-8th",4,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +41,"Private",242619,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,80,"United-States","<=50K" +50,"Self-emp-not-inc",131982,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Asian-Pac-Islander","Male",0,0,60,"South","<=50K" +33,"Private",87310,"9th",5,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +29,"Private",134566,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"United-States","<=50K" +35,"Private",239409,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",203717,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",65278,"Assoc-acdm",12,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +35,"Self-emp-inc",135289,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"United-States","<=50K" +27,"Private",246974,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",180060,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"Yugoslavia","<=50K" +24,"Private",118023,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +47,"Private",102308,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +47,"Private",45564,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",137646,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +18,"Private",237646,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +31,"Local-gov",189843,"HS-grad",9,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,47,"United-States",">50K" +43,"Self-emp-not-inc",118261,"Masters",14,"Divorced","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +39,"Private",106347,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",316471,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +22,"Private",50058,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +30,"Self-emp-not-inc",182089,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,85,"United-States","<=50K" +36,"Private",186865,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +20,"State-gov",158206,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +59,"Local-gov",50929,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +60,"Private",132529,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",260696,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",231180,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +40,"Private",223277,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,50,"United-States",">50K" +47,"Private",46044,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",168071,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +20,"Private",79691,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +75,"?",114204,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,13,"United-States","<=50K" +25,"Private",124111,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +47,"Private",104521,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Self-emp-not-inc",128516,"Assoc-acdm",12,"Widowed","Sales","Unmarried","White","Female",0,0,40,"United-States",">50K" +34,"Private",112564,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +45,"State-gov",32186,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",269284,"Assoc-acdm",12,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"State-gov",175537,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","Black","Female",0,0,38,"United-States","<=50K" +29,"Private",444304,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",27415,"11th",7,"Never-married","Handlers-cleaners","Own-child","Amer-Indian-Eskimo","Male",0,0,20,"United-States","<=50K" +39,"Private",174343,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",148143,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +34,"Private",209213,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"?","<=50K" +20,"Private",165097,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Private",167651,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Local-gov",29075,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Wife","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +22,"Private",396895,"5th-6th",3,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"Mexico","<=50K" +66,"State-gov",71075,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +35,"Private",129573,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States","<=50K" +40,"Local-gov",183765,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States",">50K" +21,"Private",164991,"HS-grad",9,"Divorced","Sales","Unmarried","Amer-Indian-Eskimo","Female",0,0,38,"United-States","<=50K" +51,"Local-gov",154891,"HS-grad",9,"Divorced","Protective-serv","Unmarried","White","Male",0,0,52,"United-States","<=50K" +34,"Private",200117,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",176389,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",342567,"Bachelors",13,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",178841,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +42,"Local-gov",191149,"Masters",14,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",29702,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +21,"Private",157893,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Female",0,0,40,"United-States","<=50K" +64,"Local-gov",31993,"7th-8th",4,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,10,"United-States","<=50K" +23,"Private",39615,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,10,"United-States","<=50K" +29,"Private",200511,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +44,"Self-emp-not-inc",47818,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,60,"United-States","<=50K" +28,"Private",183155,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +33,"Self-emp-inc",374905,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +35,"Private",128876,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",202872,"10th",6,"Married-spouse-absent","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +42,"Private",153414,"Bachelors",13,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States",">50K" +51,"Self-emp-not-inc",24790,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,99,"United-States",">50K" +32,"Private",316769,"11th",7,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"Jamaica","<=50K" +37,"Private",126569,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",128538,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +24,"Private",234640,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +29,"?",65372,"Some-college",10,"Divorced","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +45,"Private",343377,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +52,"Federal-gov",30731,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +35,"Private",412379,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Self-emp-inc",112320,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +63,"Private",181929,"HS-grad",9,"Widowed","Exec-managerial","Unmarried","White","Male",0,0,50,"United-States",">50K" +32,"Local-gov",100135,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,35,"United-States",">50K" +72,"?",402306,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,32,"Canada","<=50K" +35,"?",98389,"Some-college",10,"Never-married","?","Unmarried","White","Male",0,0,10,"United-States","<=50K" +29,"Private",179565,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +70,"Private",102610,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,32,"United-States","<=50K" +36,"Private",150548,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +49,"Local-gov",67001,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",138557,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",170456,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,35,"Italy","<=50K" +42,"Private",66006,"10th",6,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +25,"State-gov",176077,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +32,"Private",218322,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Self-emp-inc",181691,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"?","<=50K" +30,"Private",161690,"Assoc-voc",11,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"?",242736,"Assoc-acdm",12,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",67317,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +37,"Private",99357,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +56,"Private",170070,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +52,"State-gov",231166,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",62339,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"State-gov",118520,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,42,"United-States","<=50K" +45,"Private",155659,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Local-gov",157331,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",341762,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +30,"Private",164190,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +45,"Private",83064,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",304283,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",436798,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",29302,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,40,"?","<=50K" +42,"Private",79036,"HS-grad",9,"Divorced","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +72,"Private",165622,"Some-college",10,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +21,"?",177287,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +24,"Private",22966,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +27,"Private",59068,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",77336,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Local-gov",96524,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +17,"Private",143868,"9th",5,"Never-married","Other-service","Own-child","Black","Male",0,0,40,"United-States","<=50K" +48,"Private",121424,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +39,"Private",176279,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Private",205100,"7th-8th",4,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"?","<=50K" +57,"Private",353881,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +44,"Local-gov",177937,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,36,"United-States",">50K" +20,"?",122244,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +49,"Private",125892,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",355728,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +18,"?",245274,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,16,"United-States","<=50K" +18,"Private",240330,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,18,"United-States","<=50K" +51,"Private",182944,"HS-grad",9,"Widowed","Tech-support","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",264498,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",166971,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States","<=50K" +39,"Private",33975,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Self-emp-not-inc",215219,"11th",7,"Separated","Other-service","Unmarried","White","Female",0,0,30,"United-States","<=50K" +63,"?",331527,"10th",6,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",162494,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,45,"United-States",">50K" +27,"Local-gov",85918,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,68,"United-States","<=50K" +20,"Private",182342,"Some-college",10,"Never-married","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +49,"Private",129640,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +70,"?",133536,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,28,"United-States","<=50K" +47,"Private",102583,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States",">50K" +35,"Private",111387,"9th",5,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",241752,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"?",334593,"Some-college",10,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +43,"Private",101950,"Bachelors",13,"Divorced","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +60,"Local-gov",212856,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +53,"Private",183973,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States",">50K" +47,"Private",142061,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",158615,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",29145,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",40135,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +23,"Private",224640,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"?",146651,"HS-grad",9,"Married-civ-spouse","?","Own-child","White","Female",0,0,15,"United-States","<=50K" +29,"Private",167737,"HS-grad",9,"Never-married","Transport-moving","Other-relative","White","Male",0,0,50,"United-States","<=50K" +23,"Private",60331,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",187167,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +18,"?",157131,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,12,"United-States","<=50K" +27,"Local-gov",255237,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +56,"?",192325,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +40,"Private",163342,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,70,"United-States","<=50K" +31,"Private",129775,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States","<=50K" +25,"Private",397317,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",745768,"Some-college",10,"Never-married","Protective-serv","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",141550,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Private",35576,"HS-grad",9,"Widowed","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",376383,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Male",0,0,35,"Mexico","<=50K" +48,"Self-emp-not-inc",200825,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,30,"United-States",">50K" +34,"?",362787,"HS-grad",9,"Never-married","?","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +46,"Private",116789,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",160300,"HS-grad",9,"Married-spouse-absent","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +47,"Private",362654,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"?",107801,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,3,"United-States","<=50K" +31,"Local-gov",224234,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +68,"Private",211162,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",147638,"Bachelors",13,"Never-married","Adm-clerical","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Hong","<=50K" +42,"Private",104647,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",67365,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Self-emp-not-inc",268482,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"State-gov",288731,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,20,"United-States","<=50K" +36,"Private",231082,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +42,"State-gov",333530,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States",">50K" +62,"Private",214288,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",118023,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,24,"United-States","<=50K" +21,"Private",187088,"Some-college",10,"Never-married","Adm-clerical","Own-child","Other","Female",0,0,20,"Cuba","<=50K" +60,"?",174073,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",133833,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +30,"Private",229772,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"Private",210082,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",122999,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Male",0,0,40,"United-States","<=50K" +27,"Private",44767,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",200574,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,44,"United-States","<=50K" +58,"Private",236596,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",33124,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,99,"United-States","<=50K" +50,"Local-gov",308764,"HS-grad",9,"Widowed","Transport-moving","Unmarried","White","Female",0,0,40,"United-States","<=50K" +27,"Private",103524,"HS-grad",9,"Separated","Handlers-cleaners","Unmarried","White","Male",0,0,40,"United-States","<=50K" +31,"?",99483,"HS-grad",9,"Never-married","?","Own-child","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +50,"Private",230951,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",99355,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States",">50K" +33,"Private",857532,"12th",8,"Never-married","Protective-serv","Own-child","Black","Male",0,0,40,"United-States","<=50K" +19,"Private",198943,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,35,"United-States","<=50K" +30,"Private",311696,"11th",7,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,30,"United-States","<=50K" +38,"Private",252897,"Some-college",10,"Divorced","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +42,"Self-emp-not-inc",39539,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,99,"United-States",">50K" +49,"Self-emp-inc",122066,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +24,"Private",202721,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +29,"Private",197565,"Assoc-voc",11,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +38,"Federal-gov",190895,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"?",">50K" +25,"Self-emp-inc",158751,"Assoc-voc",11,"Never-married","Transport-moving","Unmarried","White","Male",0,0,55,"United-States","<=50K" +51,"State-gov",243631,"10th",6,"Married-civ-spouse","Craft-repair","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +17,"?",219277,"11th",7,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +19,"Private",45381,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,8,"United-States","<=50K" +38,"Private",167482,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States",">50K" +60,"Private",225014,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",405083,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Federal-gov",24153,"10th",6,"Married-civ-spouse","Other-service","Wife","Amer-Indian-Eskimo","Female",0,0,40,"United-States","<=50K" +36,"Private",126569,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"Ecuador",">50K" +57,"?",137658,"HS-grad",9,"Married-civ-spouse","?","Husband","Other","Male",0,0,5,"Columbia","<=50K" +24,"Private",315476,"Assoc-acdm",12,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",248186,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +29,"Self-emp-inc",206903,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States",">50K" +20,"Private",191910,"HS-grad",9,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +21,"Private",145119,"Some-college",10,"Never-married","Other-service","Own-child","Asian-Pac-Islander","Male",0,0,20,"United-States","<=50K" +20,"Private",130840,"10th",6,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Private",33126,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +20,"Private",334105,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,10,"United-States","<=50K" +19,"Local-gov",354104,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,35,"United-States","<=50K" +34,"Private",111985,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +40,"Local-gov",321187,"Bachelors",13,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,45,"United-States","<=50K" +33,"Private",138142,"Some-college",10,"Separated","Other-service","Unmarried","Black","Female",0,0,25,"United-States","<=50K" +36,"Private",296999,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +41,"Local-gov",174491,"HS-grad",9,"Separated","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +34,"State-gov",173266,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +33,"Private",25610,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","Other","Male",0,0,40,"Japan",">50K" +47,"Private",187563,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",196344,"1st-4th",2,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"Mexico","<=50K" +40,"Private",205047,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States",">50K" +28,"Private",715938,"Bachelors",13,"Never-married","Craft-repair","Own-child","Black","Male",0,0,40,"United-States","<=50K" +62,"Self-emp-not-inc",224520,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,90,"United-States",">50K" +29,"Private",229656,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States","<=50K" +46,"Private",97883,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",131298,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +57,"Federal-gov",197875,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",172766,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +28,"Local-gov",175796,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",51973,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +22,"Private",291979,"11th",7,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",180752,"Bachelors",13,"Never-married","Protective-serv","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +50,"Private",234657,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +18,"Private",39411,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,24,"United-States","<=50K" +52,"State-gov",334273,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +41,"Private",192779,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"?","<=50K" +21,"?",105312,"HS-grad",9,"Never-married","?","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +34,"Self-emp-not-inc",182714,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,55,"United-States",">50K" +21,"Private",231866,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",102102,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +57,"?",50248,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Local-gov",195519,"Masters",14,"Never-married","Prof-specialty","Unmarried","White","Female",0,0,25,"United-States","<=50K" +22,"State-gov",34310,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,25,"United-States","<=50K" +33,"?",314913,"11th",7,"Divorced","?","Own-child","White","Male",0,0,53,"United-States","<=50K" +25,"Private",110978,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",0,0,37,"India",">50K" +17,"Private",79682,"10th",6,"Never-married","Priv-house-serv","Other-relative","White","Male",0,0,30,"United-States","<=50K" +40,"Private",192259,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +31,"Local-gov",190228,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +42,"Private",118947,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +53,"Private",55861,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",238433,"1st-4th",2,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"Cuba","<=50K" +37,"State-gov",166744,"HS-grad",9,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,20,"United-States","<=50K" +54,"Private",144586,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +36,"Private",134367,"HS-grad",9,"Divorced","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +46,"Private",133616,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +46,"Private",203039,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +32,"Private",217460,"9th",5,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +42,"State-gov",212027,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +37,"Local-gov",126569,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",289960,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +54,"Private",174102,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",181716,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +46,"Local-gov",172822,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",293091,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",107443,"1st-4th",2,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Portugal","<=50K" +59,"Private",95283,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",65278,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",134945,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,40,"United-States","<=50K" +46,"Private",169324,"HS-grad",9,"Separated","Other-service","Not-in-family","Black","Female",0,0,45,"Jamaica","<=50K" +44,"State-gov",98989,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Amer-Indian-Eskimo","Male",0,0,38,"United-States",">50K" +24,"Private",143436,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,24,"United-States","<=50K" +32,"Private",143604,"10th",6,"Married-spouse-absent","Other-service","Not-in-family","Black","Female",0,0,37,"United-States","<=50K" +35,"Private",226311,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +67,"Private",94610,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,30,"United-States",">50K" +56,"Self-emp-not-inc",26716,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States",">50K" +26,"Private",160261,"Masters",14,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,20,"India","<=50K" +52,"Private",154342,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +38,"Self-emp-not-inc",89202,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",174704,"HS-grad",9,"Divorced","Sales","Unmarried","Black","Male",0,0,50,"United-States","<=50K" +53,"Private",153486,"HS-grad",9,"Separated","Transport-moving","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +27,"Private",360097,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",230356,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",163870,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",199753,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States",">50K" +20,"Private",333505,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"Nicaragua","<=50K" +60,"Local-gov",149281,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",138514,"Assoc-voc",11,"Divorced","Tech-support","Unmarried","Black","Female",0,0,48,"United-States","<=50K" +57,"Federal-gov",66504,"Prof-school",15,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States",">50K" +59,"Private",206487,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Private",170020,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",217605,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Wife","White","Female",0,0,40,"United-States","<=50K" +43,"Private",145711,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,72,"United-States",">50K" +17,"Private",169155,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +45,"Private",34127,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +18,"Private",110142,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +52,"Private",222646,"12th",8,"Separated","Machine-op-inspct","Other-relative","White","Female",0,0,40,"Cuba","<=50K" +18,"Private",182643,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,9,"United-States","<=50K" +20,"Private",303565,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,40,"Germany","<=50K" +34,"Private",140092,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +19,"Private",178811,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Female",0,0,20,"United-States","<=50K" +18,"?",267399,"12th",8,"Never-married","?","Own-child","White","Female",0,0,12,"United-States","<=50K" +17,"Local-gov",192387,"9th",5,"Never-married","Other-service","Own-child","White","Male",0,0,45,"United-States","<=50K" +30,"Federal-gov",127610,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +29,"Private",258862,"Bachelors",13,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +18,"Private",174926,"9th",5,"Never-married","Other-service","Own-child","White","Male",0,0,15,"?","<=50K" +50,"State-gov",238187,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","Black","Female",0,0,37,"United-States","<=50K" +22,"Private",191444,"HS-grad",9,"Never-married","Sales","Other-relative","White","Male",0,0,40,"United-States","<=50K" +21,"Private",198822,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,35,"United-States","<=50K" +39,"Self-emp-not-inc",251323,"9th",5,"Married-civ-spouse","Farming-fishing","Other-relative","White","Male",0,0,40,"Cuba","<=50K" +62,"Private",370881,"Assoc-acdm",12,"Widowed","Other-service","Not-in-family","White","Female",0,0,7,"United-States","<=50K" +32,"Private",198183,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +38,"Private",210610,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Private",46746,"11th",7,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +28,"Private",120475,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +26,"Private",135845,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +41,"Private",310255,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",211013,"Assoc-voc",11,"Married-civ-spouse","Other-service","Other-relative","White","Female",0,0,50,"Mexico","<=50K" +50,"Private",175029,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +49,"Self-emp-inc",119539,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"?",">50K" +26,"Private",247025,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,65,"United-States","<=50K" +39,"Private",252327,"7th-8th",4,"Never-married","Other-service","Own-child","White","Male",0,0,40,"Mexico","<=50K" +24,"Self-emp-not-inc",375313,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +56,"Private",107165,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,18,"United-States","<=50K" +17,"Private",108470,"11th",7,"Never-married","Other-service","Own-child","Black","Male",0,0,17,"United-States","<=50K" +37,"Private",150057,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States",">50K" +23,"Private",189468,"Assoc-voc",11,"Married-civ-spouse","Machine-op-inspct","Own-child","White","Female",0,0,30,"United-States","<=50K" +28,"?",198393,"HS-grad",9,"Never-married","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +57,"Self-emp-not-inc",181031,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +42,"Local-gov",569930,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",27411,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",147397,"Bachelors",13,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +39,"Private",242922,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +54,"Private",154949,"11th",7,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,40,"United-States",">50K" +41,"Self-emp-inc",423217,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +43,"Federal-gov",195385,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +19,"Private",100009,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",191628,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",340880,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"Philippines",">50K" +19,"Private",207173,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,30,"United-States","<=50K" +33,"Private",48010,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",229051,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,52,"United-States","<=50K" +49,"Private",193366,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +31,"Private",57781,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States","<=50K" +69,"?",121136,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,13,"United-States","<=50K" +24,"Private",136687,"HS-grad",9,"Separated","Machine-op-inspct","Unmarried","Other","Female",0,0,40,"United-States","<=50K" +45,"State-gov",154117,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,38,"United-States",">50K" +75,"Private",239038,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,16,"United-States","<=50K" +34,"Private",244064,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +33,"Private",66278,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",162643,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,43,"United-States","<=50K" +18,"Private",205218,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +48,"Private",154033,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Female",0,0,52,"United-States","<=50K" +43,"Private",158528,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +35,"Private",301862,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,50,"United-States","<=50K" +34,"Private",228406,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",120131,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,70,"United-States",">50K" +54,"Local-gov",127943,"HS-grad",9,"Widowed","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +57,"Private",301514,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",156980,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,60,"United-States","<=50K" +28,"Private",124685,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","Amer-Indian-Eskimo","Male",0,0,55,"United-States","<=50K" +51,"Private",305673,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Canada",">50K" +34,"Local-gov",31391,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,53,"United-States",">50K" +41,"Local-gov",33658,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,45,"United-States",">50K" +21,"Private",211391,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,27,"United-States","<=50K" +26,"Private",402998,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,58,"United-States",">50K" +66,"Private",78855,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +48,"Private",49278,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"?",248876,"Bachelors",13,"Divorced","?","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +41,"Private",242586,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Local-gov",296085,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +43,"Private",233130,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Male",0,0,40,"United-States",">50K" +51,"Private",189511,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"Germany",">50K" +31,"Private",124420,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",194908,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +31,"Local-gov",94991,"HS-grad",9,"Divorced","Other-service","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +18,"Private",194561,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,37,"United-States","<=50K" +29,"Private",60722,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +33,"Private",59944,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",220840,"5th-6th",3,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"Mexico","<=50K" +40,"Self-emp-inc",104235,"Masters",14,"Never-married","Other-service","Own-child","White","Male",0,0,99,"United-States","<=50K" +57,"Private",142714,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +55,"Local-gov",110490,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,60,"United-States","<=50K" +40,"Self-emp-not-inc",154076,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +26,"State-gov",130557,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +29,"Private",107108,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +30,"Private",207172,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"Mexico","<=50K" +29,"Private",304595,"Masters",14,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +43,"Private",475322,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +65,"Private",107620,"11th",7,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +19,"Private",301911,"Some-college",10,"Never-married","Sales","Own-child","Asian-Pac-Islander","Male",0,0,35,"Laos","<=50K" +28,"Private",269786,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",167474,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +63,"Local-gov",86590,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,32,"United-States","<=50K" +47,"State-gov",187087,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",184307,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",57889,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +59,"Private",157932,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",187830,"Masters",14,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,62,"United-States",">50K" +60,"Private",317083,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +35,"Self-emp-not-inc",190895,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +48,"Federal-gov",328606,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"?",403860,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",215479,"HS-grad",9,"Separated","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +56,"Private",157639,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"Private",152129,"12th",8,"Never-married","Other-service","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +53,"Private",239284,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +23,"Private",234302,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +58,"Private",218724,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +61,"Private",106330,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",35032,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,60,"United-States","<=50K" +22,"Private",234641,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",218322,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +90,"Private",47929,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",142411,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"?",219122,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"State-gov",44464,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +22,"?",199426,"Some-college",10,"Never-married","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",139703,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +33,"Private",202642,"Bachelors",13,"Separated","Prof-specialty","Other-relative","Black","Female",0,0,40,"Jamaica","<=50K" +17,"Private",160049,"10th",6,"Never-married","Other-service","Own-child","White","Female",0,0,12,"United-States","<=50K" +38,"Private",239755,"11th",7,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"Private",152369,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Private",42900,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +72,"?",117017,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,8,"United-States","<=50K" +57,"Private",175017,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Italy","<=50K" +39,"Private",342642,"HS-grad",9,"Divorced","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +50,"Self-emp-not-inc",143730,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,80,"United-States","<=50K" +45,"Private",191098,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +37,"Private",208106,"Bachelors",13,"Separated","Exec-managerial","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +27,"Private",167737,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +43,"Private",315971,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States",">50K" +41,"Private",142717,"Some-college",10,"Divorced","Tech-support","Unmarried","Black","Female",0,0,36,"United-States","<=50K" +20,"Private",190227,"Masters",14,"Never-married","Exec-managerial","Own-child","White","Male",0,0,25,"United-States","<=50K" +44,"Private",79864,"Masters",14,"Separated","Exec-managerial","Unmarried","White","Female",0,0,20,"United-States","<=50K" +50,"Private",34067,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +54,"Private",222882,"HS-grad",9,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,45,"United-States","<=50K" +33,"Private",256062,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,35,"Puerto-Rico","<=50K" +22,"Private",251073,"9th",5,"Never-married","Other-service","Own-child","White","Male",0,0,50,"United-States","<=50K" +46,"Private",149949,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",165235,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",0,0,40,"Philippines",">50K" +22,"?",243190,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +57,"Self-emp-not-inc",175942,"Some-college",10,"Widowed","Exec-managerial","Other-relative","White","Male",0,0,25,"United-States","<=50K" +26,"Private",212793,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Local-gov",153312,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +55,"Local-gov",173296,"Masters",14,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,45,"United-States","<=50K" +47,"Private",120131,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",117444,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",226196,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Private",202872,"Assoc-acdm",12,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +42,"Private",176716,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States",">50K" +39,"Private",82540,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States","<=50K" +17,"?",41643,"11th",7,"Never-married","?","Own-child","White","Female",0,0,15,"United-States","<=50K" +26,"Private",197292,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +26,"Private",76491,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,20,"United-States","<=50K" +50,"Self-emp-inc",101094,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States","<=50K" +46,"Self-emp-not-inc",119944,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +26,"Private",122575,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","Asian-Pac-Islander","Male",0,0,60,"Vietnam","<=50K" +50,"Private",263200,"5th-6th",3,"Married-spouse-absent","Other-service","Unmarried","White","Female",0,0,34,"Mexico","<=50K" +47,"Local-gov",140644,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",202115,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,25,"United-States","<=50K" +25,"Federal-gov",27142,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Local-gov",318046,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",276369,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +30,"Private",67187,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Amer-Indian-Eskimo","Female",0,0,8,"United-States","<=50K" +23,"Private",133582,"1st-4th",2,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,36,"Mexico","<=50K" +23,"Private",216672,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,30,"?","<=50K" +32,"Private",45796,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States","<=50K" +29,"Self-emp-inc",31778,"HS-grad",9,"Separated","Prof-specialty","Other-relative","White","Male",0,0,25,"United-States","<=50K" +40,"Private",190044,"Assoc-acdm",12,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"State-gov",144351,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +17,"?",172145,"10th",6,"Never-married","?","Own-child","Black","Female",0,0,40,"United-States","<=50K" +55,"Private",193130,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Local-gov",140478,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +23,"Private",116830,"12th",8,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +37,"Local-gov",117683,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",106491,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +22,"?",39803,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +27,"Private",363053,"9th",5,"Never-married","Priv-house-serv","Unmarried","White","Female",0,0,24,"Mexico","<=50K" +21,"Private",54472,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +38,"Private",54317,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,60,"United-States","<=50K" +27,"Private",159623,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"?",161235,"Assoc-voc",11,"Never-married","?","Own-child","White","Male",0,0,90,"United-States","<=50K" +27,"Private",247978,"HS-grad",9,"Never-married","Other-service","Own-child","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",305846,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +33,"Private",226525,"HS-grad",9,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +28,"Private",247819,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,5,"United-States","<=50K" +28,"Private",194940,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",289991,"HS-grad",9,"Never-married","Transport-moving","Unmarried","White","Male",0,0,55,"United-States","<=50K" +46,"Private",585361,"9th",5,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",91145,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +65,"?",231604,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,45,"Germany","<=50K" +28,"Private",273269,"Some-college",10,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +39,"Private",202683,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",159179,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Private",28952,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,39,"United-States","<=50K" +25,"?",214925,"10th",6,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +63,"Private",163708,"9th",5,"Widowed","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +56,"Private",200235,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +46,"Private",109209,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +19,"Private",166153,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,30,"United-States","<=50K" +56,"Local-gov",268213,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,35,"?",">50K" +31,"Private",69056,"HS-grad",9,"Divorced","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +51,"State-gov",237141,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +17,"Private",277541,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,5,"United-States","<=50K" +27,"Local-gov",289039,"Some-college",10,"Never-married","Protective-serv","Unmarried","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +30,"Private",134737,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,45,"United-States","<=50K" +18,"Private",56613,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Female",0,0,20,"United-States","<=50K" +40,"Local-gov",333530,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,40,"United-States",">50K" +35,"Private",185366,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +29,"Private",154017,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,10,"United-States","<=50K" +53,"Private",191565,"1st-4th",2,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"Dominican-Republic","<=50K" +53,"Private",111939,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"United-States","<=50K" +26,"State-gov",53903,"HS-grad",9,"Never-married","Craft-repair","Unmarried","White","Male",0,0,50,"United-States","<=50K" +41,"Private",146659,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,70,"United-States","<=50K" +28,"Private",194200,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +48,"State-gov",78529,"Masters",14,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +22,"Private",194829,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +57,"Private",300908,"Assoc-acdm",12,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,75,"United-States","<=50K" +53,"Self-emp-not-inc",187830,"Assoc-voc",11,"Separated","Craft-repair","Not-in-family","White","Male",0,0,40,"Poland","<=50K" +23,"Private",201138,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,8,"United-States","<=50K" +31,"Self-emp-not-inc",44503,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",381357,"9th",5,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,28,"United-States","<=50K" +25,"Private",311124,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +37,"Private",96330,"Some-college",10,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +50,"Private",228238,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +34,"Self-emp-not-inc",56964,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +37,"Private",127772,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Private",386397,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +29,"Self-emp-not-inc",404998,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,90,"United-States","<=50K" +31,"Private",157886,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,40,"United-States","<=50K" +47,"Private",101299,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",134447,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,70,"United-States","<=50K" +27,"Private",191822,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,50,"United-States","<=50K" +23,"Private",70919,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"Private",266343,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,46,"United-States","<=50K" +28,"Private",87239,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Local-gov",236487,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"Germany","<=50K" +30,"Private",224147,"HS-grad",9,"Never-married","Transport-moving","Own-child","Black","Male",0,0,40,"United-States","<=50K" +23,"Private",197200,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,60,"United-States","<=50K" +19,"Private",124265,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,50,"United-States","<=50K" +22,"Private",79980,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,25,"United-States","<=50K" +50,"Private",128814,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,25,"United-States","<=50K" +64,"?",208862,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,50,"United-States",">50K" +21,"Private",51262,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,35,"United-States","<=50K" +75,"Self-emp-inc",98116,"Some-college",10,"Widowed","Sales","Not-in-family","White","Male",0,0,40,"United-States",">50K" +29,"Private",82393,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Asian-Pac-Islander","Male",0,0,40,"Germany","<=50K" +47,"Private",57534,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +20,"Private",218962,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",204752,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +45,"Private",243631,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,45,"China",">50K" +41,"Private",170299,"Assoc-voc",11,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,43,"United-States","<=50K" +23,"Private",60331,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +67,"State-gov",132819,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,41,"United-States",">50K" +21,"Private",119665,"Some-college",10,"Never-married","Tech-support","Own-child","White","Male",0,0,35,"United-States","<=50K" +38,"Private",150057,"Some-college",10,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +31,"Private",128567,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +19,"?",230874,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +59,"Self-emp-not-inc",148526,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"Private",160192,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",74660,"Some-college",10,"Widowed","Prof-specialty","Unmarried","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-inc",142494,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",122042,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Self-emp-inc",37088,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +36,"Private",61778,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +21,"?",176356,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,10,"Germany","<=50K" +27,"Private",123302,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"Poland","<=50K" +18,"Private",89760,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +56,"Private",104945,"7th-8th",4,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-inc",192973,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States",">50K" +48,"Private",97863,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"Italy",">50K" +31,"Private",73585,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +35,"Private",29145,"Assoc-voc",11,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +35,"Private",175232,"HS-grad",9,"Divorced","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +36,"Private",325374,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",129345,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,25,"United-States","<=50K" +21,"Private",228395,"Some-college",10,"Never-married","Sales","Other-relative","Black","Female",0,0,20,"United-States","<=50K" +49,"Private",452402,"Some-college",10,"Separated","Exec-managerial","Unmarried","Black","Female",0,0,60,"United-States","<=50K" +46,"Private",165138,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",193122,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"?",425497,"Assoc-acdm",12,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +48,"Private",191858,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",297155,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +29,"Local-gov",181282,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +50,"Federal-gov",111700,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +18,"Private",35065,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +51,"Self-emp-not-inc",95435,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +31,"Private",162160,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,47,"United-States","<=50K" +48,"Private",197683,"Some-college",10,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States",">50K" +39,"Private",290321,"10th",6,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Local-gov",44064,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +27,"?",174163,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"United-States",">50K" +42,"Private",374790,"9th",5,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",231562,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,33,"United-States","<=50K" +27,"Private",376150,"Some-college",10,"Married-spouse-absent","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +51,"Private",99987,"10th",6,"Separated","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +27,"Self-emp-not-inc",120126,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Self-emp-not-inc",33717,"11th",7,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +36,"Private",132879,"1st-4th",2,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Italy","<=50K" +45,"Private",304570,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,60,"China",">50K" +40,"Private",100292,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,52,"United-States",">50K" +41,"Private",239833,"HS-grad",9,"Married-spouse-absent","Transport-moving","Unmarried","Black","Male",0,0,50,"United-States","<=50K" +53,"?",155233,"12th",8,"Married-civ-spouse","?","Wife","White","Female",0,0,40,"Italy","<=50K" +34,"Private",347166,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",502752,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States",">50K" +22,"State-gov",255575,"Assoc-acdm",12,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,15,"United-States","<=50K" +49,"Private",277946,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +43,"?",214541,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,35,"United-States","<=50K" +36,"Private",143123,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +27,"Private",69132,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,37,"United-States","<=50K" +29,"Private",236992,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,50,"United-States","<=50K" +27,"Private",492263,"10th",6,"Separated","Machine-op-inspct","Own-child","White","Male",0,0,35,"Mexico","<=50K" +42,"Private",180019,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,65,"United-States","<=50K" +49,"Self-emp-not-inc",47086,"Bachelors",13,"Widowed","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",222853,"Some-college",10,"Never-married","Craft-repair","Unmarried","White","Male",0,0,50,"United-States","<=50K" +22,"Private",344176,"HS-grad",9,"Never-married","Sales","Unmarried","White","Male",0,0,20,"United-States","<=50K" +30,"Self-emp-not-inc",223212,"Bachelors",13,"Never-married","Sales","Unmarried","White","Male",0,0,40,"United-States","<=50K" +28,"Private",110981,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +20,"Private",162688,"Assoc-voc",11,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",306440,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,66,"France","<=50K" +18,"Private",210311,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +53,"Private",127117,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +74,"Private",54732,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,20,"United-States",">50K" +39,"Private",271521,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,48,"Philippines",">50K" +33,"?",216908,"10th",6,"Never-married","?","Other-relative","White","Male",0,0,40,"United-States","<=50K" +49,"Private",543922,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,42,"United-States",">50K" +21,"Private",766115,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,35,"United-States","<=50K" +65,"?",52728,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"Private",122206,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,25,"United-States","<=50K" +20,"?",95989,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +46,"Self-emp-not-inc",225456,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",171840,"HS-grad",9,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,16,"United-States","<=50K" +48,"Private",180695,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +44,"Private",121012,"9th",5,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-inc",126569,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +51,"Self-emp-not-inc",290290,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +33,"Local-gov",251521,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +55,"Self-emp-not-inc",41938,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,8,"United-States","<=50K" +25,"Private",27678,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,60,"United-States","<=50K" +26,"Private",133756,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +54,"Private",215990,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",461337,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,33,"United-States","<=50K" +20,"State-gov",214542,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Private",258170,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Federal-gov",242147,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","Other","Male",0,0,45,"United-States","<=50K" +42,"Private",235700,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",278130,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"Private",261241,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +60,"Private",85995,"Masters",14,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,50,"South",">50K" +42,"Private",340885,"HS-grad",9,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,44,"United-States","<=50K" +42,"Private",152889,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +46,"Private",195023,"HS-grad",9,"Married-spouse-absent","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"Columbia","<=50K" +27,"?",249463,"Assoc-voc",11,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +43,"Private",158177,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +43,"State-gov",47818,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",391468,"11th",7,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",231043,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +38,"?",281768,"7th-8th",4,"Divorced","?","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +44,"Private",267790,"9th",5,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +27,"Private",217379,"Some-college",10,"Divorced","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +50,"Private",421561,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",50953,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +22,"Private",138504,"Some-college",10,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +36,"State-gov",177064,"Some-college",10,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +59,"Private",184493,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",104089,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",149204,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Local-gov",137296,"Assoc-acdm",12,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,38,"United-States","<=50K" +31,"Private",59083,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,35,"United-States","<=50K" +28,"Local-gov",138332,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +24,"Private",198914,"HS-grad",9,"Never-married","Sales","Unmarried","Black","Male",0,0,25,"United-States","<=50K" +29,"Private",123677,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","Asian-Pac-Islander","Female",0,0,40,"Laos","<=50K" +38,"Federal-gov",325538,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +53,"Private",251063,"Some-college",10,"Separated","Exec-managerial","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +39,"Private",175681,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,60,"?","<=50K" +44,"Private",165599,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +46,"Private",149640,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Male",0,0,45,"England",">50K" +30,"Private",143526,"Bachelors",13,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +24,"Private",211160,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",342989,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +62,"Self-emp-not-inc",173631,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States","<=50K" +25,"Private",141876,"HS-grad",9,"Married-spouse-absent","Exec-managerial","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +45,"Private",137604,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +21,"Private",129232,"Some-college",10,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +64,"Federal-gov",271550,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",456922,"Bachelors",13,"Divorced","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +60,"Private",232242,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",352188,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",114967,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Private",201981,"HS-grad",9,"Divorced","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +32,"State-gov",159247,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",125905,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",186824,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Local-gov",121012,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +58,"Private",110844,"Masters",14,"Widowed","Sales","Not-in-family","White","Female",0,0,27,"United-States","<=50K" +31,"Federal-gov",59732,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +28,"Private",178489,"Bachelors",13,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,45,"?","<=50K" +41,"?",252127,"Some-college",10,"Widowed","?","Unmarried","Black","Female",0,0,20,"United-States","<=50K" +37,"Private",109633,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,16,"United-States",">50K" +19,"Private",160811,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,38,"United-States","<=50K" +27,"Self-emp-not-inc",365110,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +61,"Self-emp-not-inc",113080,"9th",5,"Married-civ-spouse","Sales","Husband","White","Male",0,0,58,"United-States",">50K" +39,"Private",206074,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +25,"Private",173062,"Bachelors",13,"Never-married","Handlers-cleaners","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +58,"Private",117273,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +27,"Self-emp-not-inc",153805,"Some-college",10,"Married-civ-spouse","Transport-moving","Other-relative","Other","Male",0,0,50,"Ecuador",">50K" +51,"Private",293802,"5th-6th",3,"Married-civ-spouse","Handlers-cleaners","Husband","Black","Male",0,0,52,"United-States","<=50K" +46,"Private",166809,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +67,"?",34122,"5th-6th",3,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Local-gov",231725,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",63210,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,15,"United-States","<=50K" +35,"Private",108293,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,32,"United-States",">50K" +57,"Private",116878,"1st-4th",2,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Italy","<=50K" +40,"Private",110622,"Prof-school",15,"Married-civ-spouse","Adm-clerical","Other-relative","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +42,"Local-gov",180318,"10th",6,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,35,"United-States","<=50K" +67,"Self-emp-inc",112318,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",27153,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +26,"Private",73312,"11th",7,"Never-married","Machine-op-inspct","Unmarried","White","Female",0,0,15,"United-States","<=50K" +51,"Private",145409,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +38,"Private",167882,"Some-college",10,"Widowed","Other-service","Other-relative","Black","Female",0,0,45,"Haiti","<=50K" +24,"Private",236696,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Own-child","White","Male",0,0,35,"United-States","<=50K" +48,"Self-emp-not-inc",28791,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,50,"United-States","<=50K" +35,"Private",189922,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"?",584259,"Masters",14,"Married-civ-spouse","?","Husband","White","Male",0,0,2,"United-States",">50K" +26,"Private",173992,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +64,"Private",253759,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,3,"United-States","<=50K" +26,"Private",111243,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +39,"Self-emp-not-inc",147850,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,30,"United-States","<=50K" +55,"Private",171015,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,36,"United-States","<=50K" +23,"Private",118023,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,45,"?","<=50K" +33,"Self-emp-not-inc",361497,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",137290,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +28,"Local-gov",401886,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,20,"United-States","<=50K" +50,"Private",201882,"Masters",14,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,30,"United-States","<=50K" +26,"Local-gov",30793,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,55,"United-States",">50K" +51,"Private",210736,"HS-grad",9,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +34,"Private",167781,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",144592,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",493034,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +27,"Private",184078,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +44,"Private",191814,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +24,"Private",329852,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",223660,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +47,"Private",177087,"Some-college",10,"Separated","Adm-clerical","Unmarried","White","Female",0,0,50,"United-States",">50K" +30,"Private",143766,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +35,"Private",234271,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Federal-gov",314822,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +42,"Private",195584,"Assoc-acdm",12,"Separated","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",126850,"Prof-school",15,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +36,"Private",279485,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +44,"Private",267717,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,42,"United-States",">50K" +42,"?",175935,"HS-grad",9,"Separated","?","Unmarried","White","Male",0,0,40,"United-States","<=50K" +20,"Private",163665,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Female",0,0,17,"United-States","<=50K" +29,"Private",200468,"10th",6,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",91501,"HS-grad",9,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,40,"United-States","<=50K" +30,"Private",182771,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +31,"Private",20511,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +21,"Private",538822,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +26,"Private",332008,"Some-college",10,"Never-married","Craft-repair","Unmarried","Asian-Pac-Islander","Male",0,0,37,"Taiwan","<=50K" +57,"Self-emp-inc",220789,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +59,"Self-emp-not-inc",114760,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States",">50K" +87,"?",90338,"HS-grad",9,"Widowed","?","Not-in-family","White","Male",0,0,2,"United-States","<=50K" +25,"Private",181576,"Some-college",10,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +32,"State-gov",542265,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",193026,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",25505,"Assoc-voc",11,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,35,"United-States","<=50K" +17,"Private",375657,"11th",7,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,30,"United-States","<=50K" +44,"Private",201599,"11th",7,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",181820,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,20,"United-States","<=50K" +30,"State-gov",54318,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",141388,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,55,"United-States","<=50K" +54,"Self-emp-not-inc",57101,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,35,"United-States","<=50K" +44,"Private",168515,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"Germany","<=50K" +60,"Private",163665,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,16,"United-States",">50K" +39,"Private",293291,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,50,"United-States",">50K" +55,"Private",70088,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",199346,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +33,"Private",207201,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,55,"United-States",">50K" +40,"Local-gov",293809,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,20,"United-States","<=50K" +30,"Private",378009,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +40,"Private",226608,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Male",0,0,30,"Guatemala",">50K" +24,"Private",314182,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +18,"Private",170544,"11th",7,"Never-married","Sales","Own-child","White","Male",0,0,20,"United-States","<=50K" +18,"Private",94196,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,25,"United-States","<=50K" +49,"Private",193047,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +42,"Private",112607,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +28,"Local-gov",146949,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",309513,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +48,"Self-emp-not-inc",191389,"Some-college",10,"Separated","Sales","Unmarried","White","Female",0,0,50,"United-States","<=50K" +24,"Private",213902,"7th-8th",4,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,32,"El-Salvador","<=50K" +73,"Self-emp-not-inc",46514,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,25,"United-States","<=50K" +23,"Private",38707,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,60,"United-States",">50K" +19,"Private",188568,"Some-college",10,"Never-married","Priv-house-serv","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",215014,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"Mexico","<=50K" +27,"Private",184477,"12th",8,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",204235,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",39054,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,20,"United-States","<=50K" +64,"Self-emp-inc",272531,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",358701,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,10,"Mexico","<=50K" +47,"Private",217750,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,35,"United-States","<=50K" +22,"Private",200374,"HS-grad",9,"Never-married","Machine-op-inspct","Other-relative","White","Male",0,0,35,"United-States","<=50K" +24,"Private",498349,"Bachelors",13,"Never-married","Transport-moving","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +69,"State-gov",170458,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,20,"United-States","<=50K" +40,"Self-emp-not-inc",57233,"Assoc-voc",11,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +45,"Private",188432,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Private",225779,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +48,"Private",46677,"Assoc-acdm",12,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,42,"United-States","<=50K" +41,"Private",227968,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","Black","Female",0,0,35,"Haiti",">50K" +34,"Private",85355,"Bachelors",13,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Private",207120,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",224640,"Assoc-acdm",12,"Never-married","Exec-managerial","Own-child","White","Female",0,0,40,"United-States","<=50K" +39,"Private",139012,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +40,"Federal-gov",130749,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",204516,"10th",6,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +20,"Private",105479,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +41,"Private",197093,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-inc",431245,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",155150,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"State-gov",216035,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",388247,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Private",208908,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +23,"Private",259301,"HS-grad",9,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",167893,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,64,"United-States",">50K" +54,"Private",146551,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,54,"United-States",">50K" +48,"Private",238360,"Bachelors",13,"Separated","Adm-clerical","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +38,"Private",187748,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +48,"State-gov",50748,"Bachelors",13,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",50136,"5th-6th",3,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +42,"Private",111483,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States",">50K" +31,"Private",298871,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"China","<=50K" +27,"Private",147340,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,50,"United-States",">50K" +44,"Federal-gov",243636,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Local-gov",194417,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +24,"Private",236696,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Private",337130,"1st-4th",2,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +29,"Private",273051,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,52,"Yugoslavia",">50K" +38,"Private",186191,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States","<=50K" +33,"Private",268451,"Some-college",10,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +61,"Private",154600,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,4,"United-States","<=50K" +49,"Local-gov",405309,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Self-emp-not-inc",99185,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",191765,"HS-grad",9,"Divorced","Other-service","Other-relative","Black","Female",0,0,35,"United-States","<=50K" +21,"Private",253583,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +29,"?",297054,"HS-grad",9,"Divorced","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +54,"Private",204397,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +23,"Private",288771,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +52,"Private",173987,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +23,"Private",91658,"Some-college",10,"Divorced","Handlers-cleaners","Own-child","White","Male",0,0,40,"United-States","<=50K" +43,"Private",226902,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,80,"United-States",">50K" +45,"Private",232586,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +51,"Self-emp-not-inc",291755,"7th-8th",4,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States","<=50K" +29,"?",207032,"HS-grad",9,"Married-spouse-absent","?","Unmarried","Black","Female",0,0,42,"Haiti","<=50K" +23,"Private",161478,"Some-college",10,"Never-married","Sales","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +73,"Self-emp-not-inc",109833,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +47,"Self-emp-not-inc",229394,"11th",7,"Divorced","Exec-managerial","Unmarried","White","Female",0,0,55,"United-States","<=50K" +61,"?",69285,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,37,"United-States","<=50K" +26,"Private",491862,"Assoc-voc",11,"Never-married","Exec-managerial","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +40,"Private",311534,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Self-emp-not-inc",420895,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,47,"United-States","<=50K" +39,"Private",226374,"10th",6,"Divorced","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +33,"Federal-gov",101345,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +35,"Private",48779,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,35,"United-States","<=50K" +42,"Private",152676,"HS-grad",9,"Divorced","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",164877,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +33,"Private",97521,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +47,"Private",88564,"5th-6th",3,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,20,"United-States","<=50K" +33,"Private",188246,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",189185,"HS-grad",9,"Divorced","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +42,"State-gov",163069,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +28,"Private",251905,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",112403,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"?","<=50K" +18,"Private",36882,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +33,"Self-emp-not-inc",195891,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +36,"Private",194905,"Bachelors",13,"Widowed","Prof-specialty","Unmarried","White","Female",0,0,44,"United-States","<=50K" +40,"Private",31621,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Private",196029,"HS-grad",9,"Divorced","Transport-moving","Unmarried","White","Male",0,0,45,"United-States","<=50K" +36,"Private",107302,"HS-grad",9,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,50,"United-States","<=50K" +45,"Private",151267,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","Black","Female",0,0,40,"United-States",">50K" +52,"Private",256861,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",82777,"HS-grad",9,"Separated","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Private",147430,"HS-grad",9,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"?",60726,"HS-grad",9,"Never-married","?","Own-child","Black","Male",0,0,40,"United-States","<=50K" +46,"Self-emp-not-inc",165754,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +36,"Private",448337,"HS-grad",9,"Separated","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",185079,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +36,"Private",418702,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +48,"Private",41504,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States",">50K" +18,"Private",261720,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +38,"Private",133963,"Bachelors",13,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States",">50K" +66,"?",357750,"11th",7,"Widowed","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +38,"Private",60135,"HS-grad",9,"Never-married","Transport-moving","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +55,"Self-emp-not-inc",308746,"Prof-school",15,"Widowed","Prof-specialty","Not-in-family","White","Male",0,0,55,"United-States",">50K" +27,"Private",278720,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States",">50K" +22,"State-gov",477505,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +29,"Private",164711,"Some-college",10,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"United-States","<=50K" +40,"Private",208277,"Some-college",10,"Never-married","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States","<=50K" +21,"Private",39943,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +49,"Private",104542,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +29,"Private",286634,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,50,"United-States",">50K" +28,"Private",142712,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +26,"Private",336404,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +33,"Private",117983,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,41,"United-States","<=50K" +72,"?",108796,"Prof-school",15,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Private",59469,"Masters",14,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"Iran","<=50K" +37,"Private",171968,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +56,"?",119254,"10th",6,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",278617,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +39,"Private",72338,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +49,"Local-gov",343231,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,80,"United-States","<=50K" +30,"Private",63910,"HS-grad",9,"Married-civ-spouse","Sales","Own-child","Asian-Pac-Islander","Female",0,0,40,"United-States","<=50K" +28,"Private",190350,"9th",5,"Married-civ-spouse","Protective-serv","Wife","Black","Female",0,0,40,"United-States","<=50K" +25,"State-gov",176162,"Bachelors",13,"Never-married","Protective-serv","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",37720,"10th",6,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +25,"Private",421467,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,26,"United-States","<=50K" +36,"Private",138441,"Some-college",10,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +52,"Private",146767,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +25,"Private",160445,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Private",211695,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +48,"Private",128796,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +39,"Private",111129,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Local-gov",44566,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",118497,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +49,"Private",237920,"Doctorate",16,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +34,"Local-gov",136331,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States","<=50K" +28,"Private",187397,"HS-grad",9,"Never-married","Other-service","Other-relative","Other","Male",0,0,48,"Mexico","<=50K" +28,"Self-emp-not-inc",119793,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +26,"Self-emp-not-inc",231714,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +54,"Private",229272,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States",">50K" +66,"?",68219,"9th",5,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Self-emp-not-inc",268831,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,53,"United-States","<=50K" +45,"Self-emp-not-inc",149640,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,30,"United-States",">50K" +29,"Private",261725,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +74,"Private",161387,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +61,"Local-gov",260167,"HS-grad",9,"Widowed","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",200928,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,22,"United-States","<=50K" +53,"Federal-gov",155594,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +57,"Self-emp-not-inc",79539,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +41,"Private",469454,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",331482,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +43,"Private",225193,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",82393,"HS-grad",9,"Married-civ-spouse","Other-service","Own-child","Asian-Pac-Islander","Male",0,0,25,"Philippines","<=50K" +65,"?",37170,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,20,"United-States","<=50K" +41,"Private",58484,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,40,"United-States","<=50K" +31,"Local-gov",156464,"Bachelors",13,"Never-married","Prof-specialty","Other-relative","White","Male",0,0,40,"?","<=50K" +50,"Private",344621,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +52,"Private",174752,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +18,"Self-emp-inc",174202,"HS-grad",9,"Never-married","Transport-moving","Own-child","White","Male",0,0,60,"United-States","<=50K" +26,"Private",261203,"7th-8th",4,"Never-married","Other-service","Unmarried","Other","Female",0,0,30,"?","<=50K" +57,"Private",316000,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",246933,"HS-grad",9,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +34,"Private",264651,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",99185,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,58,"United-States","<=50K" +39,"Private",176186,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",100219,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,45,"United-States","<=50K" +32,"Private",46691,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"State-gov",297735,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,90,"United-States","<=50K" +25,"Private",189656,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,60,"United-States",">50K" +54,"Local-gov",224934,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +48,"Self-emp-inc",149218,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,70,"United-States",">50K" +51,"Private",158508,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +67,"State-gov",261203,"7th-8th",4,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,35,"United-States","<=50K" +17,"Private",309504,"10th",6,"Never-married","Sales","Unmarried","White","Female",0,0,24,"United-States","<=50K" +24,"State-gov",324637,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",267426,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +68,"?",229016,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,25,"United-States","<=50K" +54,"Private",46401,"Some-college",10,"Divorced","Other-service","Not-in-family","White","Female",0,0,47,"United-States","<=50K" +32,"Private",114288,"HS-grad",9,"Divorced","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +61,"?",203849,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Federal-gov",193882,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +53,"Private",311269,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Private",156117,"Assoc-voc",11,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +64,"?",169917,"7th-8th",4,"Widowed","?","Not-in-family","White","Female",0,0,4,"United-States","<=50K" +51,"Private",222615,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Federal-gov",78036,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,65,"United-States",">50K" +27,"Private",380560,"HS-grad",9,"Never-married","Farming-fishing","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +51,"Private",289436,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +36,"Private",749636,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-inc",154120,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,55,"United-States","<=50K" +43,"Private",105119,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +61,"Federal-gov",181081,"HS-grad",9,"Divorced","Adm-clerical","Own-child","Black","Female",0,0,20,"United-States","<=50K" +31,"Private",182237,"10th",6,"Separated","Transport-moving","Unmarried","White","Male",0,0,40,"United-States","<=50K" +34,"Private",102130,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,65,"United-States",">50K" +52,"Private",170562,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",240543,"11th",7,"Never-married","Other-service","Own-child","White","Female",0,0,20,"United-States","<=50K" +37,"Federal-gov",187046,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +60,"Private",389254,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +47,"Private",179955,"Some-college",10,"Widowed","Transport-moving","Unmarried","White","Female",0,0,25,"Outlying-US(Guam-USVI-etc)","<=50K" +21,"Private",197997,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,30,"United-States","<=50K" +40,"Local-gov",141649,"Assoc-voc",11,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",433906,"Assoc-acdm",12,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +48,"Private",207982,"Some-college",10,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +46,"Private",175925,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,40,"United-States","<=50K" +58,"Private",85767,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,48,"United-States","<=50K" +32,"Self-emp-inc",281030,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +90,"?",313986,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +38,"Private",396595,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States",">50K" +20,"?",189203,"Assoc-acdm",12,"Never-married","?","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +43,"Self-emp-not-inc",163108,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,99,"United-States","<=50K" +17,"Private",141590,"11th",7,"Never-married","Priv-house-serv","Own-child","White","Female",0,0,12,"United-States","<=50K" +36,"Private",137421,"12th",8,"Never-married","Transport-moving","Not-in-family","Asian-Pac-Islander","Male",0,0,45,"?","<=50K" +45,"Private",330087,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",204322,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",50295,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States","<=50K" +35,"Self-emp-not-inc",147258,"Assoc-voc",11,"Never-married","Farming-fishing","Own-child","White","Male",0,0,65,"United-States","<=50K" +19,"Private",194260,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +56,"Private",437727,"9th",5,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +64,"?",34100,"Some-college",10,"Widowed","?","Not-in-family","White","Male",0,0,4,"United-States","<=50K" +62,"?",186611,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +24,"Private",280960,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,24,"United-States","<=50K" +33,"Private",33117,"Assoc-acdm",12,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",169628,"Bachelors",13,"Never-married","Sales","Unmarried","Black","Female",0,0,35,"United-States",">50K" +22,"State-gov",124942,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,45,"United-States","<=50K" +44,"Private",143368,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Male",0,0,55,"United-States","<=50K" +37,"Private",255621,"HS-grad",9,"Separated","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +34,"Self-emp-inc",154227,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,75,"United-States","<=50K" +43,"Private",171438,"Assoc-voc",11,"Separated","Sales","Unmarried","White","Female",0,0,45,"United-States","<=50K" +39,"Private",191524,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +30,"Private",377017,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,32,"United-States","<=50K" +58,"Private",192806,"7th-8th",4,"Never-married","Handlers-cleaners","Not-in-family","White","Female",0,0,33,"United-States","<=50K" +31,"?",259120,"Some-college",10,"Married-civ-spouse","?","Wife","White","Female",0,0,10,"United-States","<=50K" +45,"Local-gov",234195,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +30,"Private",147596,"Some-college",10,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +42,"Private",147251,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,36,"United-States","<=50K" +50,"Private",176157,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +25,"Local-gov",176162,"Assoc-voc",11,"Never-married","Protective-serv","Own-child","White","Male",0,0,30,"United-States","<=50K" +34,"Private",384150,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",107665,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +72,"?",82635,"11th",7,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"State-gov",165827,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +71,"Self-emp-not-inc",78786,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,10,"United-States","<=50K" +22,"Private",349368,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Female",0,0,30,"United-States","<=50K" +52,"Private",117674,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +30,"Private",310889,"Some-college",10,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +36,"?",187167,"HS-grad",9,"Separated","?","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +40,"Private",379919,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +31,"Federal-gov",34862,"Assoc-acdm",12,"Married-civ-spouse","Sales","Husband","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +38,"Local-gov",161463,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","Black","Male",0,0,40,"United-States",">50K" +46,"Private",186410,"Prof-school",15,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States",">50K" +57,"Federal-gov",62020,"Prof-school",15,"Divorced","Exec-managerial","Not-in-family","Black","Male",0,0,55,"United-States",">50K" +39,"Private",42044,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"Private",170230,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States",">50K" +43,"Private",341358,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",199426,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,17,"United-States","<=50K" +44,"Private",89172,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +22,"?",148955,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Female",0,0,15,"South","<=50K" +37,"Private",140673,"Some-college",10,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +20,"?",71788,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,18,"United-States","<=50K" +26,"State-gov",326033,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,80,"United-States","<=50K" +35,"Private",129305,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +28,"Private",171067,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","White","Female",0,0,40,"United-States","<=50K" +34,"Private",143582,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Asian-Pac-Islander","Female",0,0,35,"Japan","<=50K" +17,"?",171461,"10th",6,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +18,"Private",257980,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +25,"Private",182866,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-inc",69333,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +61,"Private",668362,"1st-4th",2,"Widowed","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +39,"Private",132879,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +19,"?",166018,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",120518,"HS-grad",9,"Widowed","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +19,"Private",183532,"Some-college",10,"Never-married","Handlers-cleaners","Own-child","White","Male",0,0,25,"United-States","<=50K" +45,"Private",49298,"Bachelors",13,"Never-married","Tech-support","Own-child","White","Male",0,0,40,"United-States","<=50K" +20,"Private",157332,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +37,"Private",213726,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +26,"Private",31143,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +17,"?",256173,"10th",6,"Never-married","?","Own-child","White","Female",0,0,15,"United-States","<=50K" +26,"Private",184872,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,55,"United-States",">50K" +58,"Private",202652,"HS-grad",9,"Separated","Other-service","Unmarried","White","Female",0,0,40,"Dominican-Republic","<=50K" +61,"?",101602,"Doctorate",16,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States",">50K" +19,"Private",292590,"HS-grad",9,"Married-civ-spouse","Sales","Other-relative","White","Female",0,0,25,"United-States","<=50K" +36,"Private",141420,"Bachelors",13,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +47,"Private",159389,"Assoc-acdm",12,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +62,"Private",254534,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",89508,"Prof-school",15,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +38,"Self-emp-not-inc",238980,"Some-college",10,"Never-married","Sales","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +54,"Private",178946,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States",">50K" +31,"Private",204752,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +26,"Private",290213,"Some-college",10,"Separated","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",291965,"Some-college",10,"Never-married","Tech-support","Unmarried","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +52,"Local-gov",175339,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +28,"Private",90547,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,23,"United-States","<=50K" +23,"?",449101,"HS-grad",9,"Married-civ-spouse","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +32,"?",981628,"HS-grad",9,"Divorced","?","Unmarried","Black","Male",0,0,40,"United-States","<=50K" +59,"?",147989,"HS-grad",9,"Widowed","?","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +30,"Self-emp-inc",204470,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,36,"United-States",">50K" +31,"Private",190027,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Female",0,0,40,"?","<=50K" +36,"Private",218015,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,48,"United-States","<=50K" +31,"State-gov",77634,"Preschool",1,"Never-married","Other-service","Not-in-family","White","Male",0,0,24,"United-States","<=50K" +52,"Self-emp-not-inc",42984,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,70,"United-States",">50K" +48,"Self-emp-not-inc",218835,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"England","<=50K" +58,"Private",252419,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States","<=50K" +20,"Federal-gov",347935,"Some-college",10,"Never-married","Protective-serv","Own-child","Black","Male",0,0,40,"United-States","<=50K" +19,"Private",237848,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,3,"United-States","<=50K" +63,"Private",174826,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +51,"Self-emp-not-inc",170086,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,45,"United-States",">50K" +53,"Private",470368,"Assoc-acdm",12,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,48,"United-States","<=50K" +35,"?",35854,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,40,"United-States","<=50K" +26,"Private",746432,"HS-grad",9,"Never-married","Handlers-cleaners","Own-child","Black","Male",0,0,48,"United-States","<=50K" +47,"Self-emp-not-inc",258498,"Some-college",10,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,52,"United-States","<=50K" +44,"Private",176063,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +80,"Self-emp-not-inc",26865,"7th-8th",4,"Never-married","Farming-fishing","Unmarried","White","Male",0,0,20,"United-States","<=50K" +55,"Private",104724,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +43,"Private",346321,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +49,"Private",402462,"Bachelors",13,"Married-spouse-absent","Transport-moving","Unmarried","White","Male",0,0,30,"Columbia","<=50K" +27,"Private",153078,"Prof-school",15,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Male",0,0,40,"United-States","<=50K" +39,"Private",451059,"9th",5,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"?",229533,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",106437,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +58,"Local-gov",294313,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","Black","Female",0,0,55,"United-States","<=50K" +63,"Private",67903,"9th",5,"Separated","Farming-fishing","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +49,"Private",133669,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Self-emp-inc",251730,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,60,"United-States",">50K" +46,"Private",72896,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +39,"Private",206520,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +33,"Private",72338,"Prof-school",15,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,65,"Japan",">50K" +30,"Private",236543,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,68,"United-States","<=50K" +39,"Local-gov",43702,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,37,"United-States","<=50K" +44,"Private",335248,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",198197,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +80,"?",281768,"Assoc-acdm",12,"Married-civ-spouse","?","Husband","White","Male",0,0,4,"United-States","<=50K" +31,"Private",160594,"Assoc-acdm",12,"Never-married","Prof-specialty","Own-child","White","Male",0,0,3,"United-States","<=50K" +34,"Local-gov",231826,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"El-Salvador","<=50K" +28,"Private",188171,"Assoc-acdm",12,"Never-married","Transport-moving","Own-child","White","Male",0,0,60,"United-States","<=50K" +55,"Private",125000,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Private",166509,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +67,"Local-gov",204123,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,10,"United-States","<=50K" +53,"Self-emp-inc",220786,"Some-college",10,"Widowed","Sales","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +29,"Local-gov",152461,"Bachelors",13,"Never-married","Tech-support","Not-in-family","White","Female",0,0,42,"United-States","<=50K" +19,"Private",223669,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +51,"Private",120270,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +21,"Self-emp-not-inc",304602,"Assoc-voc",11,"Never-married","Farming-fishing","Own-child","White","Male",0,0,98,"United-States","<=50K" +54,"Private",24108,"Some-college",10,"Separated","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +41,"Private",93885,"Some-college",10,"Divorced","Sales","Unmarried","White","Female",0,0,48,"United-States","<=50K" +28,"Private",210765,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",191276,"Assoc-voc",11,"Divorced","Handlers-cleaners","Unmarried","White","Female",0,0,40,"United-States","<=50K" +82,"Self-emp-not-inc",71438,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,20,"United-States","<=50K" +23,"Private",330571,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,16,"United-States","<=50K" +40,"Local-gov",138634,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Private",112264,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +24,"Private",205865,"HS-grad",9,"Never-married","Sales","Unmarried","White","Male",0,0,45,"United-States","<=50K" +21,"Private",224640,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +27,"Private",180758,"Some-college",10,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,30,"United-States","<=50K" +29,"?",499935,"Assoc-voc",11,"Never-married","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +40,"Self-emp-not-inc",107762,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +17,"Private",214787,"12th",8,"Never-married","Adm-clerical","Own-child","White","Female",0,0,25,"United-States","<=50K" +27,"Private",211032,"1st-4th",2,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +34,"Private",208353,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +18,"Private",157273,"10th",6,"Never-married","Other-service","Other-relative","Black","Male",0,0,15,"United-States","<=50K" +39,"Private",75891,"Bachelors",13,"Divorced","Tech-support","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Self-emp-inc",177675,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,65,"United-States",">50K" +44,"Private",182370,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"?",200525,"11th",7,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +28,"Private",95566,"1st-4th",2,"Married-spouse-absent","Other-service","Own-child","Other","Female",0,0,35,"Dominican-Republic","<=50K" +30,"Private",30290,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +60,"Private",240951,"HS-grad",9,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +58,"Private",183810,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,24,"United-States","<=50K" +49,"Private",94342,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States","<=50K" +61,"Self-emp-inc",148577,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +27,"Private",103634,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +59,"Self-emp-not-inc",83542,"Assoc-acdm",12,"Divorced","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +52,"Federal-gov",76131,"Some-college",10,"Married-civ-spouse","Exec-managerial","Wife","Asian-Pac-Islander","Female",0,0,40,"United-States",">50K" +42,"Federal-gov",262402,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +27,"Private",198286,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,34,"United-States","<=50K" +41,"Self-emp-inc",145441,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +35,"?",273558,"Some-college",10,"Never-married","?","Not-in-family","Black","Male",0,0,30,"United-States","<=50K" +50,"Local-gov",117496,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,24,"United-States","<=50K" +36,"Private",128876,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"Private",199698,"HS-grad",9,"Never-married","Farming-fishing","Own-child","White","Male",0,0,45,"United-States","<=50K" +38,"Private",65390,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +46,"Private",128645,"Some-college",10,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +59,"Private",53481,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +55,"Private",92215,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +59,"Self-emp-inc",187502,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +38,"Private",242080,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,55,"United-States",">50K" +22,"Private",41837,"Some-college",10,"Never-married","Transport-moving","Own-child","White","Male",0,0,25,"United-States","<=50K" +28,"Private",291374,"12th",8,"Never-married","Sales","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +59,"Private",159008,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,56,"United-States","<=50K" +37,"Private",271013,"HS-grad",9,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",199046,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +34,"Private",164280,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"Portugal","<=50K" +55,"Private",100054,"10th",6,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +18,"Private",183824,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,30,"United-States","<=50K" +48,"Private",313925,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,30,"United-States",">50K" +48,"Private",379883,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Cuba",">50K" +70,"?",92593,"Some-college",10,"Widowed","?","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +27,"Private",189777,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",198330,"Masters",14,"Widowed","Prof-specialty","Unmarried","Black","Female",0,0,37,"United-States","<=50K" +32,"Private",127451,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,38,"United-States",">50K" +62,"?",31577,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,18,"United-States","<=50K" +18,"?",90230,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,20,"United-States","<=50K" +50,"Private",301024,"Bachelors",13,"Separated","Sales","Not-in-family","White","Male",0,0,40,"United-States",">50K" +38,"Self-emp-not-inc",175732,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,15,"United-States","<=50K" +18,"Private",218889,"9th",5,"Never-married","Other-service","Own-child","Black","Male",0,0,35,"United-States","<=50K" +46,"Private",117605,"9th",5,"Divorced","Sales","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +26,"Private",154571,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","Asian-Pac-Islander","Male",0,0,45,"United-States",">50K" +44,"Private",228057,"7th-8th",4,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"Dominican-Republic","<=50K" +32,"Private",173998,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +25,"Private",90752,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +55,"Private",51008,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +55,"Federal-gov",113398,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Male",0,0,40,"United-States","<=50K" +25,"Private",74977,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,40,"United-States","<=50K" +40,"Private",101593,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +29,"Private",228346,"Assoc-voc",11,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +60,"Private",180418,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",44489,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States","<=50K" +43,"Self-emp-not-inc",277488,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +24,"Private",103064,"HS-grad",9,"Never-married","Sales","Own-child","White","Female",0,0,55,"United-States","<=50K" +34,"Private",226872,"Bachelors",13,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Self-emp-not-inc",330416,"Some-college",10,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +24,"Private",186495,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +47,"State-gov",205712,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,38,"United-States","<=50K" +18,"Private",217743,"11th",7,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +22,"Private",239954,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Male",0,0,40,"United-States","<=50K" +49,"Self-emp-not-inc",349986,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +68,"Self-emp-not-inc",122094,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,15,"United-States","<=50K" +62,"Self-emp-not-inc",26857,"7th-8th",4,"Widowed","Farming-fishing","Other-relative","White","Female",0,0,35,"United-States","<=50K" +25,"Local-gov",192321,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +24,"Private",88095,"Some-college",10,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,24,"Mexico","<=50K" +44,"Private",144067,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,12,"?","<=50K" +32,"Private",124187,"9th",5,"Married-civ-spouse","Farming-fishing","Husband","Black","Male",0,0,40,"United-States","<=50K" +49,"Private",123681,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,43,"United-States",">50K" +68,"Private",145638,"Some-college",10,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",130513,"Assoc-acdm",12,"Never-married","Sales","Own-child","White","Female",0,0,40,"Peru","<=50K" +47,"Federal-gov",197038,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +35,"Private",189092,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +37,"Self-emp-not-inc",198841,"11th",7,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",317969,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States","<=50K" +34,"Private",111589,"10th",6,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"Jamaica","<=50K" +46,"Local-gov",267952,"Assoc-voc",11,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,36,"United-States","<=50K" +21,"Private",63899,"11th",7,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +26,"Private",473625,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","White","Female",0,0,30,"United-States","<=50K" +17,"Private",24090,"HS-grad",9,"Never-married","Exec-managerial","Own-child","White","Female",0,0,35,"United-States","<=50K" +36,"Self-emp-inc",102729,"Assoc-acdm",12,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,70,"United-States","<=50K" +33,"Private",91666,"12th",8,"Divorced","Exec-managerial","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",215873,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,40,"United-States","<=50K" +32,"Private",152109,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +24,"Private",175586,"HS-grad",9,"Never-married","Machine-op-inspct","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +37,"Private",232614,"HS-grad",9,"Divorced","Other-service","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +53,"State-gov",229465,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +43,"Local-gov",161240,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,45,"United-States",">50K" +29,"Private",358124,"HS-grad",9,"Never-married","Other-service","Other-relative","Black","Female",0,0,52,"United-States","<=50K" +47,"Private",222529,"Bachelors",13,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,65,"United-States","<=50K" +37,"Self-emp-not-inc",338320,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +23,"Private",263886,"Some-college",10,"Never-married","Sales","Not-in-family","Black","Female",0,0,20,"United-States","<=50K" +50,"Private",310774,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,35,"United-States","<=50K" +25,"Private",98155,"Some-college",10,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +40,"Private",259307,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +41,"Private",29762,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States",">50K" +32,"Private",202729,"HS-grad",9,"Married-civ-spouse","Transport-moving","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",28790,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"Private",53209,"HS-grad",9,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Local-gov",169020,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +34,"Private",127195,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Private",211731,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"Mexico","<=50K" +42,"Self-emp-not-inc",126614,"Bachelors",13,"Divorced","Exec-managerial","Not-in-family","Other","Male",0,0,30,"Iran","<=50K" +45,"Private",259463,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",228411,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +25,"Private",117827,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Federal-gov",57216,"Some-college",10,"Never-married","Adm-clerical","Own-child","Black","Male",0,0,20,"United-States","<=50K" +48,"Self-emp-inc",88564,"Some-college",10,"Divorced","Farming-fishing","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +45,"Private",172822,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,52,"United-States",">50K" +19,"Private",251579,"Some-college",10,"Never-married","Other-service","Own-child","White","Male",0,0,14,"United-States","<=50K" +31,"Private",118399,"11th",7,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Self-emp-inc",178383,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,70,"United-States","<=50K" +40,"Self-emp-not-inc",170866,"Assoc-acdm",12,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States",">50K" +60,"?",268954,"Some-college",10,"Married-civ-spouse","?","Husband","White","Male",0,0,12,"United-States",">50K" +52,"?",89951,"12th",8,"Married-civ-spouse","?","Wife","Black","Female",0,0,40,"United-States",">50K" +22,"Private",203894,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,15,"United-States","<=50K" +25,"Private",237065,"Some-college",10,"Divorced","Other-service","Own-child","Black","Male",0,0,38,"United-States","<=50K" +51,"Local-gov",108435,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,80,"United-States",">50K" +32,"Private",93213,"Assoc-acdm",12,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,62,"United-States","<=50K" +51,"Self-emp-inc",231230,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,25,"United-States","<=50K" +42,"Private",386175,"Some-college",10,"Divorced","Sales","Not-in-family","White","Male",0,0,50,"United-States",">50K" +24,"Private",223515,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +58,"?",97969,"1st-4th",2,"Married-spouse-absent","?","Unmarried","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +43,"Private",174295,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +31,"Private",60229,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +28,"Private",66095,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +26,"Private",192022,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Female",0,0,40,"United-States","<=50K" +46,"Private",45288,"Bachelors",13,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +62,"?",178764,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",99476,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +18,"Private",41973,"11th",7,"Never-married","Adm-clerical","Own-child","White","Female",0,0,5,"United-States","<=50K" +23,"Private",162228,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,48,"United-States","<=50K" +46,"Private",211226,"Assoc-acdm",12,"Married-civ-spouse","Transport-moving","Husband","Other","Male",0,0,36,"United-States","<=50K" +38,"Private",33397,"HS-grad",9,"Divorced","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +53,"Private",120839,"12th",8,"Divorced","Farming-fishing","Own-child","White","Male",0,0,40,"United-States","<=50K" +53,"Private",36327,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +50,"Private",139703,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +26,"Private",107827,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Male",0,0,25,"United-States","<=50K" +44,"Local-gov",203761,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +36,"Local-gov",114719,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +20,"Private",344394,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +35,"Private",195516,"7th-8th",4,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"Mexico","<=50K" +40,"State-gov",31627,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,20,"United-States","<=50K" +70,"Private",174032,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +57,"Private",226875,"7th-8th",4,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States","<=50K" +18,"Private",36162,"11th",7,"Never-married","Craft-repair","Own-child","White","Male",0,0,5,"United-States","<=50K" +52,"Private",294991,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +24,"?",108495,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +42,"Self-emp-inc",161532,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,60,"United-States","<=50K" +28,"Local-gov",332249,"HS-grad",9,"Separated","Transport-moving","Own-child","White","Male",0,0,45,"United-States","<=50K" +32,"Private",268147,"Assoc-voc",11,"Never-married","Tech-support","Unmarried","White","Female",0,0,60,"United-States","<=50K" +56,"Federal-gov",317847,"Bachelors",13,"Divorced","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +44,"Private",52028,"1st-4th",2,"Married-civ-spouse","Other-service","Wife","Asian-Pac-Islander","Female",0,0,40,"Vietnam","<=50K" +20,"Private",184045,"Some-college",10,"Never-married","Sales","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +32,"Private",206609,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +32,"Private",313835,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +51,"Self-emp-inc",260938,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +23,"Private",335067,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +34,"Private",331126,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Male",0,0,30,"United-States","<=50K" +53,"Private",156612,"12th",8,"Divorced","Transport-moving","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",188436,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,45,"United-States","<=50K" +60,"Private",227468,"Some-college",10,"Widowed","Protective-serv","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +55,"Private",183580,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,38,"United-States","<=50K" +57,"Self-emp-not-inc",50990,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,30,"United-States","<=50K" +59,"Private",384246,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +26,"?",375313,"Some-college",10,"Never-married","?","Own-child","Asian-Pac-Islander","Male",0,0,40,"Philippines","<=50K" +49,"Private",93639,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,43,"United-States","<=50K" +45,"Private",30289,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Self-emp-inc",124950,"Bachelors",13,"Never-married","Sales","Own-child","White","Female",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",126675,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,60,"United-States",">50K" +21,"Private",145964,"12th",8,"Never-married","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",345712,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"?",97474,"HS-grad",9,"Never-married","?","Own-child","White","Female",0,0,20,"United-States","<=50K" +37,"Private",180342,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +19,"Private",167087,"HS-grad",9,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +65,"?",192825,"7th-8th",4,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +30,"Private",318749,"Assoc-voc",11,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,35,"Germany","<=50K" +27,"?",147638,"Masters",14,"Never-married","?","Not-in-family","Other","Female",0,0,40,"Japan","<=50K" +59,"Federal-gov",293971,"Some-college",10,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States",">50K" +32,"Private",229566,"Assoc-voc",11,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,60,"United-States",">50K" +25,"Private",242464,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",111067,"Bachelors",13,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,80,"United-States",">50K" +21,"?",155697,"9th",5,"Never-married","?","Own-child","White","Male",0,0,42,"United-States","<=50K" +49,"Local-gov",106554,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,40,"United-States",">50K" +49,"Private",23776,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"?",43909,"HS-grad",9,"Divorced","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +48,"Private",105808,"9th",5,"Widowed","Transport-moving","Unmarried","White","Male",0,0,40,"United-States",">50K" +42,"Private",169995,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States","<=50K" +53,"Private",141388,"11th",7,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Self-emp-not-inc",241431,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +21,"?",78374,"HS-grad",9,"Never-married","?","Other-relative","Asian-Pac-Islander","Female",0,0,24,"United-States","<=50K" +54,"Self-emp-not-inc",158948,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,15,"United-States","<=50K" +34,"Private",272411,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +62,"?",263374,"Assoc-voc",11,"Married-civ-spouse","?","Husband","White","Male",0,0,40,"Canada","<=50K" +30,"Private",190228,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",126060,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +25,"Private",391192,"Assoc-voc",11,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +26,"Private",214069,"HS-grad",9,"Separated","Farming-fishing","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +55,"Private",118993,"Some-college",10,"Separated","Exec-managerial","Unmarried","White","Female",0,0,10,"United-States","<=50K" +26,"Private",245880,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,40,"United-States","<=50K" +45,"Private",174794,"Bachelors",13,"Separated","Prof-specialty","Unmarried","White","Female",0,0,56,"Germany","<=50K" +61,"Local-gov",153408,"Masters",14,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States",">50K" +34,"?",330301,"7th-8th",4,"Separated","?","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +26,"Private",385278,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Black","Male",0,0,60,"United-States","<=50K" +44,"Federal-gov",38434,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +45,"Self-emp-not-inc",111679,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,30,"United-States","<=50K" +55,"Private",168956,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",86143,"Some-college",10,"Never-married","Other-service","Other-relative","Asian-Pac-Islander","Male",0,0,30,"United-States","<=50K" +48,"Private",99835,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +33,"Private",263561,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,60,"United-States","<=50K" +44,"Private",118536,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +32,"Self-emp-inc",209691,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"Canada","<=50K" +54,"Private",123374,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +40,"Private",137225,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +29,"Private",119359,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Wife","Asian-Pac-Islander","Female",0,0,10,"China",">50K" +56,"Private",134153,"10th",6,"Married-civ-spouse","Adm-clerical","Husband","Black","Male",0,0,40,"United-States","<=50K" +47,"Private",121124,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",147655,"Some-college",10,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +46,"Private",165138,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Federal-gov",312017,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +37,"Private",272950,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",259323,"HS-grad",9,"Divorced","Craft-repair","Unmarried","White","Male",0,0,40,"United-States","<=50K" +21,"Private",119156,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,40,"United-States","<=50K" +55,"Private",165881,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +23,"State-gov",136075,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +50,"Private",187465,"11th",7,"Divorced","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +44,"Private",328561,"Assoc-voc",11,"Married-civ-spouse","Adm-clerical","Other-relative","White","Female",0,0,20,"United-States","<=50K" +48,"Private",350440,"Some-college",10,"Married-civ-spouse","Craft-repair","Other-relative","Asian-Pac-Islander","Male",0,0,40,"Cambodia",">50K" +38,"Self-emp-not-inc",109133,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,70,"United-States",">50K" +39,"Private",86643,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +52,"Federal-gov",154521,"HS-grad",9,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,44,"United-States",">50K" +63,"Private",45912,"HS-grad",9,"Widowed","Other-service","Other-relative","White","Female",0,0,40,"United-States","<=50K" +37,"Private",338033,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +26,"State-gov",158963,"Masters",14,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",119964,"HS-grad",9,"Never-married","Craft-repair","Other-relative","White","Female",0,0,15,"United-States","<=50K" +34,"Private",193344,"Some-college",10,"Never-married","Adm-clerical","Unmarried","White","Female",0,0,40,"Germany","<=50K" +29,"Local-gov",45554,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +33,"Private",249716,"HS-grad",9,"Never-married","Tech-support","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +53,"Private",58985,"Some-college",10,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,24,"United-States","<=50K" +24,"Private",456367,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +39,"Private",117381,"Some-college",10,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +31,"Private",226443,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",364342,"Assoc-voc",11,"Never-married","Sales","Not-in-family","Black","Female",0,0,25,"United-States","<=50K" +42,"Local-gov",101593,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,42,"United-States","<=50K" +23,"Private",267471,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,25,"United-States","<=50K" +22,"Private",186849,"11th",7,"Divorced","Sales","Own-child","White","Male",0,0,50,"United-States","<=50K" +65,"Private",174603,"5th-6th",3,"Widowed","Machine-op-inspct","Not-in-family","White","Female",0,0,10,"Italy","<=50K" +34,"Private",115040,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,44,"United-States","<=50K" +45,"Self-emp-not-inc",49595,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,80,"United-States","<=50K" +19,"Private",127491,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +23,"Private",122272,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,20,"United-States","<=50K" +37,"Private",143771,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +59,"Private",91384,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",135874,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +51,"Private",172493,"Some-college",10,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,12,"United-States","<=50K" +42,"Local-gov",189956,"Bachelors",13,"Divorced","Prof-specialty","Unmarried","Black","Female",0,0,30,"United-States","<=50K" +35,"Private",106967,"Masters",14,"Never-married","Sales","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +20,"Private",200153,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,38,"United-States","<=50K" +41,"Private",151736,"10th",6,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +40,"Private",67852,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +36,"Private",54229,"Assoc-acdm",12,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,37,"United-States","<=50K" +34,"Self-emp-inc",154120,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States",">50K" +44,"Self-emp-not-inc",157217,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,42,"United-States","<=50K" +31,"Federal-gov",381645,"Bachelors",13,"Separated","Prof-specialty","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +41,"Local-gov",160785,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",133584,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +43,"Private",170230,"Masters",14,"Never-married","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +19,"Private",128363,"Some-college",10,"Never-married","Sales","Own-child","White","Female",0,0,30,"United-States","<=50K" +43,"Local-gov",163434,"Bachelors",13,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,55,"United-States",">50K" +50,"Private",195690,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,45,"United-States","<=50K" +44,"Self-emp-inc",138991,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +46,"Private",118419,"HS-grad",9,"Divorced","Machine-op-inspct","Unmarried","White","Male",0,0,38,"United-States","<=50K" +52,"Self-emp-not-inc",185407,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +52,"Self-emp-not-inc",283079,"HS-grad",9,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +18,"Private",119655,"12th",8,"Never-married","Adm-clerical","Own-child","White","Female",0,0,12,"United-States","<=50K" +29,"Private",153416,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States","<=50K" +19,"?",204868,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,36,"United-States","<=50K" +34,"Private",220362,"Bachelors",13,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +23,"Local-gov",203078,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","Black","Male",0,0,40,"United-States","<=50K" +64,"State-gov",104361,"Some-college",10,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,65,"United-States","<=50K" +68,"Private",274096,"10th",6,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +42,"State-gov",455553,"HS-grad",9,"Never-married","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",112283,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,60,"United-States",">50K" +41,"Self-emp-inc",64506,"HS-grad",9,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States","<=50K" +22,"State-gov",24395,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States","<=50K" +27,"Private",100669,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","Asian-Pac-Islander","Male",0,0,40,"Philippines",">50K" +25,"Private",178025,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +49,"?",113913,"HS-grad",9,"Married-civ-spouse","?","Wife","White","Female",0,0,60,"United-States","<=50K" +28,"Private",55191,"Assoc-acdm",12,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +23,"Local-gov",162551,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Asian-Pac-Islander","Female",0,0,35,"China","<=50K" +19,"Private",693066,"12th",8,"Never-married","Other-service","Own-child","White","Female",0,0,15,"United-States","<=50K" +72,"?",96867,"5th-6th",3,"Widowed","?","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",256362,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +53,"Private",539864,"Some-college",10,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,20,"United-States","<=50K" +35,"Private",241153,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",284395,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +18,"Private",180039,"12th",8,"Never-married","Sales","Own-child","White","Female",0,0,20,"United-States","<=50K" +45,"Private",178416,"Assoc-voc",11,"Divorced","Handlers-cleaners","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",175710,"Bachelors",13,"Never-married","Adm-clerical","Not-in-family","White","Female",0,0,30,"?","<=50K" +22,"Local-gov",164775,"5th-6th",3,"Never-married","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Guatemala",">50K" +55,"Private",176897,"Some-college",10,"Divorced","Tech-support","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +22,"Private",193090,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +28,"Private",175262,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +19,"Private",109928,"11th",7,"Never-married","Sales","Own-child","Black","Female",0,0,35,"United-States","<=50K" +50,"Private",177896,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States",">50K" +31,"Private",181372,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,35,"United-States","<=50K" +40,"Private",70645,"Preschool",1,"Never-married","Other-service","Not-in-family","White","Female",0,0,20,"United-States","<=50K" +51,"Private",128272,"9th",5,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +56,"Private",106723,"HS-grad",9,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +21,"Private",122348,"Some-college",10,"Never-married","Tech-support","Own-child","White","Female",0,0,35,"United-States","<=50K" +22,"Private",254547,"Some-college",10,"Never-married","Exec-managerial","Unmarried","Black","Female",0,0,40,"Jamaica","<=50K" +44,"Private",33105,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +30,"Private",215441,"Some-college",10,"Never-married","Adm-clerical","Not-in-family","Other","Male",0,0,40,"?","<=50K" +44,"Local-gov",197919,"Some-college",10,"Divorced","Other-service","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",206139,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States",">50K" +47,"Private",117849,"Assoc-acdm",12,"Divorced","Sales","Own-child","White","Male",0,0,44,"United-States","<=50K" +26,"Private",323044,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"Germany",">50K" +34,"Private",90415,"Assoc-voc",11,"Never-married","Tech-support","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +36,"Private",127573,"HS-grad",9,"Separated","Adm-clerical","Not-in-family","White","Female",0,0,38,"United-States","<=50K" +21,"Private",180190,"Assoc-voc",11,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,46,"United-States","<=50K" +45,"State-gov",231013,"Bachelors",13,"Divorced","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +33,"Private",356015,"HS-grad",9,"Separated","Craft-repair","Not-in-family","Amer-Indian-Eskimo","Male",0,0,35,"Hong","<=50K" +33,"Private",198069,"HS-grad",9,"Never-married","Machine-op-inspct","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +58,"Self-emp-not-inc",99141,"HS-grad",9,"Divorced","Farming-fishing","Unmarried","White","Female",0,0,10,"United-States","<=50K" +31,"Private",188246,"Assoc-acdm",12,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States",">50K" +32,"Self-emp-not-inc",116508,"Some-college",10,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,50,"United-States",">50K" +44,"Federal-gov",38434,"Bachelors",13,"Widowed","Exec-managerial","Unmarried","White","Female",0,0,40,"United-States",">50K" +24,"Private",128477,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +49,"Private",185041,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Self-emp-not-inc",103925,"Bachelors",13,"Married-civ-spouse","Sales","Wife","White","Female",0,0,50,"United-States","<=50K" +42,"Self-emp-not-inc",34037,"Bachelors",13,"Never-married","Farming-fishing","Own-child","White","Male",0,0,35,"United-States","<=50K" +19,"Private",57145,"HS-grad",9,"Never-married","Other-service","Own-child","White","Female",0,0,25,"United-States","<=50K" +41,"Private",182108,"Doctorate",16,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States",">50K" +51,"Self-emp-inc",213296,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,30,"United-States","<=50K" +51,"Self-emp-inc",28765,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +63,"Private",37792,"10th",6,"Widowed","Other-service","Not-in-family","White","Female",0,0,31,"United-States","<=50K" +39,"Federal-gov",232036,"Some-college",10,"Married-civ-spouse","Adm-clerical","Husband","White","Male",0,0,40,"United-States",">50K" +30,"Private",33678,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +62,"Without-pay",159908,"Some-college",10,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,16,"United-States","<=50K" +27,"Private",176761,"HS-grad",9,"Never-married","Craft-repair","Other-relative","Other","Male",0,0,40,"Nicaragua","<=50K" +37,"Local-gov",180342,"Bachelors",13,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States",">50K" +42,"Private",204235,"HS-grad",9,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",249720,"Assoc-voc",11,"Married-spouse-absent","Sales","Unmarried","Black","Female",0,0,32,"United-States","<=50K" +42,"Local-gov",201495,"Some-college",10,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,72,"United-States",">50K" +38,"Private",447346,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,36,"United-States",">50K" +24,"Private",206008,"Assoc-acdm",12,"Never-married","Prof-specialty","Own-child","Black","Male",0,0,20,"United-States","<=50K" +34,"Private",286020,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,45,"United-States","<=50K" +20,"?",99891,"Some-college",10,"Never-married","?","Own-child","White","Female",0,0,30,"United-States","<=50K" +29,"Local-gov",169544,"Some-college",10,"Never-married","Protective-serv","Own-child","White","Male",0,0,48,"United-States","<=50K" +90,"Private",313749,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,25,"United-States","<=50K" +55,"Private",89182,"12th",8,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"Italy","<=50K" +36,"Private",258102,"HS-grad",9,"Never-married","Handlers-cleaners","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +49,"Private",255466,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,60,"United-States","<=50K" +50,"Private",38795,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +17,"Private",311907,"11th",7,"Never-married","Other-service","Own-child","White","Male",0,0,25,"United-States","<=50K" +54,"Private",171924,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States","<=50K" +26,"Private",164488,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,10,"United-States","<=50K" +44,"Private",297991,"Assoc-acdm",12,"Never-married","Exec-managerial","Not-in-family","Asian-Pac-Islander","Female",0,0,50,"United-States","<=50K" +28,"Private",478315,"Bachelors",13,"Never-married","Prof-specialty","Own-child","Black","Female",0,0,40,"United-States","<=50K" +54,"Local-gov",34832,"Doctorate",16,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +21,"Private",67804,"9th",5,"Never-married","Machine-op-inspct","Own-child","Black","Male",0,0,20,"United-States","<=50K" +24,"Private",34568,"Assoc-voc",11,"Never-married","Transport-moving","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",47151,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,56,"United-States","<=50K" +59,"?",120617,"Some-college",10,"Never-married","?","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",318046,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,48,"United-States",">50K" +29,"Private",363963,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +50,"Private",92811,"Bachelors",13,"Married-civ-spouse","Tech-support","Husband","White","Male",0,0,40,"United-States","<=50K" +32,"Private",33678,"Some-college",10,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,50,"United-States",">50K" +42,"Private",66118,"Some-college",10,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +47,"Private",160474,"HS-grad",9,"Married-civ-spouse","Exec-managerial","Wife","White","Female",0,0,30,"United-States",">50K" +44,"Private",159960,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +49,"Private",242987,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"Columbia","<=50K" +61,"Private",232719,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +45,"Local-gov",162187,"HS-grad",9,"Married-civ-spouse","Protective-serv","Husband","White","Male",0,0,40,"United-States",">50K" +59,"Private",207391,"HS-grad",9,"Divorced","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +30,"Never-worked",176673,"HS-grad",9,"Married-civ-spouse","?","Wife","Black","Female",0,0,40,"United-States","<=50K" +34,"Private",356882,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +24,"Private",427686,"1st-4th",2,"Married-civ-spouse","Handlers-cleaners","Other-relative","White","Male",0,0,40,"Mexico","<=50K" +36,"Private",43712,"10th",6,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +21,"?",205939,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +34,"Private",346034,"12th",8,"Married-spouse-absent","Handlers-cleaners","Unmarried","White","Male",0,0,35,"Mexico","<=50K" +41,"Private",144460,"Some-college",10,"Divorced","Machine-op-inspct","Own-child","White","Male",0,0,40,"Italy","<=50K" +18,"Never-worked",153663,"Some-college",10,"Never-married","?","Own-child","White","Male",0,0,4,"United-States","<=50K" +26,"Private",262617,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +23,"Federal-gov",173851,"HS-grad",9,"Never-married","Armed-Forces","Not-in-family","White","Male",0,0,8,"United-States","<=50K" +63,"?",126540,"Some-college",10,"Divorced","?","Not-in-family","White","Female",0,0,5,"United-States","<=50K" +34,"Private",117963,"Bachelors",13,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States",">50K" +54,"Private",219737,"HS-grad",9,"Widowed","Sales","Not-in-family","White","Female",0,0,37,"United-States","<=50K" +37,"Private",328466,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,72,"Mexico","<=50K" +54,"State-gov",138852,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Local-gov",195532,"Some-college",10,"Never-married","Protective-serv","Other-relative","White","Female",0,0,43,"United-States","<=50K" +32,"Private",188246,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +42,"State-gov",138162,"Some-college",10,"Divorced","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"State-gov",110714,"Some-college",10,"Never-married","Other-service","Own-child","White","Female",0,0,37,"United-States","<=50K" +48,"Private",123075,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"United-States",">50K" +28,"Private",330466,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,40,"Hong","<=50K" +31,"Private",254304,"10th",6,"Divorced","Craft-repair","Not-in-family","White","Male",0,0,38,"United-States","<=50K" +28,"Private",435842,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States","<=50K" +24,"Private",118657,"12th",8,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",278188,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +26,"Private",233777,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,72,"Mexico","<=50K" +37,"Self-emp-inc",328466,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,50,"United-States",">50K" +24,"Private",176580,"5th-6th",3,"Married-spouse-absent","Farming-fishing","Not-in-family","White","Male",0,0,40,"Mexico","<=50K" +18,"?",156608,"11th",7,"Never-married","?","Own-child","White","Female",0,0,25,"United-States","<=50K" +32,"Private",172415,"HS-grad",9,"Never-married","Other-service","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +23,"Private",194951,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","Asian-Pac-Islander","Male",0,0,55,"Ireland","<=50K" +33,"Local-gov",318921,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Female",0,0,35,"United-States","<=50K" +49,"Private",189462,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +75,"Self-emp-not-inc",192813,"Masters",14,"Widowed","Sales","Not-in-family","White","Male",0,0,45,"United-States","<=50K" +26,"Private",156805,"Some-college",10,"Married-civ-spouse","Machine-op-inspct","Husband","Black","Male",0,0,40,"United-States","<=50K" +66,"?",93318,"HS-grad",9,"Widowed","?","Unmarried","White","Female",0,0,40,"United-States","<=50K" +34,"Private",121966,"Bachelors",13,"Married-spouse-absent","Adm-clerical","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +18,"Private",347336,"12th",8,"Never-married","Other-service","Own-child","White","Male",0,0,12,"United-States","<=50K" +33,"Private",205950,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +36,"State-gov",212143,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States",">50K" +44,"Private",187821,"Bachelors",13,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,55,"United-States","<=50K" +36,"Private",250807,"11th",7,"Never-married","Craft-repair","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +53,"Private",291755,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +60,"Private",36077,"7th-8th",4,"Married-spouse-absent","Machine-op-inspct","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +28,"Private",119793,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"Portugal","<=50K" +36,"Private",184655,"10th",6,"Divorced","Transport-moving","Unmarried","White","Male",0,0,48,"United-States","<=50K" +45,"Self-emp-not-inc",204405,"Assoc-voc",11,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,20,"United-States","<=50K" +23,"Private",133355,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,15,"United-States","<=50K" +35,"Private",89559,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,55,"United-States","<=50K" +34,"Private",115066,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,42,"United-States",">50K" +46,"Private",139514,"Preschool",1,"Married-civ-spouse","Machine-op-inspct","Other-relative","Black","Male",0,0,75,"Dominican-Republic","<=50K" +58,"State-gov",200316,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Local-gov",166502,"Masters",14,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +63,"Private",226422,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +41,"Self-emp-not-inc",251305,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",190482,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,76,"United-States","<=50K" +42,"Private",248356,"HS-grad",9,"Never-married","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +41,"Private",220460,"HS-grad",9,"Never-married","Sales","Own-child","White","Male",0,0,40,"United-States","<=50K" +22,"Private",174043,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +49,"Self-emp-not-inc",111959,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"Scotland",">50K" +51,"Private",40641,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,60,"United-States",">50K" +22,"Private",205940,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +23,"Private",265077,"Assoc-voc",11,"Never-married","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +59,"Private",395736,"HS-grad",9,"Married-civ-spouse","Handlers-cleaners","Husband","White","Male",0,0,40,"United-States",">50K" +40,"Private",306225,"HS-grad",9,"Divorced","Craft-repair","Not-in-family","Asian-Pac-Islander","Female",0,0,40,"Japan","<=50K" +28,"Private",180299,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,70,"United-States","<=50K" +39,"Private",214896,"HS-grad",9,"Separated","Other-service","Not-in-family","White","Female",0,0,40,"El-Salvador","<=50K" +25,"Private",273792,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,37,"United-States","<=50K" +48,"State-gov",224474,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +62,"Private",271431,"9th",5,"Married-civ-spouse","Other-service","Husband","Black","Male",0,0,42,"United-States","<=50K" +44,"Local-gov",150171,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +28,"Federal-gov",381789,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +62,"Private",170984,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,45,"United-States","<=50K" +32,"Private",108256,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +59,"Federal-gov",23789,"HS-grad",9,"Married-civ-spouse","Sales","Wife","White","Female",0,0,40,"United-States",">50K" +20,"Private",176321,"Some-college",10,"Never-married","Adm-clerical","Other-relative","White","Female",0,0,20,"United-States","<=50K" +47,"Private",248059,"Some-college",10,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,47,"United-States",">50K" +60,"Private",56248,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +55,"Private",199763,"HS-grad",9,"Separated","Protective-serv","Not-in-family","White","Male",0,0,81,"United-States","<=50K" +18,"Private",200047,"12th",8,"Never-married","Adm-clerical","Own-child","White","Male",0,0,35,"United-States","<=50K" +31,"Self-emp-not-inc",156033,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Male",0,0,35,"United-States","<=50K" +22,"Private",173736,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +56,"Private",135458,"HS-grad",9,"Divorced","Tech-support","Not-in-family","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",185660,"HS-grad",9,"Separated","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +24,"Private",222005,"HS-grad",9,"Never-married","Other-service","Other-relative","White","Male",0,0,30,"United-States","<=50K" +52,"Local-gov",143533,"7th-8th",4,"Never-married","Other-service","Other-relative","Black","Female",0,0,40,"United-States","<=50K" +42,"Private",288154,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,89,"United-States",">50K" +48,"Private",325372,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Portugal","<=50K" +35,"Private",379959,"HS-grad",9,"Divorced","Other-service","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +33,"Private",168387,"11th",7,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +20,"Private",234640,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +33,"Private",232475,"Some-college",10,"Never-married","Sales","Own-child","White","Male",0,0,45,"United-States","<=50K" +30,"Private",205152,"Bachelors",13,"Never-married","Sales","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +31,"Private",112115,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +29,"Private",183854,"HS-grad",9,"Never-married","Sales","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +26,"Private",164386,"HS-grad",9,"Never-married","Craft-repair","Own-child","White","Male",0,0,48,"United-States","<=50K" +61,"Private",149620,"Some-college",10,"Divorced","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +45,"Private",199590,"5th-6th",3,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"?","<=50K" +29,"Private",83742,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,45,"United-States","<=50K" +57,"Self-emp-not-inc",65080,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States",">50K" +20,"Private",227778,"Some-college",10,"Never-married","Sales","Not-in-family","White","Female",0,0,56,"United-States","<=50K" +26,"Private",48280,"Bachelors",13,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Private",66304,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,55,"United-States",">50K" +23,"Private",45834,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +31,"Private",298995,"HS-grad",9,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,35,"United-States","<=50K" +47,"Private",161950,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +61,"Private",98776,"11th",7,"Widowed","Handlers-cleaners","Not-in-family","White","Female",0,0,30,"United-States","<=50K" +35,"Private",102268,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States","<=50K" +23,"Private",180771,"1st-4th",2,"Married-civ-spouse","Machine-op-inspct","Wife","Amer-Indian-Eskimo","Female",0,0,35,"Mexico","<=50K" +20,"?",203992,"HS-grad",9,"Never-married","?","Own-child","White","Male",0,0,40,"United-States","<=50K" +41,"Private",206878,"HS-grad",9,"Divorced","Other-service","Unmarried","White","Female",0,0,32,"United-States","<=50K" +39,"Federal-gov",110622,"Bachelors",13,"Married-civ-spouse","Adm-clerical","Wife","Asian-Pac-Islander","Female",0,0,40,"Philippines","<=50K" +51,"Local-gov",203334,"Doctorate",16,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,45,"United-States",">50K" +61,"Self-emp-not-inc",50483,"7th-8th",4,"Married-civ-spouse","Farming-fishing","Husband","White","Male",0,0,56,"United-States","<=50K" +51,"Private",274502,"7th-8th",4,"Divorced","Machine-op-inspct","Not-in-family","White","Female",0,0,48,"United-States","<=50K" +36,"Private",208068,"Preschool",1,"Divorced","Other-service","Not-in-family","Other","Male",0,0,72,"Mexico","<=50K" +41,"Self-emp-not-inc",168098,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +25,"Private",175128,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +37,"Private",40955,"Prof-school",15,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States",">50K" +19,"Private",60890,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,49,"United-States","<=50K" +66,"Self-emp-not-inc",102686,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,20,"United-States",">50K" +23,"Private",190273,"Bachelors",13,"Never-married","Prof-specialty","Own-child","White","Male",0,0,40,"United-States","<=50K" +30,"Self-emp-not-inc",176185,"Some-college",10,"Married-spouse-absent","Craft-repair","Own-child","White","Male",0,0,60,"United-States",">50K" +25,"Private",390657,"Some-college",10,"Never-married","Other-service","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +51,"Private",101432,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +53,"Private",158993,"HS-grad",9,"Widowed","Machine-op-inspct","Unmarried","Black","Female",0,0,38,"United-States","<=50K" +17,"Private",117798,"10th",6,"Never-married","Other-service","Own-child","White","Male",0,0,20,"United-States","<=50K" +61,"Private",137554,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +44,"Self-emp-inc",71556,"Masters",14,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"?",">50K" +38,"Private",257416,"9th",5,"Married-civ-spouse","Transport-moving","Husband","Black","Male",0,0,40,"United-States","<=50K" +40,"Private",195617,"Some-college",10,"Separated","Exec-managerial","Unmarried","White","Female",0,0,20,"United-States","<=50K" +32,"Private",236318,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,32,"United-States","<=50K" +46,"Private",42251,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States",">50K" +50,"Private",257933,"Some-college",10,"Divorced","Adm-clerical","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +36,"Self-emp-not-inc",109133,"Bachelors",13,"Married-civ-spouse","Sales","Husband","White","Male",0,0,50,"United-States",">50K" +30,"Self-emp-not-inc",261943,"11th",7,"Married-spouse-absent","Craft-repair","Not-in-family","White","Male",0,0,30,"Honduras","<=50K" +33,"Private",139057,"Masters",14,"Married-civ-spouse","Tech-support","Husband","Asian-Pac-Islander","Male",0,0,50,"United-States",">50K" +85,"Private",98611,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,3,"Poland","<=50K" +62,"Private",128092,"HS-grad",9,"Widowed","Adm-clerical","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +24,"Private",284317,"Bachelors",13,"Never-married","Machine-op-inspct","Not-in-family","White","Female",0,0,32,"United-States","<=50K" +58,"Local-gov",223214,"HS-grad",9,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Self-emp-inc",173664,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,45,"United-States",">50K" +66,"Private",269665,"HS-grad",9,"Widowed","Exec-managerial","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +55,"Private",199713,"9th",5,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,48,"United-States","<=50K" +39,"Self-emp-not-inc",193689,"HS-grad",9,"Never-married","Exec-managerial","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +58,"Self-emp-inc",181974,"Doctorate",16,"Never-married","Prof-specialty","Not-in-family","White","Female",0,0,99,"?","<=50K" +50,"Private",485710,"Doctorate",16,"Divorced","Prof-specialty","Not-in-family","White","Female",0,0,50,"United-States","<=50K" +28,"Private",185647,"Some-college",10,"Divorced","Handlers-cleaners","Not-in-family","White","Male",0,0,50,"United-States","<=50K" +34,"Private",30673,"Masters",14,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,55,"United-States","<=50K" +36,"Private",186819,"Assoc-acdm",12,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,52,"United-States",">50K" +22,"Private",67234,"HS-grad",9,"Never-married","Handlers-cleaners","Unmarried","White","Male",0,0,45,"United-States","<=50K" +35,"Private",30673,"12th",8,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,84,"United-States","<=50K" +49,"?",114648,"12th",8,"Divorced","?","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +21,"Private",182117,"Assoc-acdm",12,"Never-married","Other-service","Own-child","White","Male",0,0,40,"United-States","<=50K" +64,"State-gov",222966,"7th-8th",4,"Married-civ-spouse","Other-service","Wife","Black","Female",0,0,40,"United-States","<=50K" +41,"Private",201495,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +52,"Private",301229,"Assoc-voc",11,"Separated","Sales","Unmarried","White","Female",0,0,40,"United-States","<=50K" +32,"Private",157747,"Some-college",10,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +27,"Private",155382,"Some-college",10,"Never-married","Other-service","Not-in-family","White","Female",0,0,25,"United-States","<=50K" +48,"Private",268083,"Some-college",10,"Divorced","Exec-managerial","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +28,"Private",113987,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +24,"Private",216984,"Some-college",10,"Married-civ-spouse","Other-service","Own-child","Asian-Pac-Islander","Female",0,0,35,"United-States","<=50K" +51,"Private",177669,"Some-college",10,"Married-civ-spouse","Sales","Husband","White","Male",0,0,60,"United-States","<=50K" +32,"Private",164190,"Some-college",10,"Never-married","Exec-managerial","Own-child","White","Male",0,0,40,"United-States","<=50K" +61,"Private",355645,"HS-grad",9,"Married-civ-spouse","Sales","Husband","Black","Male",0,0,40,"United-States","<=50K" +60,"?",134152,"9th",5,"Divorced","?","Not-in-family","Black","Male",0,0,35,"United-States","<=50K" +33,"Private",63079,"HS-grad",9,"Divorced","Adm-clerical","Unmarried","Black","Female",0,0,40,"United-States","<=50K" +42,"Self-emp-not-inc",217597,"HS-grad",9,"Divorced","Sales","Own-child","White","Male",0,0,50,"?","<=50K" +24,"Private",381895,"11th",7,"Divorced","Machine-op-inspct","Unmarried","White","Female",0,0,40,"United-States","<=50K" +82,"?",403910,"HS-grad",9,"Never-married","?","Not-in-family","White","Male",0,0,3,"United-States","<=50K" +26,"Private",179010,"Some-college",10,"Never-married","Craft-repair","Not-in-family","White","Male",0,0,65,"United-States","<=50K" +18,"Private",436163,"11th",7,"Never-married","Prof-specialty","Own-child","White","Male",0,0,20,"United-States","<=50K" +34,"Private",321709,"HS-grad",9,"Never-married","Other-service","Not-in-family","White","Female",0,0,28,"United-States","<=50K" +57,"Private",153918,"HS-grad",9,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +25,"Private",403788,"HS-grad",9,"Never-married","Craft-repair","Other-relative","Black","Male",0,0,40,"United-States","<=50K" +71,"Private",138145,"9th",5,"Married-civ-spouse","Other-service","Husband","White","Male",0,0,40,"United-States","<=50K" +35,"Local-gov",79649,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,50,"United-States","<=50K" +47,"Private",312088,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +50,"Private",208630,"Masters",14,"Divorced","Sales","Not-in-family","White","Female",0,0,50,"United-States",">50K" +33,"Private",182401,"10th",6,"Never-married","Adm-clerical","Not-in-family","Black","Male",0,0,40,"United-States","<=50K" +38,"Private",32916,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,55,"United-States",">50K" +50,"Private",302372,"Bachelors",13,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,40,"United-States","<=50K" +45,"Private",155093,"10th",6,"Divorced","Other-service","Not-in-family","Black","Female",0,0,38,"Dominican-Republic","<=50K" +32,"Private",192965,"HS-grad",9,"Separated","Sales","Not-in-family","White","Female",0,0,45,"United-States","<=50K" +39,"Private",107302,"HS-grad",9,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,45,"?",">50K" +25,"Local-gov",514716,"Bachelors",13,"Never-married","Adm-clerical","Own-child","Black","Female",0,0,40,"United-States","<=50K" +20,"Private",270436,"HS-grad",9,"Never-married","Machine-op-inspct","Own-child","White","Male",0,0,40,"United-States","<=50K" +46,"Private",42972,"Masters",14,"Married-civ-spouse","Prof-specialty","Wife","White","Female",0,0,22,"United-States",">50K" +40,"Private",142657,"Assoc-voc",11,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,45,"United-States","<=50K" +30,"Private",176175,"Assoc-voc",11,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,24,"United-States","<=50K" +36,"Private",131459,"7th-8th",4,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,40,"United-States","<=50K" +46,"Private",364548,"Some-college",10,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,48,"United-States",">50K" +27,"Private",177398,"HS-grad",9,"Never-married","Other-service","Unmarried","White","Female",0,0,64,"United-States","<=50K" +33,"Private",273243,"HS-grad",9,"Married-civ-spouse","Craft-repair","Husband","Black","Male",0,0,40,"United-States","<=50K" +58,"Private",147707,"11th",7,"Married-civ-spouse","Sales","Husband","White","Male",0,0,40,"United-States","<=50K" +30,"Private",77266,"HS-grad",9,"Divorced","Transport-moving","Not-in-family","White","Male",0,0,55,"United-States","<=50K" +26,"Private",191648,"Assoc-acdm",12,"Never-married","Machine-op-inspct","Other-relative","White","Female",0,0,15,"United-States","<=50K" +81,"?",120478,"Assoc-voc",11,"Divorced","?","Unmarried","White","Female",0,0,1,"?","<=50K" +32,"Private",211349,"10th",6,"Married-civ-spouse","Transport-moving","Husband","White","Male",0,0,40,"United-States","<=50K" +22,"Private",203715,"Some-college",10,"Never-married","Adm-clerical","Own-child","White","Male",0,0,40,"United-States","<=50K" +31,"Private",292592,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Wife","White","Female",0,0,40,"United-States","<=50K" +29,"Private",125976,"HS-grad",9,"Separated","Sales","Unmarried","White","Female",0,0,35,"United-States","<=50K" +35,"?",320084,"Bachelors",13,"Married-civ-spouse","?","Wife","White","Female",0,0,55,"United-States",">50K" +30,"?",33811,"Bachelors",13,"Never-married","?","Not-in-family","Asian-Pac-Islander","Female",0,0,99,"United-States","<=50K" +34,"Private",204461,"Doctorate",16,"Married-civ-spouse","Prof-specialty","Husband","White","Male",0,0,60,"United-States",">50K" +54,"Private",337992,"Bachelors",13,"Married-civ-spouse","Exec-managerial","Husband","Asian-Pac-Islander","Male",0,0,50,"Japan",">50K" +37,"Private",179137,"Some-college",10,"Divorced","Adm-clerical","Unmarried","White","Female",0,0,39,"United-States","<=50K" +22,"Private",325033,"12th",8,"Never-married","Protective-serv","Own-child","Black","Male",0,0,35,"United-States","<=50K" +34,"Private",160216,"Bachelors",13,"Never-married","Exec-managerial","Not-in-family","White","Female",0,0,55,"United-States",">50K" +30,"Private",345898,"HS-grad",9,"Never-married","Craft-repair","Not-in-family","Black","Male",0,0,46,"United-States","<=50K" +71,"?",287372,"Doctorate",16,"Married-civ-spouse","?","Husband","White","Male",0,0,10,"United-States",">50K" +45,"State-gov",252208,"HS-grad",9,"Separated","Adm-clerical","Own-child","White","Female",0,0,40,"United-States","<=50K" +41,"?",202822,"HS-grad",9,"Separated","?","Not-in-family","Black","Female",0,0,32,"United-States","<=50K" +72,"?",129912,"HS-grad",9,"Married-civ-spouse","?","Husband","White","Male",0,0,25,"United-States","<=50K" +45,"Local-gov",119199,"Assoc-acdm",12,"Divorced","Prof-specialty","Unmarried","White","Female",0,0,48,"United-States","<=50K" +31,"Private",199655,"Masters",14,"Divorced","Other-service","Not-in-family","Other","Female",0,0,30,"United-States","<=50K" +39,"Local-gov",111499,"Assoc-acdm",12,"Married-civ-spouse","Adm-clerical","Wife","White","Female",0,0,20,"United-States",">50K" +37,"Private",198216,"Assoc-acdm",12,"Divorced","Tech-support","Not-in-family","White","Female",0,0,40,"United-States","<=50K" +43,"Private",260761,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"Mexico","<=50K" +43,"State-gov",255835,"Some-college",10,"Divorced","Adm-clerical","Other-relative","White","Female",0,0,40,"United-States","<=50K" +43,"Self-emp-not-inc",27242,"Some-college",10,"Married-civ-spouse","Craft-repair","Husband","White","Male",0,0,50,"United-States","<=50K" +32,"Private",34066,"10th",6,"Married-civ-spouse","Handlers-cleaners","Husband","Amer-Indian-Eskimo","Male",0,0,40,"United-States","<=50K" +43,"Private",84661,"Assoc-voc",11,"Married-civ-spouse","Sales","Husband","White","Male",0,0,45,"United-States","<=50K" +32,"Private",116138,"Masters",14,"Never-married","Tech-support","Not-in-family","Asian-Pac-Islander","Male",0,0,11,"Taiwan","<=50K" +53,"Private",321865,"Masters",14,"Married-civ-spouse","Exec-managerial","Husband","White","Male",0,0,40,"United-States",">50K" +22,"Private",310152,"Some-college",10,"Never-married","Protective-serv","Not-in-family","White","Male",0,0,40,"United-States","<=50K" +27,"Private",257302,"Assoc-acdm",12,"Married-civ-spouse","Tech-support","Wife","White","Female",0,0,38,"United-States","<=50K" +40,"Private",154374,"HS-grad",9,"Married-civ-spouse","Machine-op-inspct","Husband","White","Male",0,0,40,"United-States",">50K" +58,"Private",151910,"HS-grad",9,"Widowed","Adm-clerical","Unmarried","White","Female",0,0,40,"United-States","<=50K" +22,"Private",201490,"HS-grad",9,"Never-married","Adm-clerical","Own-child","White","Male",0,0,20,"United-States","<=50K" diff --git a/slides/_extensions/grantmcdermott/clean/_extension.yml b/slides/_extensions/grantmcdermott/clean/_extension.yml new file mode 100644 index 0000000..d45b083 --- /dev/null +++ b/slides/_extensions/grantmcdermott/clean/_extension.yml @@ -0,0 +1,13 @@ +title: clean +author: Grant McDermott +version: 1.3.0 +quarto-required: ">=1.3.0" +contributes: + formats: + revealjs: + theme: [default, clean.scss] + menu: + side: left + slide-number: true + date-format: long + diff --git a/slides/_extensions/grantmcdermott/clean/clean.scss b/slides/_extensions/grantmcdermott/clean/clean.scss new file mode 100644 index 0000000..3a6d40e --- /dev/null +++ b/slides/_extensions/grantmcdermott/clean/clean.scss @@ -0,0 +1,351 @@ +/*-- scss:defaults --*/ + +// Custom colours and variables + +$jet: #131516; +$accent: #107895; +$accent2: #9a2515; +// $accent2: #e64173; +$right-arrow: "\2192"; // Unicode character for right arrow + +// fonts + +/* +Note: This theme uses the Roboto font family, which it imports from Google + Fonts to ensure consistent weighting in addition to availability. While + you can use a local installation of Roboto, this is generally not + recommended since the weighting will likely be wrong (probably too + light). OTOH, importing from Google Fonts can cause some issues in + certain secure environments due the external CDN (see: + https://github.com/grantmcdermott/quarto-revealjs-clean/issues/7). If + that's the case for you, simply comment out the `@import url(...)` line + below and it will default for the default Sans Serif font on your system + (e.g., Helvetica on a Mac). Circling back to the earlier point about + preserving consistent font weights, you may also wish to remove "Roboto" + from the choice set if the family is installed locally. +*/ +@import url('https://fonts.googleapis.com/css?family=Roboto:200,200i,300,300i,350,350i,400,400i&display=swap'); + +$font-family-sans-serif: "Roboto", sans-serif !default; +$presentation-heading-font: "Roboto", sans-serif !default; + +$presentation-heading-color: $jet !default; +$presentation-heading-font-weight: lighter; +//$presentation-heading-line-height: 2; +//$presentation-block-margin: 28px; +$presentation-font-size-root: 32px; + +// colors +//$body-bg: #f0f1eb !default; +$body-color: $jet !default; +$link-color: $accent !default; +$selection-bg: #26351c !default; + + +/*-- scss:rules --*/ + +.reveal a { + line-height: 1.5em; +} + +.reveal p { + // font-weight: 300; + font-weight: lighter; + margin-top: 1.25em; +} + +// title and headings + +#title-slide { + text-align: left; + + .title { + color: $body-color; + font-size: 1.4em; + // font-weight: 350; + font-weight: lighter; + } + + .subtitle { + color: $accent; + font-style: italic; + margin-top: 0em; + font-weight: lighter; + } + + .institute, + .quarto-title-affiliation, + .quarto-title-author-email { + font-style: italic; + // font-size: 80%; + // color: #7F7F7F; + } + + .author, + .quarto-title-author-name { + color: $body-color; + } + + .quarto-title-authors { + display: flex; + justify-content: left; + + .quarto-title-author { + padding-left: 0em; + padding-right: 0em; + width: 100%; + } + } + +} + + +.reveal h2 { + // font-weight: 350; + font-weight: lighter; + font-size: 1.4em; +} + +.reveal h3 { + color: $accent; + font-style: italic; + // font-weight: 350; + font-weight: lighter; + font-size: 0.95em; +} + +.reveal h4 { + color: $accent2; + // font-weight: 350; + font-weight: normal; + margin-top: 1.25em; +} + +// alerts etc. + +.alert { + color: $accent2; +} + +.fg { + color: var(--col, $jet); +} + +.bg { + background-color: var(--col, #fff); + padding: 0.1em; + border-radius: 5px; + display: inline-block; +} + +// lists + +// Unordered lists + +.reveal ul { + // font-weight: 300; + font-weight: lighter; + padding-left: 16px; + + li::marker { + color: mix($accent, white, 70%); + } +} + +.reveal ul ul { + list-style: none; + + li:before { + content: $right-arrow; + color: mix($accent, white, 60%); + display: inline-block; + width: 1em; + margin-left: -1em; + margin-right: 0.5em; + } +} + +// Ordered lists + +.reveal ol { + // font-weight: 300; + font-weight: lighter; + padding-left: 16px; + + li::marker { + color: $accent; + } +} + +// Move "hamburger" menu button to top right + +.reveal .slide-menu-button { + position: fixed; + top: 6px; + right: 0; + display: flex; + justify-content: flex-end; + align-items: flex-start; + pointer-events: none; +} + +.reveal .slide-menu-button > * { + pointer-events: auto; +} + +// Same for chalkboard buttons (with an offset) + +.reveal .slide-chalkboard-buttons { + position: fixed; + top: 12px; + right: 24px; + display: flex; + justify-content: flex-end; + align-items: flex-start; + pointer-events: none; +} + +.reveal .slide-chalkboard-buttons > * { + pointer-events: auto; +} + +// Logo to the bottom-left +.slide-logo { + display: block !important; + position: fixed !important; + bottom: 0 !important; + left: 10px !important; + max-width: 150px; // Adjust if necessary + max-height: 50px; + width: auto !important; + color: $body-color !important; +} + +// Also need to enforce slide numbers at bottom-right (if logo is present) +.slide-number, .reveal.has-logo .slide-number { + bottom: 6px !important; + right: 10px !important; + top: unset !important; + color: #777777 !important; +} + +// Beamer-style button link environment + +.button { + display: inline-block; + padding: 6px 12px; + margin-bottom: 0; + font-size: 14px; + font-weight: 400; + line-height: 1.42857143; + text-align: center; + white-space: nowrap; + vertical-align: middle; + cursor: pointer; + background-color: $accent; + border: 1px solid $accent; + color: #fff !important; + text-decoration: none; + border-radius: 4px; + transition: all 0.2s ease-in-out; +} + +.button:hover { + background-color: #0056b3; + border-color: #0056b3; +} + +.button::before { + content: "▶"; + margin-right: 5px; +} + +// tables + +.reveal table { + // height: auto; /* Adjust table width to fit content up to the available slide space */ + margin: auto; + border-collapse: collapse; + border-spacing: 0; + font-size: 0.8em; +} + +.reveal table th, +.reveal table td { + border: none; /* Remove internal row lines */ + padding: .23em; /* Adjust padding as needed */ + text-align: left; /* Adjust text alignment as needed */ + font-weight: lighter; /* Lighter font weight for main table text */ +} + +/* Adds a bottom border to the table header row for distinction */ +.reveal table thead th, +.reveal .slides table tr:last-child td, +.reveal .slides table { + border-bottom: 2px solid #D3D3D3; /* Dark grey color for the bottom border */ +} + +/* Make column headers bold */ +.reveal table thead th { + font-weight: bold; +} + +/* Styling table captions */ +.reveal table caption { + color: #666666; /* Dark grey color for the caption */ + font-variant: small-caps; /* Use small caps for the caption text */ +} + +// Special catch for etable environment to ensure these table images +// don't overflow the slide. +// See: https://lrberge.github.io/fixest/articles/etable_new_features.html + +.etable { + width: 100%; + height: calc(100% - 3em); /* Adjust 3em based on the height of your header, if necessary */ + display: flex; + align-items: center; + justify-content: center; +} + +.etable img { + max-width: 100%; + max-height: 100%; + width: auto; + height: auto; + object-fit: contain; +} + +// Change the relative widths of `output-location: column`. +// See: https://github.com/grantmcdermott/quarto-revealjs-clean/pull/16 +// Example usage: +// ```{python} +// #| echo: true +// #| output-location: column +// #| classes: columns3070 +// +// ``` +.reveal .columns3070 > div.column:first-child { + width: 30%; +} +.reveal .columns3070 div.column:not(:first-child) { + width: 70%; +} +.reveal .columns7030 > div.column:first-child { + width: 70%; +} +.reveal .columns7030 div.column:not(:first-child) { + width: 30%; +} +.reveal .columns4060 > div.column:first-child { + width: 40%; +} +.reveal .columns4060 div.column:not(:first-child) { + width: 60%; +} +.reveal .columns6040 > div.column:first-child { + width: 60%; +} +.reveal .columns6040 div.column:not(:first-child) { + width: 40%; +} \ No newline at end of file diff --git a/slides/_extensions/metropolis-theme/_extension.yml b/slides/_extensions/metropolis-theme/_extension.yml new file mode 100644 index 0000000..fb5ca08 --- /dev/null +++ b/slides/_extensions/metropolis-theme/_extension.yml @@ -0,0 +1,7 @@ +title: Quarto Metropolis Theme +author: Patrick Schratz +version: 1.0.0 +contributes: + formats: + revealjs: + theme: metropolis.scss diff --git a/slides/_extensions/metropolis-theme/metropolis.scss b/slides/_extensions/metropolis-theme/metropolis.scss new file mode 100644 index 0000000..bce087e --- /dev/null +++ b/slides/_extensions/metropolis-theme/metropolis.scss @@ -0,0 +1,218 @@ +/*-- scss:defaults --*/ + +// fonts +@import url(https://fonts.googleapis.com/css?family=Fira+Sans:300,300i,400,400i,500,500i,700,700i); +@import url(https://cdn.rawgit.com/tonsky/FiraCode/1.204/distr/fira_code.css); +@import url("https://fonts.googleapis.com/css?family=Roboto+Mono|JetBrains+Mono&display=swap"); +@import url("https://fonts.googleapis.com/css?family=Roboto:300,400,500,700&display=swap"); + +$font-family-sans-serif: "Roboto", "Fira Sans", "Droid Serif", serif !default; +$font-family-monospace: "JetBrains Mono", "Fira Code", monospace; +$presentation-font-size-root: 32px; +$presentation-line-height: 1.5em; +$presentation-heading-font-weight: 400; + +// colors +$body-bg: #fafafa !default; +$body-color: #000 !default; +// $link-color: #EB811B !default; +$selection-bg: #26351c; + +// headings +// $presentation-heading-font: "Palatino Linotype", "Book Antiqua", Palatino, +// FreeSerif, serif !default; +// $presentation-heading-color: #383d3d !default; + +/*-- scss:rules --*/ + +.reveal a { + line-height: 1.5em; + color: #eb811b; + font-weight: 300; +} + +.reveal .footer a { + color: #eb811b !important; +} + +.reveal p { + font-weight: 300; +} + +.reveal .slide ul li, +.reveal .slide ol li { + font-weight: 300; +} + +// maximum height of code blocks before scrolling is used +.reveal pre.sourceCode code { + max-height: 700px; // default 500 +} + +// title slide +.title-slide { + background-color: #fafafa; + border-top: 80px solid #fafafa; +} + +h1.title { + color: #1a292c; + font-size: 45px; + text-shadow: none; + font-weight: 400; + text-align: left; + margin-left: 15px; + padding-top: 80px; +} +p.subtitle { + // margin-top: -10px; + // padding-bottom: -20px; + color: #1a292c; + text-shadow: none; + font-weight: 300; + font-size: 40px; + text-align: left; + margin-left: 15px; +} +p.author { + color: #1a292c; + text-shadow: none; + font-weight: 300; + font-size: 30px; + text-align: left; + margin-left: 15px; + margin-bottom: -10px; + margin-top: 0px; +} + +p.date { + color: #1a292c; + text-shadow: none; + font-weight: 300; + font-size: 30px; + text-align: left; + margin-left: 15px; + // margin-bottom: -30px; +} + +p.subtitle:after { + content: ""; + display: block; + border: none; + background-color: #eb811b; + color: #eb811b; + height: 1px; + margin: 25px 0 25px; +} + +// Section break slide +hr, +h1::after { + content: ""; + display: block; + border: none; + background-color: #eb811b; + color: #eb811b; + height: 1px; + margin: 1em 10px 0 10px; +} + +// Override h1 style for title slide (remove section break slide style) +hr, +h1.title::after { + content: ""; + display: block; + border: none; + background-color: transparent !important; + color: transparent !important; + height: 0px; + margin: 0px !important; +} + +h2::after.title { + margin: 10px 15px 35px 0; +} + +.reveal .slide-number a { + font-size: 120%; + background-color: #fafafa; + border-radius: 12px; + padding: 5px; +} + +// inline +.reveal code { + font-size: 70%; + background-color: #afb8c133; + color: #000; + padding: 4px; + border-radius: 6px; +} + +// code blocks +.reveal div.sourceCode pre code { + font-size: 100%; +} + +// code output +.reveal pre code { + font-size: 100%; + padding-top: 15px; +} + +.colored-column { + border: 2px solid red; + border-radius: 6px !important; + padding: 10px; + margin: 5px; +} + +.column { + // #column; + // border: 2px solid red; + border-radius: 10px !important; + padding: 10px; + margin: 5px; + // background-color: #ededed; + background-color: #eeeeee; +} + +.reveal h2 { + background-color: #23373b; + padding: 5px 0px 5px 10px; + color: #fafafa; + border-radius: 12px; +} + +.small-font { + font-size: 70%; +} + +iframe { + display: block; + margin-right: auto; + margin-left: auto; +} + +.center { + text-align: center; +} + +// +.reveal .slide-menu-button .fa-bars::before { + background-image: url('data:image/svg+xml,'); +} + +.reveal .slide-chalkboard-buttons .fa-easel2::before { + padding-bottom: 6px; + background-image: url('data:image/svg+xml,'); +} + +.reveal .slide-chalkboard-buttons .fa-brush::before { + padding-bottom: 6px; + background-image: url('data:image/svg+xml,'); +} + +.reveal .progress { + color: #23373b; +} diff --git a/slides/_extensions/quarto-ext/include-code-files/_extension.yml b/slides/_extensions/quarto-ext/include-code-files/_extension.yml new file mode 100644 index 0000000..13c4960 --- /dev/null +++ b/slides/_extensions/quarto-ext/include-code-files/_extension.yml @@ -0,0 +1,9 @@ +title: Include Code Files +author: Bruno Beaufils +version: 1.0.0 +quarto-required: ">=1.2" +contributes: + filters: + - include-code-files.lua + + diff --git a/slides/_extensions/quarto-ext/include-code-files/include-code-files.lua b/slides/_extensions/quarto-ext/include-code-files/include-code-files.lua new file mode 100644 index 0000000..c74aa53 --- /dev/null +++ b/slides/_extensions/quarto-ext/include-code-files/include-code-files.lua @@ -0,0 +1,130 @@ +--- include-code-files.lua – filter to include code from source files +--- +--- Copyright: © 2020 Bruno BEAUFILS +--- License: MIT – see LICENSE file for details + +--- Dedent a line +local function dedent(line, n) + return line:sub(1, n):gsub(" ", "") .. line:sub(n + 1) +end + +--- Find snippet start and end. +-- +-- Use this to populate startline and endline. +-- This should work like pandocs snippet functionality: https://github.com/owickstrom/pandoc-include-code/tree/master +local function snippet(cb, fh) + if not cb.attributes.snippet then + return + end + + -- Cannot capture enum: http://lua-users.org/wiki/PatternsTutorial + local comment + local comment_stop = "" + if + string.match(cb.attributes.include, ".py$") + or string.match(cb.attributes.include, ".jl$") + or string.match(cb.attributes.include, ".r$") + then + comment = "#" + elseif string.match(cb.attributes.include, ".o?js$") or string.match(cb.attributes.include, ".css$") then + comment = "//" + elseif string.match(cb.attributes.include, ".lua$") then + comment = "--" + elseif string.match(cb.attributes.include, ".html$") then + comment = "" + else + -- If not known assume that it is something one or two long and not alphanumeric. + comment = "%W%W?" + end + + local p_start = string.format("^ *%s start snippet %s%s", comment, cb.attributes.snippet, comment_stop) + local p_stop = string.format("^ *%s end snippet %s%s", comment, cb.attributes.snippet, comment_stop) + local start, stop = nil, nil + + -- Cannot use pairs. + local line_no = 1 + for line in fh:lines() do + if start == nil then + if string.match(line, p_start) then + start = line_no + 1 + end + elseif stop == nil then + if string.match(line, p_stop) then + stop = line_no - 1 + end + else + break + end + line_no = line_no + 1 + end + + -- Reset so nothing is broken later on. + fh:seek("set") + + -- If start and stop not found, just continue + if start == nil or stop == nil then + return nil + end + + cb.attributes.startLine = tostring(start) + cb.attributes.endLine = tostring(stop) +end + +--- Filter function for code blocks +local function transclude(cb) + if cb.attributes.include then + local content = "" + local fh = io.open(cb.attributes.include) + if not fh then + io.stderr:write("Cannot open file " .. cb.attributes.include .. " | Skipping includes\n") + else + local number = 1 + local start = 1 + + -- change hyphenated attributes to PascalCase + for i, pascal in pairs({ "startLine", "endLine" }) do + local hyphen = pascal:gsub("%u", "-%0"):lower() + if cb.attributes[hyphen] then + cb.attributes[pascal] = cb.attributes[hyphen] + cb.attributes[hyphen] = nil + end + end + + -- Overwrite startLine and stopLine with the snippet if any. + snippet(cb, fh) + + if cb.attributes.startLine then + cb.attributes.startFrom = cb.attributes.startLine + start = tonumber(cb.attributes.startLine) + end + + for line in fh:lines("L") do + if cb.attributes.dedent then + line = dedent(line, cb.attributes.dedent) + end + if number >= start then + if not cb.attributes.endLine or number <= tonumber(cb.attributes.endLine) then + content = content .. line + end + end + number = number + 1 + end + + fh:close() + end + + -- remove key-value pair for used keys + cb.attributes.include = nil + cb.attributes.startLine = nil + cb.attributes.endLine = nil + cb.attributes.dedent = nil + + -- return final code block + return pandoc.CodeBlock(content, cb.attr) + end +end + +return { + { CodeBlock = transclude }, +} diff --git a/slides/custom.css b/slides/custom.css new file mode 100644 index 0000000..9b70ca5 --- /dev/null +++ b/slides/custom.css @@ -0,0 +1,68 @@ +/* Benutzerdefinierte Schriftart für die gesamte Präsentation */ +.reveal { + font-family: 'Roboto', sans-serif; + } + + /* Überschriften */ + .reveal h1, + .reveal h2 + { + padding-bottom: 20px; + font-size: 58px; + } + .reveal h3 + { + font-size: 38px; + text-align: left; + } + .reveal h4 + { + text-align: center; + } + .reveal h5 + { + font-size: 30px; + } + .reveal h6 { + font-family: 'Montserrat', sans-serif; + font-weight: 600; + } + + /* Text */ + .reveal p { + font-size: 24px; + } + + /* Tabellen */ + .reveal li { + font-size: 26px; + } + + /* Code-Blöcke */ + .reveal .sourceCode { + font-size: 17px; + color: #888; + } + + + /* Tabellen */ + table { + border-collapse: collapse; + border: 1px solid black; + } + th { + background-color: #63bdc2; + border: 1px solid black; + font-size: 22px; + } + + td { + border: 1px solid black; + font-size: 15px; + } + + + + + /* Importiere die Schriftarten von Google Fonts */ + @import url('https://fonts.googleapis.com/css2?family=Roboto:wght@300;400;500&family=Montserrat:wght@500;600&family=Fira+Code&display=swap'); \ No newline at end of file diff --git a/slides/img/Anwendungszwecke.jpg b/slides/img/Anwendungszwecke.jpg new file mode 100644 index 0000000..b3b828d Binary files /dev/null and b/slides/img/Anwendungszwecke.jpg differ diff --git a/slides/img/Confusions_Matrix.png b/slides/img/Confusions_Matrix.png new file mode 100644 index 0000000..33f7ead Binary files /dev/null and b/slides/img/Confusions_Matrix.png differ diff --git a/slides/img/Feature_Importance.png b/slides/img/Feature_Importance.png new file mode 100644 index 0000000..dcd03f4 Binary files /dev/null and b/slides/img/Feature_Importance.png differ diff --git a/slides/img/Komplett.bmp b/slides/img/Komplett.bmp new file mode 100644 index 0000000..3871a2a Binary files /dev/null and b/slides/img/Komplett.bmp differ diff --git a/slides/img/LIME_Erklärung.png b/slides/img/LIME_Erklärung.png new file mode 100644 index 0000000..a8856af Binary files /dev/null and b/slides/img/LIME_Erklärung.png differ diff --git a/slides/img/LIME_Erklärung_Tabelle.PNG b/slides/img/LIME_Erklärung_Tabelle.PNG new file mode 100644 index 0000000..e686447 Binary files /dev/null and b/slides/img/LIME_Erklärung_Tabelle.PNG differ diff --git a/slides/img/LIME_Genauigkeit_Features.png b/slides/img/LIME_Genauigkeit_Features.png new file mode 100644 index 0000000..b141c1a Binary files /dev/null and b/slides/img/LIME_Genauigkeit_Features.png differ diff --git a/slides/img/LIME_Vergleich_Vorhersage.png b/slides/img/LIME_Vergleich_Vorhersage.png new file mode 100644 index 0000000..62e7626 Binary files /dev/null and b/slides/img/LIME_Vergleich_Vorhersage.png differ diff --git a/slides/img/LIME_education.png b/slides/img/LIME_education.png new file mode 100644 index 0000000..22f9eb0 Binary files /dev/null and b/slides/img/LIME_education.png differ diff --git a/slides/img/LIME_fnlwgt.png b/slides/img/LIME_fnlwgt.png new file mode 100644 index 0000000..adf90ed Binary files /dev/null and b/slides/img/LIME_fnlwgt.png differ diff --git a/slides/img/Lime_Varianz_Features.png b/slides/img/Lime_Varianz_Features.png new file mode 100644 index 0000000..cba54e5 Binary files /dev/null and b/slides/img/Lime_Varianz_Features.png differ diff --git a/slides/img/Nachteile_gespiegelt.jpg b/slides/img/Nachteile_gespiegelt.jpg new file mode 100644 index 0000000..3eacb7a Binary files /dev/null and b/slides/img/Nachteile_gespiegelt.jpg differ diff --git a/slides/img/Neue_Regel.bmp b/slides/img/Neue_Regel.bmp new file mode 100644 index 0000000..97a390a Binary files /dev/null and b/slides/img/Neue_Regel.bmp differ diff --git a/slides/img/Nur Input.bmp b/slides/img/Nur Input.bmp new file mode 100644 index 0000000..e4d9df2 Binary files /dev/null and b/slides/img/Nur Input.bmp differ diff --git a/slides/img/Random_Forest_Tree_Example.png b/slides/img/Random_Forest_Tree_Example.png new file mode 100644 index 0000000..74ffbdc Binary files /dev/null and b/slides/img/Random_Forest_Tree_Example.png differ diff --git a/slides/img/Verteilung_Einkommensklassen.png b/slides/img/Verteilung_Einkommensklassen.png new file mode 100644 index 0000000..e73f1cd Binary files /dev/null and b/slides/img/Verteilung_Einkommensklassen.png differ diff --git a/slides/img/Vorteile.jpg b/slides/img/Vorteile.jpg new file mode 100644 index 0000000..ca3adad Binary files /dev/null and b/slides/img/Vorteile.jpg differ diff --git a/slides/img/surrogate_accuracy.png b/slides/img/surrogate_accuracy.png new file mode 100644 index 0000000..b55528b Binary files /dev/null and b/slides/img/surrogate_accuracy.png differ diff --git a/slides/slides.html b/slides/slides.html new file mode 100644 index 0000000..d9d35c6 --- /dev/null +++ b/slides/slides.html @@ -0,0 +1,2150 @@ + + + + + + + + + + + + Explainable AI + + + + + + + + + + + + + + + + + + +
+
+ +
+

Explainable AI

+

LIME & RBE auf Random Forest
mit Adult Census Datensatz

+ +
+
+ +

11.4.2025

+
+
+
+

Datensatz

+

Analyse der Daten

+
+
+

Adult Census Datensatz

+
    +
  • Enthält demografische Informationen aus der US-Volkszählung
    • +
  • Soll Einkommen einer Person vorhersagen (<|>50000$ pro Jahr)
    • +
+
+
+

Datensatzauswahl

+
    +
  • Gut strukturiert und saubere Daten
    • +
  • Weit verbreiteter Benchmark in der Forschung und im maschinellen Lernen –> wird in vielen Studien verwendet
    • +
  • Vielfalt der Variablen Typen –> enthält sowohl kategorische als auch numerische Variablen
    • +
  • Realistisches Datenset –> gut geeignet für praxisnahe Anwendungen
    • +
+ +
+
+

Enthaltene Daten im Datensatz

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Column NameData Type
ageint64
workclassobject
fnlwgtint64
educationobject
education.numint64
marital.statusobject
occupationobject
relationshipobject
raceobject
sexobject
capital.gainint64
capital.lossint64
hours.per.weekint64
native.countryobject
incomeobject
+ +
+
+

Analyse des Datensatzes

+
    +
  • Datensatzgröße
    • +
  • Anzahl und Art der Datentypen
    • +
  • Fehlende Werte in den einzelnen Spalten
    • +
  • Statistische Zusammenfasung
    • +
+
+
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
agefnlwgteducation.numcapital.gaincapital.losshours.per.week
count32561.0000003.256100e+0432561.00000032561.00000032561.00000032561.000000
mean38.5816471.897784e+0510.0806791077.64884487.30383040.437456
std13.6404331.055500e+052.5727207385.292085402.96021912.347429
min17.0000001.228500e+041.0000000.0000000.0000001.000000
25%28.0000001.178270e+059.0000000.0000000.00000040.000000
50%37.0000001.783560e+0510.0000000.0000000.00000040.000000
75%48.0000002.370510e+0512.0000000.0000000.00000045.000000
max90.0000001.484705e+0616.00000099999.0000004356.00000099.000000
+ +
+
+
+
+
+
+

Prozentuale Verteilung der Personen im Datensatz

+
+
+

+
+
+
+
+
+

Datenvorverarbeitung

+

Auffüllen von fehlenden Werten, Umwandlung von Variablen

+
+
+

Überprüfung auf fehlende oder ungültige Werte

+
+
# Überprüfen auf fehlende Werte oder '?'
+for col in df.columns:
+    missing_count = df[df[col] == '?'].shape[0]
+    if missing_count > 0:
+        print(f"Spalte '{col}' hat {missing_count} Einträge mit '?'")
+
+
Spalte 'workclass' hat 1836 Einträge mit '?'
+Spalte 'occupation' hat 1843 Einträge mit '?'
+Spalte 'native.country' hat 583 Einträge mit '?'
+
+
+
+
+

Ersetzung von fehlenden/ ungültigen Werten (vorher)

+
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
ageworkclassfnlwgteducationeducation.nummarital.statusoccupation
090?77053HS-grad9Widowed?
182Private132870HS-grad9WidowedExec-managerial
266?186061Some-college10Widowed?
354Private1403597th-8th4DivorcedMachine-op-inspct
441Private264663Some-college10SeparatedProf-specialty
+ +
+
+
+
+
+

Ersetzung von fehlenden/ ungültigen Werten (nachher)

+
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
ageworkclassfnlwgteducationeducation.nummarital.statusoccupation
090Private77053HS-grad9WidowedProf-specialty
182Private132870HS-grad9WidowedExec-managerial
266Private186061Some-college10WidowedProf-specialty
354Private1403597th-8th4DivorcedMachine-op-inspct
441Private264663Some-college10SeparatedProf-specialty
+ +
+
+
+
+
+

Umwandlung der Variablen

+
    +
  • Von Katergorischen Variablen zu Numerischen
    • +
  • Beispiel Geschlecht: +
      +
    • Mann -> 1
      • +
    • Frau -> 0
      • +
    • +
  • Wird benötigt um mit dem Datensatz weiter zu arbeiten zu können -> ML-Modelle benötigen numerische Werte um sinnvolle Berechnungen durchführen zu können
    • +
+
+
+
+

ML-Modell

+

Auswahl, Beschreibung, Hyperparameter, Güte

+
+
+

Auswahl eines geeigneten Modells

+


+ ++++ + + + + + + + + + + + + + + + + + + + + + + + + +
KriteriumUnsere Situation
Art der DatenStrukturiert
Datenmenge~32.500 Einträge
Komplexität13-dimensionale Daten –> eher komplex
Ziel und Art der KlassifizierungBinäre Klassifizierung (>/< 50.000$ Einkommen)
+


+

–> Gute Voraussetzungen für Random Forest

+ +
+
+

Random Forest

+
    +
  • Ensemble-Learning-Verfahren, bestehend aus vielen Entscheidungsbaummodellen (bei uns 100 Bäume)
    • +
  • Training: Jeder Baum wird auf zufälliger Teilmenge der Daten und zufälliger Teilmenge der Features trainiert
    • +
  • Vorhersagen: Ergebnisse aller Bäume werden aggregiert, um eine finale Vorhersage zu erhalten
    • +
  • Keine Aktivierungsfunktionen oder Layer
    • +
+ +
+
+

Random Forest

+
+
+

Hyperparameter

+
+

Parameter, die vor dem Training festgelegt werden müssen

+
+ ++++ + + + + + + + + + + + + + + + + + + + + + + + + +
HyperparameterBedeutung
n_estimatorsAnzahl an Bäumen
max_depthMaximale Tiefe eines Baumes
min_samples_splitMindestanzahl an Samples, um ein Split durchzuführen
min_samples_leafMindestanzahl an Samples in einem Blatt
+
+
+

Hyperparameter-Tuning

+
+

Optimierung der Hyperparameter, um die Modellgüte zu verbessern

+
+
# Hyperparameter-Grid definieren
+param_grid = {
+    'n_estimators': [50, 100],
+    'max_depth': [None, 10, 20],
+    'min_samples_split': [2, 5],
+    'min_samples_leaf': [1, 2]
+}
+
+# GridSearchCV
+grid_search = GridSearchCV(RandomForestClassifier(random_state=42), param_grid, cv=3, scoring='accuracy')
+grid_search.fit(X_train, y_train)
+
+# Beste Parameter
+print("Beste Parameter:")
+print(grid_search.best_params_)
+
+
{
+    'max_depth': None, 
+    'min_samples_leaf': 2, 
+    'min_samples_split': 2, 
+    'n_estimators': 100
+}
+
+
+
+

Hyperparameter-Tuning

+
# Hyperparameter-Grid definieren
+param_grid = {
+    'n_estimators': [50, 100],
+    'max_depth': [None, 10, 20],
+    'min_samples_split': [2, 5],
+    'min_samples_leaf': [1, 2]
+}
+
+# GridSearchCV
+grid_search = GridSearchCV(RandomForestClassifier(random_state=42), param_grid, cv=3, scoring='accuracy')
+grid_search.fit(X_train, y_train)
+
+# Beste Parameter
+print("Beste Parameter:")
+print(grid_search.best_params_)
+
+# Bestes Modell
+best_rf_model = grid_search.best_estimator_
+
+# Vorhersagen mit dem besten Modell
+y_pred_best = best_rf_model.predict(X_test)
+
+# Modellleistung evaluieren
+accuracy_best = accuracy_score(y_test, y_pred_best)
+precision_best = precision_score(y_test, y_pred_best)
+recall_best = recall_score(y_test, y_pred_best)
+f1_best = f1_score(y_test, y_pred_best)
+
+
+

Modellgüte

+ +
{
+  'Accuracy': 0.8607,
+  'Precision': 0.7613,
+  'Recall': 0.6142,
+  'F1 Score': 0.6798
+}
+
+

Konfusionsmatrix

+
+
+

+
+
+
+

Konfusionsmatrix

+ + +
+
+

Feature Importances

+
+

Metrik, wie viel ein Feature zur Vorhersage des Modells beiträgt

+
+ +
+
+
+

LIME

+

Local Interpretable Model-agnostic Explanations

+
+
+

1. Grundprinzip:

+
    +
  • LIME erklärt einzelne Vorhersagen eines beliebigen ML-Modells
    • +
  • Es arbeitet modellunabhängig (model-agnostic)
    • +
  • Erzeugt lokale, interpretierbare Erklärungen für einzelne Vorhersagen
    • +
+
+
+

2. Funktionsweise im Detail:

+

Ausgangssituation:

+
    +
  • Ein trainiertes ML-Modell liegt vor
    • +
  • Eine spezifische Vorhersage soll erklärt werden
    • +
  • Das Original-Modell wird als “Black Box” behandelt
    • +
+
+
+

2. Funktionsweise im Detail:

+

Prozessschritte:

+
    +
  • Sampling um den Datenpunkt: +
      +
    • Erzeugt synthetische Samples in der Nachbarschaft des zu erklärenden Datenpunkts
      • +
    • Verwendet Perturbationen (kleine Änderungen) der Original-Features
      • +
    • +
  • Gewichtung der Samples: +
      +
    • Näher liegende Samples erhalten höhere Gewichte
      • +
    • +
+
+
+

2. Funktionsweise im Detail:

+

Prozessschritte:

+
    +
  • Feature-Transformation: +
      +
    • Konvertiert die Daten in ein interpretierbares Format
      • +
    • Bei Texten z.B. Umwandlung in binäre Features (Wort vorhanden/nicht vorhanden)
      • +
    • +
  • Training eines einfachen Modells: +
      +
    • typischer weise durch lineare Regression
      • +
    • Verwendet die gewichteten Samples
      • +
    • Optimiert auf lokale Genauigkeit
      • +
    • damit man ein leicht Interpretierbares Modell bekommt
      • +
    • +
+
+
+

2. Funktionsweise im Detail:

+

Extraktion der Erklärung:

+ + +
+
+

3. Wichtige Eigenschaften:

+
    +
  • Lokalität: +
      +
    • Fokussiert sich auf lokale Umgebung der zu erklärenden Instanz
      • +
    • Erzeugt keine globalen Erklärungen für das gesamte Modell
      • +
    • +
  • Interpretierbarkeit: +
      +
    • Nutzt einfache, verständliche Modelle für Erklärungen
      • +
    • Meist lineare Modelle oder Entscheidungsbäume
      • +
    • +
  • Modell-Agnostik: +
      +
    • Funktioniert mit jedem ML-Modell
      • +
    • Benötigt nur Zugriff auf Vorhersagefunktion
      • +
    • +
+
+
+

4. Vorteile und Grenzen:

+ +
    +
  • Vorteile: +
      +
    • Flexibel einsetzbar
      • +
    • Intuitiv verständliche Erklärungen
      • +
    • Unterstützt verschiedene Datentypen
      • +
    • +
  • Grenzen: +
      +
    • Nur lokale Erklärungen
      • +
    • Sampling kann rechenintensiv sein
      • +
    • LIME ist instabil
      • +
    • +
  • LIME ist besonders nützlich, wenn man: +
      +
    • Einzelne Vorhersagen verstehen möchten
      • +
    • Mit komplexen Modellen arbeitet
      • +
    • Modelle debuggen oder verbessern will
      • +
    • +
+
+
+

LIME Anwendungsszenarien

+
+

Medizinische Diagnostik und Gesundheitswesen

+
    +
  • Krebsdiagnose: Erklärung, welche Merkmale in medizinischen Bildern zu einer Krebsdiagnose beitragen
    • +
+
+
+
+

LIME Anwendungsszenarien

+
+

Medizinische Diagnostik und Gesundheitswesen

+
    +
  • Krebsdiagnose: Erklärung, welche Merkmale in medizinischen Bildern zu einer Krebsdiagnose beitragen
    • +
+

Finanzwesen und Kreditvergabe

+
    +
  • Kreditwürdigkeitsprüfung: Transparente Begründung für Kreditablehnungen oder -genehmigungen
    • +
  • Betrugserkennung: Erklärung, warum bestimmte Transaktionen als verdächtig eingestuft werden
    • +
+
+
+
+

LIME Anwendungsszenarien

+
+

Medizinische Diagnostik und Gesundheitswesen

+
    +
  • Krebsdiagnose: Erklärung, welche Merkmale in medizinischen Bildern zu einer Krebsdiagnose beitragen
    • +
+

Finanzwesen und Kreditvergabe

+
    +
  • Kreditwürdigkeitsprüfung: Transparente Begründung für Kreditablehnungen oder -genehmigungen
    • +
  • Betrugserkennung: Erklärung, warum bestimmte Transaktionen als verdächtig eingestuft werden
    • +
+

Personalabteilung und Recruiting

+
    +
  • Bewerberselektion: Erklärung, welche Qualifikationen oder Fähigkeiten bei der Kandidatenauswahl entscheidend waren
    • +
+
+
+
+

LIME Berechnungskosten

+

LIME skaliert:

+
+
    +
  • Linear mit der Anzahl der Samples (N)
    • +
  • Quadratisch bis kubisch mit der Anzahl der Features (D)
    • +
  • Linear mit der Komplexität des zu erklärenden Modells M(D)
    • +
+
+

Komplexität in BigO Notation:

+
+
    +
  • O(N × M(D)), wenn das zu erklärende Modell komplex ist
    • +
  • O(N × D²), wenn das lineare Modell der rechenintensivste Teil ist
    • +
+
+ +
+
+

Rule Based Explenation

+
+
+

+
+
+ +
+
+

Detaillierte Erklärung und Funktionsweise

+
+
+

+
+
+ +
+
+

Beispiel Regel

+


+
+

WENN

+
+
+

Fieber über 38°C

+
+
+

UND Husten

+
+
+

DANN Grippe

+
+
+
+

Beispiel Regel

+


+
+

WENN

+
+
+

capital.gain ≤ 7073.50 UND

+
+
+

education.num ≤ 12.50 UND

+
+
+

capital.loss > 2218.50 UND

+
+
+

DANN Einkommen > 50K

+
+
+
+

Vorteile

+
    +
  • Transparenz: Menschen können Entscheidungen leicht
    nachvollziehen
    • +
  • Überprüfbarkeit: Regeln können durch Experten überprüft
    und Ausgewertet werden
    • +
  • Anpassbarkeit: Vordefinierte Regeln von Experten können
    mit maschinell erstellten Regeln ergänzt werden
    • +
+

+ +
+
+

Nachteile/Herausforderungen

+
    +
  • Skalierbarkeit: komplexen Anwendungsgebiete können eine hohe
    Anzahl an Regeln schnell erreichen
    • +
  • Gereralität: Regeln sind oft domänenspezifisch und benötigen
    für unterschiedliche Kontexte entsprechend anpassungen
    • +
  • Widersprüche: Regeln können zu Widersprüchen untereinander
    führen und müssen daher angepasst werden
    • +
+

+ +
+
+

RBE Anwendungsszenarien

+
+

Medizinische Diagnostik und Gesundheitswesen

+
    +
  • Diagnostische Systeme: Ärzte benötigen klare Regeln, um Diagnosevorschläge zu verstehen und zu validieren
    • +
+
+ +
+
+

RBE Anwendungsszenarien

+
+

Medizinische Diagnostik und Gesundheitswesen

+
    +
  • Diagnostische Systeme: Ärzte benötigen klare Regeln, um Diagnosevorschläge zu verstehen und zu validieren
    • +
+

Versicherungswesen

+
    +
  • Risikobewertung: Transparente Regeln zur Prämienberechnung
    • +
  • Schadenregulierung: Nachvollziehbare Entscheidungskriterien für Schadensansprüche
    • +
+
+ +
+
+

RBE Anwendungsszenarien

+
+

Medizinische Diagnostik und Gesundheitswesen

+
    +
  • Diagnostische Systeme: Ärzte benötigen klare Regeln, um Diagnosevorschläge zu verstehen und zu validieren
    • +
+

Versicherungswesen

+
    +
  • Risikobewertung: Transparente Regeln zur Prämienberechnung
    • +
  • Schadenregulierung: Nachvollziehbare Entscheidungskriterien für Schadensansprüche
    • +
+

Finanzwesen und Kreditvergabe

+
    +
  • Betrugserkennung: Einfach verständliche Regeln zur Identifikation verdächtiger Transaktionen
    • +
  • Kreditentscheidungen: Banken müssen Ablehnungen oder Genehmigungen rechtlich begründen können
    • +
+
+ +
+
+

RBE Output

+
|--- marital.status_Married-civ-spouse <= 0.50
+|   |--- capital.gain <= 7073.50
+|   |   |--- education.num <= 12.50
+|   |   |   |--- capital.loss <= 2218.50
+|   |   |   |   |--- hours.per.week <= 40.50
+|   |   |   |   |   |--- Einkommen ≤ 50K
+|   |   |   |   |--- hours.per.week >  40.50
+|   |   |   |   |   |--- Einkommen ≤ 50K
+|   |   |   |--- capital.loss >  2218.50
+|   |   |   |   |--- fnlwgt <= 125450.50
+|   |   |   |   |   |--- Einkommen > 50K
+|   |   |   |   |--- fnlwgt >  125450.50
+|   |   |   |   |   |--- Einkommen ≤ 50K
+ +
+
+

RBE Berechnungskosten

+

RBE skaliert:

+
+
    +
  • N = Anzahl der Trainingsbeispiele
    • +
  • D = Anzahl der Merkmale (Features)
    • +
+
+

Komplexität in BigO Notation: O(N × D × log N)

+ +
+
+

Jetzt wird es Praktisch

+
+ +
+

Vergleich der XAI-Verfahren

+
    +
  • Interpretierbarkeit
    • +
  • Modellunabhängigkeit
    • +
  • Genauigkeit / Konsistenz
    • +
  • Anwendungsszenarien
    • +
+
+
+

LIME Interpretierbarkeit

+
+
    +
  • Leicht verständlich, welche Features relevant waren
    • +
  • Auch verständlich Laien
    • +
+
+
+
+

+
+
+ +
+
+

LIME Modellabhängigkeit

+
+
    +
  • Ist Model-Agnostic
    • +
  • Behandelt jedes Modell als Blackbox
    • +
+
+ +
+
+

LIME Konsistenz

+
+
    +
  • Die Ergebnisse sind instabil
    • +
  • Können aber stark variieren da es auf zufälligen Abänderungen der Daten basiert
    • +
+
+
+
+

+
+
+ +
+
+

LIME Anwendungsszenarien

+
+
    +
  • Medizinische Diagnostik und Gesundheitswesen
    • +
  • Finanzwesen und Kreditvergabe
    • +
  • Personalabteilung und Recruiting
    • +
+
+ +
+
+

RBE Interpretierbarkeit

+
+
    +
  • Regeln Leicht Nachvollziehbar: Wenn-Dann-Struktur von Regeln
    • +
  • Potenziell komplex bei vielen Regeln
    • +
  • Auch für Laien Verständlich
    • +
+
+ +
+
+

RBE Interpretierbarkeit

+

Beispiel einer Regel: Vorhersagt > 50K

+
+
    +
  • WENN
    • +
  • capital.gain ≤ 7073.50 UND
    • +
  • education.num ≤ 12.50 UND
    • +
  • capital.loss > 2218.50 UND
    • +
  • DANN Einkommen > 50K
    • +
+
+ +
+
+

RBE Modellabhängigkeit

+
+
    +
  • Inhärent regelbasierte Modelle (modellabhängig)
    • +
  • Post-hoc regelbasierte Erklärungen (modellunabhängig)
    • +
+
+

Wir verwenden einen: Surrogate-Entscheidungsbaum

+
+
    +
  • Dieser ist modellunabhängig
    • +
+
+ +
+
+

RBE Genauigkeit & Konsistenz

+
+
    +
  • Genauigkeit: Wie nahe an Ergebnis von RF
    • +
  • Konsistenz: Schwankungen der Genauigkeit
    • +
+
+
+
+

+
+
+ +
+
+

RBE Anwendungsszenarien

+
+
    +
  • Medizinische Diagnostik und Gesundheitswesen
    • +
  • Finanzwesen und Kreditvergabe
    • +
  • Versicherungswesen
    • +
+
+ +
+
+

Vielen Dank für Eure Aufmerksamkeit!

+
+
+
+
+ + + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/slides/slides.qmd b/slides/slides.qmd new file mode 100644 index 0000000..61cbbcb --- /dev/null +++ b/slides/slides.qmd @@ -0,0 +1,914 @@ +--- +title: "Explainable AI" +subtitle: "LIME & RBE auf Random Forest
mit Adult Census Datensatz" +filters: + - include-code-files +date: today +date-format: "D.M.YYYY" +format: + revealjs: + incremental: true + slide-number: c + css: custom.css + footer: "Mario, Jan, Nick, Andi, Sebastian, Paul | TINF22B3 | Explainable AI " +--- + +# Datensatz +Analyse der Daten + +## Adult Census Datensatz + +- Enthält demografische Informationen aus der US-Volkszählung +- Soll Einkommen einer Person vorhersagen (<|>50000$ pro Jahr) + + +## Datensatzauswahl +- Gut strukturiert und saubere Daten +- Weit verbreiteter Benchmark in der Forschung und im maschinellen Lernen --> wird in vielen Studien verwendet +- Vielfalt der Variablen Typen --> enthält sowohl kategorische als auch numerische Variablen +- Realistisches Datenset --> gut geeignet für praxisnahe Anwendungen + +:::{.notes} + +1. Gut strukturierte und saubere Daten +Der Datensatz enthält strukturierte, tabellarische Daten mit klar definierten Spalten. +Fehlende Werte sind begrenzt, sodass weniger Datenbereinigung erforderlich ist. +2. Klassifikationsproblem für Machine Learning +Zielvariable: Einkommen (über oder unter 50.000 USD jährlich). +Ideal für binäre Klassifikationsmodelle (z. B. Logistic Regression, Decision Trees, Random Forests, Neural Networks). +3. Vielfältige Feature-Typen +Beinhaltet sowohl kategorische (z. B. Beruf, Geschlecht, Bildungsniveau) als auch numerische (z. B. Alter, Arbeitsstunden pro Woche) Variablen. +Ermöglicht das Testen verschiedener Feature-Engineering-Methoden. +4. Ein realistisches Datenset +Reale demografische und sozioökonomische Daten aus der US-Volkszählung (1994). +Praktisch für praxisnahe Anwendungen wie Sozialforschung, Wirtschaftsanalyse oder politische Entscheidungsfindung. +5. Gut dokumentiert & weit verbreitet +Häufig verwendet in Tutorials, Forschungsarbeiten und Kaggle-Wettbewerben. +Viele Ressourcen und Beispielcodes verfügbar. +6. Ideal für Fairness- und Bias-Analysen +Der Datensatz enthält sensible Merkmale wie Geschlecht und Ethnie. +Eignet sich für Studien zur Diskriminierung und Fairness von Algorithmen. + +::: + +## Enthaltene Daten im Datensatz {.smaller} + +| Column Name | Data Type | +|------------|-----------| +| age | int64 | +| workclass | object | +| fnlwgt | int64 | +| education | object | +| education.num | int64 | +| marital.status | object | +| occupation | object | +| relationship | object | +| race | object | +| sex | object | +| capital.gain | int64 | +| capital.loss | int64 | +| hours.per.week | int64 | +| native.country | object | +| income | object | + + +:::{.notes} +1. age (numerisch) +Alter der Person (in Jahren). +2. workclass (kategorisch) +Art der Anstellung der Person. +Private (privatwirtschaftlich) +Self-emp-not-inc (selbstständig, aber nicht als Unternehmen) +Self-emp-inc (selbstständig mit Unternehmen) +Government (staatliche Anstellung: Local, State, Federal) +Without-pay (ohne Bezahlung) +Never-worked (nie gearbeitet) +3. fnlwgt (numerisch) +Final weight: Gewichtungsfaktor für Hochrechnungen in der Volkszählung -> gibt an wie viele Menschen mit ähnlichen Merkmalen in der Gesamtbevölkerung durch diese einzelne Person repräsentiert werden +Wird meist für ML-Modelle nicht genutzt. --> für unseren Datensatz normalerweise nicht wichtig aber da wir eine Gewichtung machen +4. education (kategorisch) +Bachelors (Bachelor-Abschluss) +Masters (Master-Abschluss) +Doctorate (Promotion) +5. education.num (numerisch) +9 (High School) +16 (Promotion) +6. marital.status (kategorisch) +Familienstand der Person. +Married (verheiratet) +Divorced (geschieden) +Never-married (nie verheiratet) +Separated (getrennt lebend) +Widowed (verwitwet) +7. occupation (kategorisch) +Beruf der Person. +8. relationship (kategorisch) +Beziehung zur Familie im Haushalt. +Husband (Ehemann) +Wife (Ehefrau) +Own-child (eigenes Kind) +Unmarried (unverheiratet) +9. race (kategorisch) +Ethnische Zugehörigkeit der Person. +White (weiß) +Black (schwarz) +Asian-Pac-Islander (asiatisch-pazifische Herkunft) +10. sex (kategorisch) +Geschlecht der Person. +Werte: Male (männlich), Female (weiblich) +11. capital.gain (numerisch) +Kapitalgewinne (z. B. durch Investitionen). +12. capital.loss (numerisch) +Kapitalverluste (z. B. aus Investitionen). +13. hours.per.week (numerisch) +Durchschnittliche Arbeitsstunden pro Woche. +14. native.country (kategorisch) +Herkunftsland der Person. +15. income (Zielvariable, kategorisch) +Einkommensklasse der Person. +<=50K (Jahreseinkommen ≤50.000 USD) +>50K (Jahreseinkommen >50.000 USD) + +::: + +## Analyse des Datensatzes {.smaller} + - Datensatzgröße + - Anzahl und Art der Datentypen + - Fehlende Werte in den einzelnen Spalten + - Statistische Zusammenfasung + +. . . + +```{python} +import pandas as pd + +# Daten einlesen +df = pd.read_csv("../sample_data/adult_census_income/adult.csv") +df.describe() +``` + + +## Prozentuale Verteilung der Personen im Datensatz + +![](img/Verteilung_Einkommensklassen.png){height=500 fig-align="center"} + + +# Datenvorverarbeitung +Auffüllen von fehlenden Werten, Umwandlung von Variablen + +## Überprüfung auf fehlende oder ungültige Werte + +```{python} +#| echo: true +# Überprüfen auf fehlende Werte oder '?' +for col in df.columns: + missing_count = df[df[col] == '?'].shape[0] + if missing_count > 0: + print(f"Spalte '{col}' hat {missing_count} Einträge mit '?'") +``` + +## Ersetzung von fehlenden/ ungültigen Werten (vorher) {.smaller} +```{python} +df.iloc[:5, :7] +``` + +## Ersetzung von fehlenden/ ungültigen Werten (nachher){.smaller} + +```{python} +import numpy as np + +# Ersetzen von '?' durch NaN und dann durch den häufigsten Wert +df_clean = df.copy() + +for col in df_clean.columns: + if df_clean[col].dtype == 'object': + # Ersetze '?' durch NaN + df_clean[col] = df_clean[col].replace('?', np.nan) + + # Ersetze NaN durch den häufigsten Wert + most_frequent = df_clean[col].mode()[0] + df_clean[col] = df_clean[col].fillna(most_frequent) + + +df_clean.iloc[:5, :7] +``` + +## Umwandlung der Variablen + +- Von Katergorischen Variablen zu Numerischen +- Beispiel Geschlecht: + - Mann -> 1 + - Frau -> 0 + +- Wird benötigt um mit dem Datensatz weiter zu arbeiten zu können -> ML-Modelle benötigen numerische Werte um sinnvolle Berechnungen +durchführen zu können + + +# ML-Modell +Auswahl, Beschreibung, Hyperparameter, Güte + +## Auswahl eines geeigneten Modells + +
+ +| Kriterium | Unsere Situation | +|- |-- | +| Art der Daten | Strukturiert | +| Datenmenge | ~32.500 Einträge | +| Komplexität | 13-dimensionale Daten --> eher komplex | +| Ziel und Art der Klassifizierung | Binäre Klassifizierung (>/< 50.000$ Einkommen)| + +
+ +--> Gute Voraussetzungen für **Random Forest** + +:::{.notes} +Außerdem: + +- Rechenressourcen +- Zeit für Training +::: + + +## Random Forest + +- **Ensemble-Learning-Verfahren**, bestehend aus vielen Entscheidungsbaummodellen (bei uns 100 Bäume) +- **Training:** Jeder Baum wird auf zufälliger Teilmenge der Daten und zufälliger Teilmenge der Features trainiert +- **Vorhersagen:** Ergebnisse aller Bäume werden aggregiert, um eine finale Vorhersage zu erhalten +- Keine Aktivierungsfunktionen oder Layer + +:::{.notes} +- **Ensemble Learning**: Mehrere verschiedene Lernalgorithmen, um bessere Ergebnisse zu erhalten als mit einem einzelnen Lernalgorithmus +- Gute Leistung bei verschiedenen Arten von Daten +- Robustheit gegenüber Overfitting +- Fähigkeit, mit fehlenden Werten und kategorischen Variablen umzugehen +- **Eingebaute Feature Importance** +- **Aktivierungsfunktionen:** Entscheidungsbäume, basieren auf Regeln und Splits, ohne mathematische Aktivierungsfunktionen. +- **Layers:** Es gibt keine Schichten (Layers) im klassischen Sinne, wie bei neuronalen Netzwerken. Jeder Baum ist ein eigenständiger Klassifikator. +::: + +## Random Forest {background-image="img/Random_Forest_Tree_Example.png"} + + +## Hyperparameter + +> *Parameter, die vor dem Training festgelegt werden müssen* + +| Hyperparameter | Bedeutung | +|- |-- | +| n_estimators | Anzahl an Bäumen | +| max_depth | Maximale Tiefe eines Baumes | +| min_samples_split | Mindestanzahl an Samples, um ein Split durchzuführen | +| min_samples_leaf | Mindestanzahl an Samples in einem Blatt | + +## Hyperparameter-Tuning {.smaller} + +> *Optimierung der Hyperparameter, um die Modellgüte zu verbessern* + +```{.python include="../extracted_cells/cell15.py" + code-line-numbers="|2-7|10-11|15" + end-line=15} +``` +. . . + +```json +{ + 'max_depth': None, + 'min_samples_leaf': 2, + 'min_samples_split': 2, + 'n_estimators': 100 +} +``` + +## Hyperparameter-Tuning {.smaller} +```{.python include="../extracted_cells/cell15.py" + code-line-numbers="2-7,10-11,15|18,21|24-27" + end-line=27} +``` + +## Modellgüte {.smaller auto-animate=true} +:::{.notes} +- **Accuracy**: Anteil der korrekt klassifizierten Instanzen +- **Precision**: Anteil der als positiv klassifizierten Instanzen, die tatsächlich positiv sind +- **Recall**: Anteil der tatsächlich positiven Instanzen, die als positiv klassifiziert wurden +- **F1-Score**: Harmonisches Mittel aus Precision und Recall +::: + +```{.json code-line-numbers="|2|3|4|5"} +{ + 'Accuracy': 0.8607, + 'Precision': 0.7613, + 'Recall': 0.6142, + 'F1 Score': 0.6798 +} +``` + +. . . + +**Konfusionsmatrix** + +. . . + +![](img/Confusions_Matrix.png){width=50%} + + +## Konfusionsmatrix {auto-animate=true} + +![](img/Confusions_Matrix.png) + +:::{.notes} +- (oben links) Tatsächlich sind die meisten weniger als 50K und auch richtig vorhergesagt +- (unten rechts) Zweitgrößte Gruppe: Mehr als 50k und auch so vorhergesagt +- (unten links) Drittgrößte Gruppe: Eigentlich mehr als 50k aber als weniger vorhergesagt +- (oben rechts) Kleinste Gruppe: Tatsächlich weniger als 50k aber als mehr vorhergesagt +::: + +## Feature Importances + +> *Metrik, wie viel ein Feature zur Vorhersage des Modells beiträgt* + +![](img/Feature_Importance.png){width=80%} + + +# LIME {visibility="uncounted"} +Local Interpretable Model-agnostic Explanations + +## 1. Grundprinzip: +- LIME erklärt einzelne Vorhersagen eines beliebigen ML-Modells +- Es arbeitet modellunabhängig (model-agnostic) +- Erzeugt lokale, interpretierbare Erklärungen für einzelne Vorhersagen + +## 2. Funktionsweise im Detail: + +### Ausgangssituation: + +- Ein trainiertes ML-Modell liegt vor +- Eine spezifische Vorhersage soll erklärt werden +- Das Original-Modell wird als "Black Box" behandelt + +## 2. Funktionsweise im Detail: + +### Prozessschritte: + +- Sampling um den Datenpunkt: + - Erzeugt synthetische Samples in der Nachbarschaft des zu erklärenden Datenpunkts + - Verwendet Perturbationen (kleine Änderungen) der Original-Features + +- Gewichtung der Samples: + - Näher liegende Samples erhalten höhere Gewichte + + +## 2. Funktionsweise im Detail: + +### Prozessschritte: + +- Feature-Transformation: + - Konvertiert die Daten in ein interpretierbares Format + - Bei Texten z.B. Umwandlung in binäre Features (Wort vorhanden/nicht vorhanden) + +- Training eines einfachen Modells: + - typischer weise durch lineare Regression + - Verwendet die gewichteten Samples + - Optimiert auf lokale Genauigkeit + - damit man ein leicht Interpretierbares Modell bekommt + +## 2. Funktionsweise im Detail: + +Extraktion der Erklärung: + +![](.\img\LIME_Erklärung.png){width=80% fig-align="center"} + + +:::{.notes} +Hier sind zwei Beispiele wie die Erklärung von LIME extrahiert werden kann. +Einmal als Grafik durch ein Balkendiagramm und einmal als Tabelle. +Roter Bereich: Je größer der Rote Bereich, je geringer wird die Chance mehr als 50k zu bekommen +Grüner Bereich: Je größer der Grüne Bereich, je größer wird die Chance mehr als 50k zu bekommen +::: + +## 3. Wichtige Eigenschaften: {.smaller} + +- Lokalität: + - Fokussiert sich auf lokale Umgebung der zu erklärenden Instanz + - Erzeugt keine globalen Erklärungen für das gesamte Modell + +- Interpretierbarkeit: + - Nutzt einfache, verständliche Modelle für Erklärungen + - Meist lineare Modelle oder Entscheidungsbäume + +- Modell-Agnostik: + - Funktioniert mit jedem ML-Modell + - Benötigt nur Zugriff auf Vorhersagefunktion + +## 4. Vorteile und Grenzen: {.smaller} +:::{.notes} +LIME ist instabil, bedeuted das wenn man LIME zweimal ausführen würde, kann es sein das es nicht auf das gleiche Ergebnis kommt, sondern die Gewichtung anders verteilt. +::: + +- Vorteile: + - Flexibel einsetzbar + - Intuitiv verständliche Erklärungen + - Unterstützt verschiedene Datentypen + +- Grenzen: + - Nur lokale Erklärungen + - Sampling kann rechenintensiv sein + - LIME ist instabil + +- LIME ist besonders nützlich, wenn man: + - Einzelne Vorhersagen verstehen möchten + - Mit komplexen Modellen arbeitet + - Modelle debuggen oder verbessern will + + +## LIME Anwendungsszenarien +::: {.nonincremental} +**Medizinische Diagnostik und Gesundheitswesen** + +- Krebsdiagnose: Erklärung, welche Merkmale in medizinischen Bildern zu einer Krebsdiagnose beitragen +::: + +## LIME Anwendungsszenarien +::: {.nonincremental} +**Medizinische Diagnostik und Gesundheitswesen** + +- Krebsdiagnose: Erklärung, welche Merkmale in medizinischen Bildern zu einer Krebsdiagnose beitragen + +**Finanzwesen und Kreditvergabe** + +- Kreditwürdigkeitsprüfung: Transparente Begründung für Kreditablehnungen oder -genehmigungen +- Betrugserkennung: Erklärung, warum bestimmte Transaktionen als verdächtig eingestuft werden +::: + +## LIME Anwendungsszenarien +::: {.nonincremental} +**Medizinische Diagnostik und Gesundheitswesen** + +- Krebsdiagnose: Erklärung, welche Merkmale in medizinischen Bildern zu einer Krebsdiagnose beitragen + +**Finanzwesen und Kreditvergabe** + +- Kreditwürdigkeitsprüfung: Transparente Begründung für Kreditablehnungen oder -genehmigungen +- Betrugserkennung: Erklärung, warum bestimmte Transaktionen als verdächtig eingestuft werden + +**Personalabteilung und Recruiting** + +- Bewerberselektion: Erklärung, welche Qualifikationen oder Fähigkeiten bei der Kandidatenauswahl entscheidend waren +::: + + +## LIME Berechnungskosten + +LIME skaliert: + +::: {.nonincremental} +- Linear mit der Anzahl der Samples (N) +- Quadratisch bis kubisch mit der Anzahl der Features (D) +- Linear mit der Komplexität des zu erklärenden Modells M(D) +::: + +Komplexität in BigO Notation: + +::: {.nonincremental} +- **O(N × M(D))**, wenn das zu erklärende Modell komplex ist +- **O(N × D²)**, wenn das lineare Modell der rechenintensivste Teil ist +::: + + +:::{.notes} +**Große Datensätze generell Machbar** +- Dürfen nur nicht zu viele Features haben, das erhöhe stark den Rechenaufwand +::: + + + +## Rule Based Explenation + +![](img/Komplett.bmp){height=400 fig-align="center"} + +:::{.notes} +- Verfahren wird gefüttert mit +- Daten und Labels + +- Erstellt draus Regeln +::: + +## Detaillierte Erklärung und Funktionsweise + +![](img/Neue_Regel.bmp){height=400 fig-align="center"} + +::: {.notes} +- Menschen lernen schneller als Tiere +- Menschen kommunizieren schneller / besser +- Vor allem auf Grund von Regeln +- Satzbau, Erklärungen, Logik + +- Hund Sitz beibringen +- braucht viele iterationen (mit Belohnungen) +- Mensch kann deutlicher erklären was das Ziel ist + +- Regel Basiertes Lernen kommt zum Einsatz +- Anstatt (unverständlicher) neuronaler Netze +- oder komplexen mathematischen Modellen + +- Verwendung von logischen Rgeln +- extrahiert aus Daten oder durch Experten definiert +::: + + + +## Beispiel Regel + +
+ +> WENN + +> Fieber über 38°C + +> UND Husten + +> DANN Grippe + +## Beispiel Regel {.text-align-right} + +
+ +> WENN + +> capital.gain ≤ 7073.50 UND + +> education.num ≤ 12.50 UND + +> capital.loss > 2218.50 UND + +> DANN Einkommen > 50K + +## Vorteile +- Transparenz: Menschen können Entscheidungen leicht
nachvollziehen +- Überprüfbarkeit: Regeln können durch Experten überprüft
und Ausgewertet werden +- Anpassbarkeit: Vordefinierte Regeln von Experten können
mit maschinell erstellten Regeln ergänzt werden + + +![](img/Vorteile.jpg){.absolute top=10 right=10 height="900"} + + +::: {.notes} +Transparenz: Menschen können Entscheidungen leicht nachvollziehen +Überprüfbarkeit: Regeln können durch Experten überprüft werden und Anpassungen vorgenommen werden +Anpassbarkeit: Vordefinierte Regeln von Experten können mit maschinell erstellten Regeln kombiniert werden +- (Modellunabhängig) +::: + +## Nachteile/Herausforderungen +- Skalierbarkeit: komplexen Anwendungsgebiete können eine hohe
Anzahl an Regeln schnell erreichen +- Gereralität: Regeln sind oft domänenspezifisch und benötigen
für unterschiedliche Kontexte entsprechend anpassungen +- Widersprüche: Regeln können zu Widersprüchen untereinander
führen und müssen daher angepasst werden + +![](img/Nachteile_gespiegelt.jpg){.absolute top=10 right=10 height="900"} + +::: {.notes} +- Skalierbarkeit: In komplexen Anwendungsgebieten können die Anzahl an Regeln schnell sehr hoch werden. +- Gereralität: Regeln sind oft domänenspezifisch und müssen für unterschiedliche Kontexte entsprechend angepasst werden +- Widersprüche: Regeln können zu Widersprüchen untereinander führen und müssen daher angepasst werden +::: + + +## RBE Anwendungsszenarien +::: {.nonincremental} +**Medizinische Diagnostik und Gesundheitswesen** + +- Diagnostische Systeme: Ärzte benötigen klare Regeln, um Diagnosevorschläge zu verstehen und zu validieren +::: + +:::{.notes} + +Medizin / Gesundheitswesen + +- **Regeln, warum welche Diagnose vorgeschlagen wurde** + +Finanzwesen + +- **Regeln, warum Transaktion verdächtig ist** +- **Regeln, warum Kredit genehmigt / abgelehnt wurde** + +Versicherungswesen + +- **Regeln, warum Prämien zu stande kommen** +- **Regeln, warum Schadensansprüche geltend gemacht werden können** +::: + +## RBE Anwendungsszenarien +::: {.nonincremental} +**Medizinische Diagnostik und Gesundheitswesen** + +- Diagnostische Systeme: Ärzte benötigen klare Regeln, um Diagnosevorschläge zu verstehen und zu validieren + +**Versicherungswesen** + +- Risikobewertung: Transparente Regeln zur Prämienberechnung +- Schadenregulierung: Nachvollziehbare Entscheidungskriterien für Schadensansprüche +::: + +:::{.notes} + +Medizin / Gesundheitswesen + +- **Regeln, warum welche Diagnose vorgeschlagen wurde** + +Finanzwesen + +- **Regeln, warum Transaktion verdächtig ist** +- **Regeln, warum Kredit genehmigt / abgelehnt wurde** + +Versicherungswesen + +- **Regeln, warum Prämien zu stande kommen** +- **Regeln, warum Schadensansprüche geltend gemacht werden können** +::: + + +## RBE Anwendungsszenarien +::: {.nonincremental} +**Medizinische Diagnostik und Gesundheitswesen** + +- Diagnostische Systeme: Ärzte benötigen klare Regeln, um Diagnosevorschläge zu verstehen und zu validieren + +**Versicherungswesen** + +- Risikobewertung: Transparente Regeln zur Prämienberechnung +- Schadenregulierung: Nachvollziehbare Entscheidungskriterien für Schadensansprüche + +**Finanzwesen und Kreditvergabe** + +- Betrugserkennung: Einfach verständliche Regeln zur Identifikation verdächtiger Transaktionen +- Kreditentscheidungen: Banken müssen Ablehnungen oder Genehmigungen rechtlich begründen können +::: + +:::{.notes} + +Medizin / Gesundheitswesen + +- **Regeln, warum welche Diagnose vorgeschlagen wurde** + +Finanzwesen + +- **Regeln, warum Transaktion verdächtig ist** +- **Regeln, warum Kredit genehmigt / abgelehnt wurde** + +Versicherungswesen + +- **Regeln, warum Prämien zu stande kommen** +- **Regeln, warum Schadensansprüche geltend gemacht werden können** +::: + +## RBE Output + +``` +|--- marital.status_Married-civ-spouse <= 0.50 +| |--- capital.gain <= 7073.50 +| | |--- education.num <= 12.50 +| | | |--- capital.loss <= 2218.50 +| | | | |--- hours.per.week <= 40.50 +| | | | | |--- Einkommen ≤ 50K +| | | | |--- hours.per.week > 40.50 +| | | | | |--- Einkommen ≤ 50K +| | | |--- capital.loss > 2218.50 +| | | | |--- fnlwgt <= 125450.50 +| | | | | |--- Einkommen > 50K +| | | | |--- fnlwgt > 125450.50 +| | | | | |--- Einkommen ≤ 50K +``` + +:::{.notes} +- Ich zeige euch keinen code aber zumindes den Output solltet ihr mal gesehen haben +- Als erstes den Decission Tree +- Und dann gescheit formatiert als Satz +- Richtigen Code wird später im Notebook vorgestellt +::: + +## RBE Berechnungskosten + +RBE skaliert: + +::: {.nonincremental} +- N = Anzahl der Trainingsbeispiele +- D = Anzahl der Merkmale (Features) +::: + +Komplexität in BigO Notation: **O(N × D × log N)** + + +:::{.notes} + +Komplexität zusammengesetzt aus: +- Training des Surrogate-Modells (DecisionTreeClassifier) +- Vorhersagen mit dem Random Forest (Referenzmodell) +- Extraktion der Regeln aus dem Entscheidungsbaum +- Evaluierung des Surrogate-Modells + +**Große Datensätze generell Machbar** +- Dürfen nur nicht zu viele Features haben, das erhöhe stark den Rechenaufwand +::: + + +::: {.center} +## Jetzt wird es Praktisch +::: + +:::{.notes} +Jetzt das Notebook zeigen und konkret durchgehen +::: + + +## Vergleich der XAI-Verfahren + +- Interpretierbarkeit +- Modellunabhängigkeit +- Genauigkeit / Konsistenz +- Anwendungsszenarien + + +## LIME Interpretierbarkeit + +::: {.nonincremental} +- Leicht verständlich, welche Features relevant waren +- Auch verständlich Laien +::: + +![](img/LIME_Erklärung.png){height=400 fig-align="center"} + + +:::{.notes} +**Rote Balken** +- Features die die Wahrscheinlichkeit von >=50k verringern + +**Grüne Balken** +- Features die die Wahrscheinlichkeit von >=50k erhöhen +::: + + +## LIME Modellabhängigkeit + +::: {.nonincremental} +- Ist Model-Agnostic +- Behandelt jedes Modell als Blackbox +::: + + +:::{.notes} +Wie in LIME schon beschrieben + +L: local +I: Interpretable +M: Model Agnostic +::: + +## LIME Konsistenz +::: {.nonincremental} +- Die Ergebnisse sind instabil +- Können aber stark variieren da es auf zufälligen Abänderungen der Daten basiert +::: + +![](img/Lime_Varianz_Features.png){height=400 fig-align="center"} + + +:::{.notes} +**Wir haben 10 Erklärungen laufen lassen** + +- Dann immer die Feature Wichtigkeit verglichen +- Geringe Varianz: Ähnliche Ergebnisse +- Hohe Varianz: Unterschiedliche Ergebnisse + +=> Wir haben hier die Top 5 mit der größten Varianz => Immernoch gering +::: + + +## LIME Anwendungsszenarien +::: {.nonincremental} +- Medizinische Diagnostik und Gesundheitswesen +- Finanzwesen und Kreditvergabe +- Personalabteilung und Recruiting +::: + +:::{.notes} +**Verständnis einer einzelnen Vorhersage** +::: + +## RBE Interpretierbarkeit + +::: {.nonincremental} +- Regeln Leicht Nachvollziehbar: Wenn-Dann-Struktur von Regeln +- Potenziell komplex bei vielen Regeln +- Auch für Laien Verständlich +::: + + +:::{.notes} +1. **Wenn-Dann-Struktur ist leicht zu verstehen, wie man auf Ergebnis kommt** +2. **Komplex / unübersichtlich wenn man viele Regeln hat** +3. **Regeln verstehen auch Lian** +::: + + +## RBE Interpretierbarkeit + +Beispiel einer Regel: Vorhersagt > 50K + +::: {.nonincremental} +- *WENN* +- *capital.gain ≤ 7073.50 UND* +- *education.num ≤ 12.50 UND* +- *capital.loss > 2218.50 UND* +- *DANN Einkommen > 50K* +::: + + +:::{.notes} +**Beispielregel für > 50K Einkommen** +::: + + +## RBE Modellabhängigkeit + +::: {.nonincremental} +- **Inhärent regelbasierte Modelle** (modellabhängig) +- **Post-hoc regelbasierte Erklärungen** (modellunabhängig) +::: + +Wir verwenden einen: **Surrogate-Entscheidungsbaum** + +::: {.nonincremental} +- Dieser ist modellunabhängig +::: + +:::{.notes} + +**Inhärent regelbasierte Modelle** +- Diese Modelle sind ihre eigenen Erklärungen - die Regeln sind das Modell. + +**Post-hoc regelbasierte Erklärungen** +- Diese Ansätze können prinzipiell auf jedes Modell angewendet werden und sind daher modellunabhängig. + + +**Surrogate-Entscheidungsbaum** + +- **Post-hoc (Modellunabhängig)** +- **Bekommt Trainingsdaten und Random Forest Vorhersagen** + +Die extrahierten Regeln bieten eine **globale Erklärung des Random Forest-Verhaltens**. +::: + + +## RBE Genauigkeit & Konsistenz + +::: {.nonincremental} +- Genauigkeit: Wie nahe an Ergebnis von RF +- Konsistenz: Schwankungen der Genauigkeit +::: + +![](img/surrogate_accuracy.png){height=400 fig-align="center"} + +:::{.notes} + +Vorgehen: + +- **Surrogate-Modell trainiert, sodass es RF-Vorhersagen nachahmt** +- **Vorhersage von Surrogate-Modell mit RF vergleichen** +- Berechnen die oft Vorhersagen gleich ist in % + + +Das ganze mit mehreren Baumtiefen + +- So finden wir die **optimale Baumtiefe** + + +=> Man sieht **sehr hohe Genauigkeit** + +::: + +## RBE Anwendungsszenarien +::: {.nonincremental} + +- Medizinische Diagnostik und Gesundheitswesen +- Finanzwesen und Kreditvergabe +- Versicherungswesen +::: + +:::{.notes} + +**Globlaler Überblick von Entscheidungslogik** + +**Wieso Entscheidet das Modell Allgemein** + + +Medizin / Gesundheitswesen + +- **Beispiel Schlaganfall** + +- => Wir wollen wissen, warum er allgemein zur Diagnose kommt +::: + + +::: {.center} +## Vielen Dank für Eure Aufmerksamkeit! +::: \ No newline at end of file diff --git a/slides/slides_files/figure-revealjs/cell-5-output-1.png b/slides/slides_files/figure-revealjs/cell-5-output-1.png new file mode 100644 index 0000000..ff71c2d Binary files /dev/null and b/slides/slides_files/figure-revealjs/cell-5-output-1.png differ diff --git a/slides/slides_files/figure-typst/cell-5-output-1.svg b/slides/slides_files/figure-typst/cell-5-output-1.svg new file mode 100644 index 0000000..bf1bb91 --- /dev/null +++ b/slides/slides_files/figure-typst/cell-5-output-1.svg @@ -0,0 +1,821 @@ + + + + + + + + 2025-03-31T15:54:30.691742 + image/svg+xml + + + Matplotlib v3.10.1, https://matplotlib.org/ + + + + + + + + + + + + + + + + + + + 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b/slides/slides_files/libs/quarto-html/quarto-syntax-highlighting-549806ee2085284f45b00abea8c6df48.css new file mode 100644 index 0000000..80e34e4 --- /dev/null +++ b/slides/slides_files/libs/quarto-html/quarto-syntax-highlighting-549806ee2085284f45b00abea8c6df48.css @@ -0,0 +1,205 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +pre > code.sourceCode > span { + color: #003B4F; +} + +code span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +code span.ot { + color: #003B4F; + font-style: inherit; +} + +code span.at { + color: #657422; + font-style: inherit; +} + +code span.ss { + color: #20794D; + font-style: inherit; +} + +code span.an { + color: #5E5E5E; + font-style: inherit; +} + +code span.fu { + color: #4758AB; + font-style: inherit; +} + +code span.st { + color: #20794D; + font-style: inherit; +} + +code span.cf { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +code span.op { + color: #5E5E5E; + font-style: inherit; +} + +code span.er { + color: #AD0000; + font-style: inherit; +} + +code span.bn { + color: #AD0000; + font-style: inherit; +} + +code span.al { + color: #AD0000; + font-style: inherit; +} + +code span.va { + color: #111111; + font-style: inherit; +} + +code span.bu { + font-style: inherit; +} + +code span.ex { + font-style: inherit; +} + +code span.pp { + color: #AD0000; + font-style: inherit; +} + +code span.in { + color: #5E5E5E; + font-style: inherit; +} + +code span.vs { + color: #20794D; + font-style: inherit; +} + +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +code span.do { + color: #5E5E5E; + font-style: italic; +} + +code span.im { + color: #00769E; + font-style: inherit; +} + +code span.ch { + color: #20794D; + font-style: inherit; +} + +code span.dt { + color: #AD0000; + font-style: inherit; +} + +code span.fl { + color: #AD0000; + font-style: inherit; +} + +code span.co { + color: #5E5E5E; + font-style: inherit; +} + +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +code span.cn { + color: #8f5902; + font-style: inherit; +} + +code span.sc { + color: #5E5E5E; + font-style: inherit; +} + +code span.dv { + color: #AD0000; + font-style: inherit; +} + +code span.kw { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +.prevent-inlining { + content: " !el.hasAttribute("disabled") && !el.getAttribute("aria-hidden") + ); + }; + + /** + * Remove roles and attributes from a tab and its content + * @param {Node} tab The tab + * @param {Node} content The tab content + * @param {Object} settings User settings and options + */ + var destroyTab = function (tab, content, settings) { + // Remove the generated ID + if (tab.id.slice(0, settings.idPrefix.length) === settings.idPrefix) { + tab.id = ""; + } + + // remove event listener + tab.removeEventListener("focus", focusHandler, true); + + // Remove roles + tab.removeAttribute("role"); + tab.removeAttribute("aria-controls"); + tab.removeAttribute("aria-selected"); + tab.removeAttribute("tabindex"); + tab.closest("li").removeAttribute("role"); + content.removeAttribute("role"); + content.removeAttribute("aria-labelledby"); + content.removeAttribute("hidden"); + }; + + /** + * Add the required roles and attributes to a tab and its content + * @param {Node} tab The tab + * @param {Node} content The tab content + * @param {Object} settings User settings and options + */ + var setupTab = function (tab, content, settings) { + // Give tab an ID if it doesn't already have one + if (!tab.id) { + tab.id = settings.idPrefix + content.id; + } + + // Add roles + tab.setAttribute("role", "tab"); + tab.setAttribute("aria-controls", content.id); + tab.closest("li").setAttribute("role", "presentation"); + content.setAttribute("role", "tabpanel"); + content.setAttribute("aria-labelledby", tab.id); + + // Add selected state + if (tab.matches(settings.default)) { + tab.setAttribute("aria-selected", "true"); + } else { + tab.setAttribute("aria-selected", "false"); + content.setAttribute("hidden", "hidden"); + } + + // add focus event listender + tab.addEventListener("focus", focusHandler); + }; + + /** + * Hide a tab and its content + * @param {Node} newTab The new tab that's replacing it + */ + var hide = function (newTab) { + // Variables + var tabGroup = newTab.closest('[role="tablist"]'); + if (!tabGroup) return {}; + var tab = tabGroup.querySelector('[role="tab"][aria-selected="true"]'); + if (!tab) return {}; + var content = document.querySelector(tab.hash); + + // Hide the tab + tab.setAttribute("aria-selected", "false"); + + // Hide the content + if (!content) return { previousTab: tab }; + content.setAttribute("hidden", "hidden"); + + // Return the hidden tab and content + return { + previousTab: tab, + previousContent: content, + }; + }; + + /** + * Show a tab and its content + * @param {Node} tab The tab + * @param {Node} content The tab content + */ + var show = function (tab, content) { + tab.setAttribute("aria-selected", "true"); + content.removeAttribute("hidden"); + tab.focus(); + }; + + /** + * Toggle a new tab + * @param {Node} tab The tab to show + */ + var toggle = function (tab) { + // Make sure there's a tab to toggle and it's not already active + if (!tab || tab.getAttribute("aria-selected") == "true") return; + + // Variables + var content = document.querySelector(tab.hash); + if (!content) return; + + // Hide active tab and content + var details = hide(tab); + + // Show new tab and content + show(tab, content); + + // Add event details + details.tab = tab; + details.content = content; + + // Emit a custom event + emitEvent(tab, details); + }; + + /** + * Get all of the tabs in a tablist + * @param {Node} tab A tab from the list + * @return {Object} The tabs and the index of the currently active one + */ + var getTabsMap = function (tab) { + var tabGroup = tab.closest('[role="tablist"]'); + var tabs = tabGroup ? tabGroup.querySelectorAll('[role="tab"]') : null; + if (!tabs) return; + return { + tabs: tabs, + index: Array.prototype.indexOf.call(tabs, tab), + }; + }; + + /** + * Switch the active tab based on keyboard activity + * @param {Node} tab The currently active tab + * @param {Key} key The key that was pressed + */ + var switchTabs = function (tab, key) { + // Get a map of tabs + var map = getTabsMap(tab); + if (!map) return; + var length = map.tabs.length - 1; + var index; + + // Go to previous tab + if (["ArrowUp", "ArrowLeft", "Up", "Left"].indexOf(key) > -1) { + index = map.index < 1 ? length : map.index - 1; + } + + // Go to next tab + else if (["ArrowDown", "ArrowRight", "Down", "Right"].indexOf(key) > -1) { + index = map.index === length ? 0 : map.index + 1; + } + + // Go to home + else if (key === "Home") { + index = 0; + } + + // Go to end + else if (key === "End") { + index = length; + } + + // Toggle the tab + toggle(map.tabs[index]); + }; + + /** + * Create the Constructor object + */ + var Constructor = function (selector, options) { + // + // Variables + // + + var publicAPIs = {}; + var settings, tabWrapper; + + // + // Methods + // + + publicAPIs.destroy = function () { + // Get all tabs + var tabs = tabWrapper.querySelectorAll("a"); + + // Add roles to tabs + Array.prototype.forEach.call(tabs, function (tab) { + // Get the tab content + var content = document.querySelector(tab.hash); + if (!content) return; + + // Setup the tab + destroyTab(tab, content, settings); + }); + + // Remove role from wrapper + tabWrapper.removeAttribute("role"); + + // Remove event listeners + document.documentElement.removeEventListener( + "click", + clickHandler, + true + ); + tabWrapper.removeEventListener("keydown", keyHandler, true); + + // Reset variables + settings = null; + tabWrapper = null; + }; + + /** + * Setup the DOM with the proper attributes + */ + publicAPIs.setup = function () { + // Variables + tabWrapper = document.querySelector(selector); + if (!tabWrapper) return; + var tabs = tabWrapper.querySelectorAll("a"); + + // Add role to wrapper + tabWrapper.setAttribute("role", "tablist"); + + // Add roles to tabs. provide dynanmic tab indexes if we are within reveal + var contentTabindexes = + window.document.body.classList.contains("reveal-viewport"); + var nextTabindex = 1; + Array.prototype.forEach.call(tabs, function (tab) { + if (contentTabindexes) { + tab.setAttribute("tabindex", "" + nextTabindex++); + } else { + tab.setAttribute("tabindex", "0"); + } + + // Get the tab content + var content = document.querySelector(tab.hash); + if (!content) return; + + // set tab indexes for content + if (contentTabindexes) { + getKeyboardFocusableElements(content).forEach(function (el) { + el.setAttribute("tabindex", "" + nextTabindex++); + }); + } + + // Setup the tab + setupTab(tab, content, settings); + }); + }; + + /** + * Toggle a tab based on an ID + * @param {String|Node} id The tab to toggle + */ + publicAPIs.toggle = function (id) { + // Get the tab + var tab = id; + if (typeof id === "string") { + tab = document.querySelector( + selector + ' [role="tab"][href*="' + id + '"]' + ); + } + + // Toggle the tab + toggle(tab); + }; + + /** + * Handle click events + */ + var clickHandler = function (event) { + // Only run on toggles + var tab = event.target.closest(selector + ' [role="tab"]'); + if (!tab) return; + + // Prevent link behavior + event.preventDefault(); + + // Toggle the tab + toggle(tab); + }; + + /** + * Handle keydown events + */ + var keyHandler = function (event) { + // Only run if a tab is in focus + var tab = document.activeElement; + if (!tab.matches(selector + ' [role="tab"]')) return; + + // Only run for specific keys + if (["Home", "End"].indexOf(event.key) < 0) return; + + // Switch tabs + switchTabs(tab, event.key); + }; + + /** + * Initialize the instance + 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r=this.getAutoAnimatableProperties("from",e,i),o=this.getAutoAnimatableProperties("to",t,i);if(t.classList.contains("fragment")&&(delete o.styles.opacity,e.classList.contains("fragment"))){(e.className.match(w)||[""])[0]===(t.className.match(w)||[""])[0]&&"forward"===s.slideDirection&&t.classList.add("visible","disabled")}if(!1!==i.translate||!1!==i.scale){let e=this.Reveal.getScale(),t={x:(r.x-o.x)/e,y:(r.y-o.y)/e,scaleX:r.width/o.width,scaleY:r.height/o.height};t.x=Math.round(1e3*t.x)/1e3,t.y=Math.round(1e3*t.y)/1e3,t.scaleX=Math.round(1e3*t.scaleX)/1e3,t.scaleX=Math.round(1e3*t.scaleX)/1e3;let s=!1!==i.translate&&(0!==t.x||0!==t.y),a=!1!==i.scale&&(0!==t.scaleX||0!==t.scaleY);if(s||a){let e=[];s&&e.push(`translate(${t.x}px, ${t.y}px)`),a&&e.push(`scale(${t.scaleX}, ${t.scaleY})`),r.styles.transform=e.join(" "),r.styles["transform-origin"]="top left",o.styles.transform="none"}}for(let e in o.styles){const t=o.styles[e],i=r.styles[e];t===i?delete o.styles[e]:(!0===t.explicitValue&&(o.styles[e]=t.value),!0===i.explicitValue&&(r.styles[e]=i.value))}let l="",d=Object.keys(o.styles);if(d.length>0){r.styles.transition="none",o.styles.transition=`all ${n.duration}s ${n.easing} ${n.delay}s`,o.styles["transition-property"]=d.join(", "),o.styles["will-change"]=d.join(", "),l='[data-auto-animate-target="'+a+'"] {'+Object.keys(r.styles).map((e=>e+": "+r.styles[e]+" !important;")).join("")+'}[data-auto-animate="running"] [data-auto-animate-target="'+a+'"] {'+Object.keys(o.styles).map((e=>e+": "+o.styles[e]+" !important;")).join("")+"}"}return l}getAutoAnimateOptions(t,i){let s={easing:this.Reveal.getConfig().autoAnimateEasing,duration:this.Reveal.getConfig().autoAnimateDuration,delay:0};if(s=e(s,i),t.parentNode){let e=r(t.parentNode,"[data-auto-animate-target]");e&&(s=this.getAutoAnimateOptions(e,s))}return t.dataset.autoAnimateEasing&&(s.easing=t.dataset.autoAnimateEasing),t.dataset.autoAnimateDuration&&(s.duration=parseFloat(t.dataset.autoAnimateDuration)),t.dataset.autoAnimateDelay&&(s.delay=parseFloat(t.dataset.autoAnimateDelay)),s}getAutoAnimatableProperties(e,t,i){let s=this.Reveal.getConfig(),a={styles:[]};if(!1!==i.translate||!1!==i.scale){let e;if("function"==typeof i.measure)e=i.measure(t);else if(s.center)e=t.getBoundingClientRect();else{let i=this.Reveal.getScale();e={x:t.offsetLeft*i,y:t.offsetTop*i,width:t.offsetWidth*i,height:t.offsetHeight*i}}a.x=e.x,a.y=e.y,a.width=e.width,a.height=e.height}const n=getComputedStyle(t);return(i.styles||s.autoAnimateStyles).forEach((t=>{let i;"string"==typeof t&&(t={property:t}),void 0!==t.from&&"from"===e?i={value:t.from,explicitValue:!0}:void 0!==t.to&&"to"===e?i={value:t.to,explicitValue:!0}:("line-height"===t.property&&(i=parseFloat(n["line-height"])/parseFloat(n["font-size"])),isNaN(i)&&(i=n[t.property])),""!==i&&(a.styles[t.property]=i)})),a}getAutoAnimatableElements(e,t){let i=("function"==typeof this.Reveal.getConfig().autoAnimateMatcher?this.Reveal.getConfig().autoAnimateMatcher:this.getAutoAnimatePairs).call(this,e,t),s=[];return i.filter(((e,t)=>{if(-1===s.indexOf(e.to))return s.push(e.to),!0}))}getAutoAnimatePairs(e,t){let i=[];const s="h1, h2, h3, h4, h5, h6, p, li";return this.findAutoAnimateMatches(i,e,t,"[data-id]",(e=>e.nodeName+":::"+e.getAttribute("data-id"))),this.findAutoAnimateMatches(i,e,t,s,(e=>e.nodeName+":::"+e.innerText)),this.findAutoAnimateMatches(i,e,t,"img, video, iframe",(e=>e.nodeName+":::"+(e.getAttribute("src")||e.getAttribute("data-src")))),this.findAutoAnimateMatches(i,e,t,"pre",(e=>e.nodeName+":::"+e.innerText)),i.forEach((e=>{n(e.from,s)?e.options={scale:!1}:n(e.from,"pre")&&(e.options={scale:!1,styles:["width","height"]},this.findAutoAnimateMatches(i,e.from,e.to,".hljs .hljs-ln-code",(e=>e.textContent),{scale:!1,styles:[],measure:this.getLocalBoundingBox.bind(this)}),this.findAutoAnimateMatches(i,e.from,e.to,".hljs .hljs-ln-numbers[data-line-number]",(e=>e.getAttribute("data-line-number")),{scale:!1,styles:["width"],measure:this.getLocalBoundingBox.bind(this)}))}),this),i}getLocalBoundingBox(e){const t=this.Reveal.getScale();return{x:Math.round(e.offsetLeft*t*100)/100,y:Math.round(e.offsetTop*t*100)/100,width:Math.round(e.offsetWidth*t*100)/100,height:Math.round(e.offsetHeight*t*100)/100}}findAutoAnimateMatches(e,t,i,s,a,n){let r={},o={};[].slice.call(t.querySelectorAll(s)).forEach(((e,t)=>{const i=a(e);"string"==typeof i&&i.length&&(r[i]=r[i]||[],r[i].push(e))})),[].slice.call(i.querySelectorAll(s)).forEach(((t,i)=>{const s=a(t);let l;if(o[s]=o[s]||[],o[s].push(t),r[s]){const e=o[s].length-1,t=r[s].length-1;r[s][e]?(l=r[s][e],r[s][e]=null):r[s][t]&&(l=r[s][t],r[s][t]=null)}l&&e.push({from:l,to:t,options:n})}))}getUnmatchedAutoAnimateElements(e){return[].slice.call(e.children).reduce(((e,t)=>{const i=t.querySelector("[data-auto-animate-target]");return t.hasAttribute("data-auto-animate-target")||i||e.push(t),t.querySelector("[data-auto-animate-target]")&&(e=e.concat(this.getUnmatchedAutoAnimateElements(t))),e}),[])}}class C{constructor(e){this.Reveal=e,this.active=!1,this.activatedCallbacks=[],this.onScroll=this.onScroll.bind(this)}activate(){if(this.active)return;const e=this.Reveal.getState();this.active=!0,this.slideHTMLBeforeActivation=this.Reveal.getSlidesElement().innerHTML;const i=t(this.Reveal.getRevealElement(),f),s=t(this.Reveal.getRevealElement(),".backgrounds>.slide-background");let a;this.viewportElement.classList.add("loading-scroll-mode","reveal-scroll");const n=window.getComputedStyle(this.viewportElement);n&&n.background&&(a=n.background);const r=[],o=i[0].parentNode;let l;const d=(e,t,i,n)=>{let o;if(l&&this.Reveal.shouldAutoAnimateBetween(l,e))o=document.createElement("div"),o.className="scroll-page-content scroll-auto-animate-page",o.style.display="none",l.closest(".scroll-page-content").parentNode.appendChild(o);else{const e=document.createElement("div");if(e.className="scroll-page",r.push(e),n&&s.length>t){const i=s[t],n=window.getComputedStyle(i);n&&n.background?e.style.background=n.background:a&&(e.style.background=a)}else a&&(e.style.background=a);const i=document.createElement("div");i.className="scroll-page-sticky",e.appendChild(i),o=document.createElement("div"),o.className="scroll-page-content",i.appendChild(o)}o.appendChild(e),e.classList.remove("past","future"),e.setAttribute("data-index-h",t),e.setAttribute("data-index-v",i),e.slideBackgroundElement&&(e.slideBackgroundElement.remove("past","future"),o.insertBefore(e.slideBackgroundElement,e)),l=e};i.forEach(((e,t)=>{this.Reveal.isVerticalStack(e)?e.querySelectorAll("section").forEach(((e,i)=>{d(e,t,i,!0)})):d(e,t,0)}),this),this.createProgressBar(),t(this.Reveal.getRevealElement(),".stack").forEach((e=>e.remove())),r.forEach((e=>o.appendChild(e))),this.Reveal.slideContent.layout(this.Reveal.getSlidesElement()),this.Reveal.layout(),this.Reveal.setState(e),this.activatedCallbacks.forEach((e=>e())),this.activatedCallbacks=[],this.restoreScrollPosition(),this.viewportElement.classList.remove("loading-scroll-mode"),this.viewportElement.addEventListener("scroll",this.onScroll,{passive:!0})}deactivate(){if(!this.active)return;const e=this.Reveal.getState();this.active=!1,this.viewportElement.removeEventListener("scroll",this.onScroll),this.viewportElement.classList.remove("reveal-scroll"),this.removeProgressBar(),this.Reveal.getSlidesElement().innerHTML=this.slideHTMLBeforeActivation,this.Reveal.sync(),this.Reveal.setState(e),this.slideHTMLBeforeActivation=null}toggle(e){"boolean"==typeof e?e?this.activate():this.deactivate():this.isActive()?this.deactivate():this.activate()}isActive(){return this.active}createProgressBar(){this.progressBar=document.createElement("div"),this.progressBar.className="scrollbar",this.progressBarInner=document.createElement("div"),this.progressBarInner.className="scrollbar-inner",this.progressBar.appendChild(this.progressBarInner),this.progressBarPlayhead=document.createElement("div"),this.progressBarPlayhead.className="scrollbar-playhead",this.progressBarInner.appendChild(this.progressBarPlayhead),this.viewportElement.insertBefore(this.progressBar,this.viewportElement.firstChild);const e=e=>{let t=(e.clientY-this.progressBarInner.getBoundingClientRect().top)/this.progressBarHeight;t=Math.max(Math.min(t,1),0),this.viewportElement.scrollTop=t*(this.viewportElement.scrollHeight-this.viewportElement.offsetHeight)},t=i=>{this.draggingProgressBar=!1,this.showProgressBar(),document.removeEventListener("mousemove",e),document.removeEventListener("mouseup",t)};this.progressBarInner.addEventListener("mousedown",(i=>{i.preventDefault(),this.draggingProgressBar=!0,document.addEventListener("mousemove",e),document.addEventListener("mouseup",t),e(i)}))}removeProgressBar(){this.progressBar&&(this.progressBar.remove(),this.progressBar=null)}layout(){this.isActive()&&(this.syncPages(),this.syncScrollPosition())}syncPages(){const e=this.Reveal.getConfig(),t=this.Reveal.getComputedSlideSize(window.innerWidth,window.innerHeight),i=this.Reveal.getScale(),s="compact"===e.scrollLayout,a=this.viewportElement.offsetHeight,n=t.height*i,r=s?n:a;this.scrollTriggerHeight=s?n:a,this.viewportElement.style.setProperty("--page-height",r+"px"),this.viewportElement.style.scrollSnapType="string"==typeof e.scrollSnap?`y ${e.scrollSnap}`:"",this.slideTriggers=[];const o=Array.from(this.Reveal.getRevealElement().querySelectorAll(".scroll-page"));this.pages=o.map((i=>{const n=this.createPage({pageElement:i,slideElement:i.querySelector("section"),stickyElement:i.querySelector(".scroll-page-sticky"),contentElement:i.querySelector(".scroll-page-content"),backgroundElement:i.querySelector(".slide-background"),autoAnimateElements:i.querySelectorAll(".scroll-auto-animate-page"),autoAnimatePages:[]});n.pageElement.style.setProperty("--slide-height",!0===e.center?"auto":t.height+"px"),this.slideTriggers.push({page:n,activate:()=>this.activatePage(n),deactivate:()=>this.deactivatePage(n)}),this.createFragmentTriggersForPage(n),n.autoAnimateElements.length>0&&this.createAutoAnimateTriggersForPage(n);let o=Math.max(n.scrollTriggers.length-1,0);o+=n.autoAnimatePages.reduce(((e,t)=>e+Math.max(t.scrollTriggers.length-1,0)),n.autoAnimatePages.length),n.pageElement.querySelectorAll(".scroll-snap-point").forEach((e=>e.remove()));for(let e=0;e0?(n.pageHeight=a,n.pageElement.style.setProperty("--page-height",a+"px")):(n.pageHeight=r,n.pageElement.style.removeProperty("--page-height")),n.scrollPadding=this.scrollTriggerHeight*o,n.totalHeight=n.pageHeight+n.scrollPadding,n.pageElement.style.setProperty("--page-scroll-padding",n.scrollPadding+"px"),o>0?(n.stickyElement.style.position="sticky",n.stickyElement.style.top=Math.max((a-n.pageHeight)/2,0)+"px"):(n.stickyElement.style.position="relative",n.pageElement.style.scrollSnapAlign=n.pageHeight1?(this.progressBar||this.createProgressBar(),this.syncProgressBar()):this.removeProgressBar()}setTriggerRanges(){this.totalScrollTriggerCount=this.slideTriggers.reduce(((e,t)=>e+Math.max(t.page.scrollTriggers.length,1)),0);let e=0;this.slideTriggers.forEach(((t,i)=>{t.range=[e,e+Math.max(t.page.scrollTriggers.length,1)/this.totalScrollTriggerCount];const s=(t.range[1]-t.range[0])/t.page.scrollTriggers.length;t.page.scrollTriggers.forEach(((t,i)=>{t.range=[e+i*s,e+(i+1)*s]})),e=t.range[1]}))}createFragmentTriggersForPage(e,t){t=t||e.slideElement;const i=this.Reveal.fragments.sort(t.querySelectorAll(".fragment"),!0);return i.length&&(e.fragments=this.Reveal.fragments.sort(t.querySelectorAll(".fragment:not(.disabled)")),e.scrollTriggers.push({activate:()=>{this.Reveal.fragments.update(-1,e.fragments,t)}}),i.forEach(((i,s)=>{e.scrollTriggers.push({activate:()=>{this.Reveal.fragments.update(s,e.fragments,t)}})}))),e.scrollTriggers.length}createAutoAnimateTriggersForPage(e){e.autoAnimateElements.length>0&&this.slideTriggers.push(...Array.from(e.autoAnimateElements).map(((t,i)=>{let s=this.createPage({slideElement:t.querySelector("section"),contentElement:t,backgroundElement:t.querySelector(".slide-background")});return this.createFragmentTriggersForPage(s,s.slideElement),e.autoAnimatePages.push(s),{page:s,activate:()=>this.activatePage(s),deactivate:()=>this.deactivatePage(s)}})))}createPage(e){return e.scrollTriggers=[],e.indexh=parseInt(e.slideElement.getAttribute("data-index-h"),10),e.indexv=parseInt(e.slideElement.getAttribute("data-index-v"),10),e}syncProgressBar(){this.progressBarInner.querySelectorAll(".scrollbar-slide").forEach((e=>e.remove()));const e=this.viewportElement.scrollHeight,t=this.viewportElement.offsetHeight,i=t/e;this.progressBarHeight=this.progressBarInner.offsetHeight,this.playheadHeight=Math.max(i*this.progressBarHeight,8),this.progressBarScrollableHeight=this.progressBarHeight-this.playheadHeight;const s=t/e*this.progressBarHeight,a=Math.min(s/8,4);this.progressBarPlayhead.style.height=this.playheadHeight-a+"px",s>6?this.slideTriggers.forEach((e=>{const{page:t}=e;t.progressBarSlide=document.createElement("div"),t.progressBarSlide.className="scrollbar-slide",t.progressBarSlide.style.top=e.range[0]*this.progressBarHeight+"px",t.progressBarSlide.style.height=(e.range[1]-e.range[0])*this.progressBarHeight-a+"px",t.progressBarSlide.classList.toggle("has-triggers",t.scrollTriggers.length>0),this.progressBarInner.appendChild(t.progressBarSlide),t.scrollTriggerElements=t.scrollTriggers.map(((i,s)=>{const n=document.createElement("div");return n.className="scrollbar-trigger",n.style.top=(i.range[0]-e.range[0])*this.progressBarHeight+"px",n.style.height=(i.range[1]-i.range[0])*this.progressBarHeight-a+"px",t.progressBarSlide.appendChild(n),0===s&&(n.style.display="none"),n}))})):this.pages.forEach((e=>e.progressBarSlide=null))}syncScrollPosition(){const e=this.viewportElement.offsetHeight,t=e/this.viewportElement.scrollHeight,i=this.viewportElement.scrollTop,s=this.viewportElement.scrollHeight-e,a=Math.max(Math.min(i/s,1),0),n=Math.max(Math.min((i+e/2)/this.viewportElement.scrollHeight,1),0);let r;this.slideTriggers.forEach((e=>{const{page:i}=e;a>=e.range[0]-2*t&&a<=e.range[1]+2*t&&!i.loaded?(i.loaded=!0,this.Reveal.slideContent.load(i.slideElement)):i.loaded&&(i.loaded=!1,this.Reveal.slideContent.unload(i.slideElement)),a>=e.range[0]&&a<=e.range[1]?(this.activateTrigger(e),r=e.page):e.active&&this.deactivateTrigger(e)})),r&&r.scrollTriggers.forEach((e=>{n>=e.range[0]&&n<=e.range[1]?this.activateTrigger(e):e.active&&this.deactivateTrigger(e)})),this.setProgressBarValue(i/(this.viewportElement.scrollHeight-e))}setProgressBarValue(e){this.progressBar&&(this.progressBarPlayhead.style.transform=`translateY(${e*this.progressBarScrollableHeight}px)`,this.getAllPages().filter((e=>e.progressBarSlide)).forEach((e=>{e.progressBarSlide.classList.toggle("active",!0===e.active),e.scrollTriggers.forEach(((t,i)=>{e.scrollTriggerElements[i].classList.toggle("active",!0===e.active&&!0===t.active)}))})),this.showProgressBar())}showProgressBar(){this.progressBar.classList.add("visible"),clearTimeout(this.hideProgressBarTimeout),"auto"!==this.Reveal.getConfig().scrollProgress||this.draggingProgressBar||(this.hideProgressBarTimeout=setTimeout((()=>{this.progressBar&&this.progressBar.classList.remove("visible")}),500))}prev(){this.viewportElement.scrollTop-=this.scrollTriggerHeight}next(){this.viewportElement.scrollTop+=this.scrollTriggerHeight}scrollToSlide(e){if(this.active){const t=this.getScrollTriggerBySlide(e);t&&(this.viewportElement.scrollTop=t.range[0]*(this.viewportElement.scrollHeight-this.viewportElement.offsetHeight))}else this.activatedCallbacks.push((()=>this.scrollToSlide(e)))}storeScrollPosition(){clearTimeout(this.storeScrollPositionTimeout),this.storeScrollPositionTimeout=setTimeout((()=>{sessionStorage.setItem("reveal-scroll-top",this.viewportElement.scrollTop),sessionStorage.setItem("reveal-scroll-origin",location.origin+location.pathname),this.storeScrollPositionTimeout=null}),50)}restoreScrollPosition(){const e=sessionStorage.getItem("reveal-scroll-top"),t=sessionStorage.getItem("reveal-scroll-origin");e&&t===location.origin+location.pathname&&(this.viewportElement.scrollTop=parseInt(e,10))}activatePage(e){if(!e.active){e.active=!0;const{slideElement:t,backgroundElement:i,contentElement:s,indexh:a,indexv:n}=e;s.style.display="block",t.classList.add("present"),i&&i.classList.add("present"),this.Reveal.setCurrentScrollPage(t,a,n),this.Reveal.backgrounds.bubbleSlideContrastClassToElement(t,this.viewportElement),Array.from(s.parentNode.querySelectorAll(".scroll-page-content")).forEach((e=>{e!==s&&(e.style.display="none")}))}}deactivatePage(e){e.active&&(e.active=!1,e.slideElement&&e.slideElement.classList.remove("present"),e.backgroundElement&&e.backgroundElement.classList.remove("present"))}activateTrigger(e){e.active||(e.active=!0,e.activate())}deactivateTrigger(e){e.active&&(e.active=!1,e.deactivate&&e.deactivate())}getSlideByIndices(e,t){const i=this.getAllPages().find((i=>i.indexh===e&&i.indexv===t));return i?i.slideElement:null}getScrollTriggerBySlide(e){return this.slideTriggers.find((t=>t.page.slideElement===e))}getAllPages(){return this.pages.flatMap((e=>[e,...e.autoAnimatePages||[]]))}onScroll(){this.syncScrollPosition(),this.storeScrollPosition()}get viewportElement(){return this.Reveal.getViewportElement()}}class x{constructor(e){this.Reveal=e}async activate(){const e=this.Reveal.getConfig(),i=t(this.Reveal.getRevealElement(),m),s=e.slideNumber&&/all|print/i.test(e.showSlideNumber),a=this.Reveal.getComputedSlideSize(window.innerWidth,window.innerHeight),n=Math.floor(a.width*(1+e.margin)),r=Math.floor(a.height*(1+e.margin)),o=a.width,d=a.height;await new Promise(requestAnimationFrame),l("@page{size:"+n+"px "+r+"px; margin: 0px;}"),l(".reveal section>img, .reveal section>video, .reveal section>iframe{max-width: "+o+"px; max-height:"+d+"px}"),document.documentElement.classList.add("reveal-print","print-pdf"),document.body.style.width=n+"px",document.body.style.height=r+"px";const c=this.Reveal.getViewportElement();let h;if(c){const e=window.getComputedStyle(c);e&&e.background&&(h=e.background)}await new Promise(requestAnimationFrame),this.Reveal.layoutSlideContents(o,d),await new Promise(requestAnimationFrame);const u=i.map((e=>e.scrollHeight)),g=[],p=i[0].parentNode;let v=1;i.forEach((function(i,a){if(!1===i.classList.contains("stack")){let l=(n-o)/2,c=(r-d)/2;const p=u[a];let m=Math.max(Math.ceil(p/r),1);m=Math.min(m,e.pdfMaxPagesPerSlide),(1===m&&e.center||i.classList.contains("center"))&&(c=Math.max((r-p)/2,0));const f=document.createElement("div");if(g.push(f),f.className="pdf-page",f.style.height=(r+e.pdfPageHeightOffset)*m+"px",h&&(f.style.background=h),f.appendChild(i),i.style.left=l+"px",i.style.top=c+"px",i.style.width=o+"px",this.Reveal.slideContent.layout(i),i.slideBackgroundElement&&f.insertBefore(i.slideBackgroundElement,i),e.showNotes){const t=this.Reveal.getSlideNotes(i);if(t){const i=8,s="string"==typeof e.showNotes?e.showNotes:"inline",a=document.createElement("div");a.classList.add("speaker-notes"),a.classList.add("speaker-notes-pdf"),a.setAttribute("data-layout",s),a.innerHTML=t,"separate-page"===s?g.push(a):(a.style.left=i+"px",a.style.bottom=i+"px",a.style.width=n-2*i+"px",f.appendChild(a))}}if(s){const e=document.createElement("div");e.classList.add("slide-number"),e.classList.add("slide-number-pdf"),e.innerHTML=v++,f.appendChild(e)}if(e.pdfSeparateFragments){const e=this.Reveal.fragments.sort(f.querySelectorAll(".fragment"),!0);let t;e.forEach((function(e,i){t&&t.forEach((function(e){e.classList.remove("current-fragment")})),e.forEach((function(e){e.classList.add("visible","current-fragment")}),this);const a=f.cloneNode(!0);if(s){const e=i+1;a.querySelector(".slide-number-pdf").innerHTML+="."+e}g.push(a),t=e}),this),e.forEach((function(e){e.forEach((function(e){e.classList.remove("visible","current-fragment")}))}))}else t(f,".fragment:not(.fade-out)").forEach((function(e){e.classList.add("visible")}))}}),this),await new Promise(requestAnimationFrame),g.forEach((e=>p.appendChild(e))),this.Reveal.slideContent.layout(this.Reveal.getSlidesElement()),this.Reveal.dispatchEvent({type:"pdf-ready"}),c.classList.remove("loading-scroll-mode")}isActive(){return"print"===this.Reveal.getConfig().view}}class 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T{constructor(e){this.Reveal=e,this.active=!1,this.onSlideClicked=this.onSlideClicked.bind(this)}activate(){if(this.Reveal.getConfig().overview&&!this.Reveal.isScrollView()&&!this.isActive()){this.active=!0,this.Reveal.getRevealElement().classList.add("overview"),this.Reveal.cancelAutoSlide(),this.Reveal.getSlidesElement().appendChild(this.Reveal.getBackgroundsElement()),t(this.Reveal.getRevealElement(),m).forEach((e=>{e.classList.contains("stack")||e.addEventListener("click",this.onSlideClicked,!0)}));const e=70,i=this.Reveal.getComputedSlideSize();this.overviewSlideWidth=i.width+e,this.overviewSlideHeight=i.height+e,this.Reveal.getConfig().rtl&&(this.overviewSlideWidth=-this.overviewSlideWidth),this.Reveal.updateSlidesVisibility(),this.layout(),this.update(),this.Reveal.layout();const 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a=this.Reveal.getIndices(e);if(this.Reveal.getConfig().fragmentInURL||(a.f=void 0),"string"==typeof s&&s.length)t="/"+s,a.f>=0&&(t+="/"+a.f);else{let e=this.Reveal.getConfig().hashOneBasedIndex?1:0;(a.h>0||a.v>0||a.f>=0)&&(t+=a.h+e),(a.v>0||a.f>=0)&&(t+="/"+(a.v+e)),a.f>=0&&(t+="/"+a.f)}return t}onWindowHashChange(e){this.readURL()}}class I{constructor(e){this.Reveal=e,this.onNavigateLeftClicked=this.onNavigateLeftClicked.bind(this),this.onNavigateRightClicked=this.onNavigateRightClicked.bind(this),this.onNavigateUpClicked=this.onNavigateUpClicked.bind(this),this.onNavigateDownClicked=this.onNavigateDownClicked.bind(this),this.onNavigatePrevClicked=this.onNavigatePrevClicked.bind(this),this.onNavigateNextClicked=this.onNavigateNextClicked.bind(this),this.onEnterFullscreen=this.onEnterFullscreen.bind(this)}render(){const 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e=this.Reveal.availableRoutes();[...this.controlsLeft,...this.controlsRight,...this.controlsUp,...this.controlsDown,...this.controlsPrev,...this.controlsNext].forEach((e=>{e.classList.remove("enabled","fragmented"),e.setAttribute("disabled","disabled")})),e.left&&this.controlsLeft.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")})),e.right&&this.controlsRight.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")})),e.up&&this.controlsUp.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")})),e.down&&this.controlsDown.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")})),(e.left||e.up)&&this.controlsPrev.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")})),(e.right||e.down)&&this.controlsNext.forEach((e=>{e.classList.add("enabled"),e.removeAttribute("disabled")}));let t=this.Reveal.getCurrentSlide();if(t){let e=this.Reveal.fragments.availableRoutes();e.prev&&this.controlsPrev.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")})),e.next&&this.controlsNext.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")})),this.Reveal.isVerticalSlide(t)?(e.prev&&this.controlsUp.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")})),e.next&&this.controlsDown.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")}))):(e.prev&&this.controlsLeft.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")})),e.next&&this.controlsRight.forEach((e=>{e.classList.add("fragmented","enabled"),e.removeAttribute("disabled")})))}if(this.Reveal.getConfig().controlsTutorial){let 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precedence.\n *\n * @param {object} a\n * @param {object} b\n */\nexport const extend = ( a, b ) => {\n\n\tfor( let i in b ) {\n\t\ta[ i ] = b[ i ];\n\t}\n\n\treturn a;\n\n}\n\n/**\n * querySelectorAll but returns an Array.\n */\nexport const queryAll = ( el, selector ) => {\n\n\treturn Array.from( el.querySelectorAll( selector ) );\n\n}\n\n/**\n * classList.toggle() with cross browser support\n */\nexport const toggleClass = ( el, className, value ) => {\n\tif( value ) {\n\t\tel.classList.add( className );\n\t}\n\telse {\n\t\tel.classList.remove( className );\n\t}\n}\n\n/**\n * Utility for deserializing a value.\n *\n * @param {*} value\n * @return {*}\n */\nexport const deserialize = ( value ) => {\n\n\tif( typeof value === 'string' ) {\n\t\tif( value === 'null' ) return null;\n\t\telse if( value === 'true' ) return true;\n\t\telse if( value === 'false' ) return false;\n\t\telse if( value.match( /^-?[\\d\\.]+$/ ) ) return parseFloat( value );\n\t}\n\n\treturn value;\n\n}\n\n/**\n * Measures the distance in pixels between point a\n * and point b.\n *\n * @param {object} a point with x/y properties\n * @param {object} b point with x/y properties\n *\n * @return {number}\n */\nexport const distanceBetween = ( a, b ) => {\n\n\tlet dx = a.x - b.x,\n\t\tdy = a.y - b.y;\n\n\treturn Math.sqrt( dx*dx + dy*dy );\n\n}\n\n/**\n * Applies a CSS transform to the target element.\n *\n * @param {HTMLElement} element\n * @param {string} transform\n */\nexport const transformElement = ( element, transform ) => {\n\n\telement.style.transform = transform;\n\n}\n\n/**\n * Element.matches with IE support.\n *\n * @param {HTMLElement} target The element to match\n * @param {String} selector The CSS selector to match\n * the element against\n *\n * @return {Boolean}\n */\nexport const matches = ( target, selector ) => {\n\n\tlet matchesMethod = target.matches || target.matchesSelector || target.msMatchesSelector;\n\n\treturn !!( matchesMethod && matchesMethod.call( target, selector ) );\n\n}\n\n/**\n * Find the closest parent that matches the given\n * selector.\n *\n * @param {HTMLElement} target The child element\n * @param {String} selector The CSS selector to match\n * the parents against\n *\n * @return {HTMLElement} The matched parent or null\n * if no matching parent was found\n */\nexport const closest = ( target, selector ) => {\n\n\t// Native Element.closest\n\tif( typeof target.closest === 'function' ) {\n\t\treturn target.closest( selector );\n\t}\n\n\t// Polyfill\n\twhile( target ) {\n\t\tif( matches( target, selector ) ) {\n\t\t\treturn target;\n\t\t}\n\n\t\t// Keep searching\n\t\ttarget = target.parentNode;\n\t}\n\n\treturn null;\n\n}\n\n/**\n * Handling the fullscreen functionality via the fullscreen API\n *\n * @see http://fullscreen.spec.whatwg.org/\n * @see https://developer.mozilla.org/en-US/docs/DOM/Using_fullscreen_mode\n */\nexport const enterFullscreen = element => {\n\n\telement = element || document.documentElement;\n\n\t// Check which implementation is available\n\tlet requestMethod = element.requestFullscreen ||\n\t\t\t\t\t\telement.webkitRequestFullscreen ||\n\t\t\t\t\t\telement.webkitRequestFullScreen ||\n\t\t\t\t\t\telement.mozRequestFullScreen ||\n\t\t\t\t\t\telement.msRequestFullscreen;\n\n\tif( requestMethod ) {\n\t\trequestMethod.apply( element );\n\t}\n\n}\n\n/**\n * Creates an HTML element and returns a reference to it.\n * If the element already exists the existing instance will\n * be returned.\n *\n * @param {HTMLElement} container\n * @param {string} tagname\n * @param {string} classname\n * @param {string} innerHTML\n *\n * @return {HTMLElement}\n */\nexport const createSingletonNode = ( container, tagname, classname, innerHTML='' ) => {\n\n\t// Find all nodes matching the description\n\tlet nodes = container.querySelectorAll( '.' + classname );\n\n\t// Check all matches to find one which is a direct child of\n\t// the specified container\n\tfor( let i = 0; i < nodes.length; i++ ) {\n\t\tlet testNode = nodes[i];\n\t\tif( testNode.parentNode === container ) {\n\t\t\treturn testNode;\n\t\t}\n\t}\n\n\t// If no node was found, create it now\n\tlet node = document.createElement( tagname );\n\tnode.className = classname;\n\tnode.innerHTML = innerHTML;\n\tcontainer.appendChild( node );\n\n\treturn node;\n\n}\n\n/**\n * Injects the given CSS styles into the DOM.\n *\n * @param {string} value\n */\nexport const createStyleSheet = ( value ) => {\n\n\tlet tag = document.createElement( 'style' );\n\ttag.type = 'text/css';\n\n\tif( value && value.length > 0 ) {\n\t\tif( tag.styleSheet ) {\n\t\t\ttag.styleSheet.cssText = value;\n\t\t}\n\t\telse {\n\t\t\ttag.appendChild( document.createTextNode( value ) );\n\t\t}\n\t}\n\n\tdocument.head.appendChild( tag );\n\n\treturn tag;\n\n}\n\n/**\n * Returns a key:value hash of all query params.\n */\nexport const getQueryHash = () => {\n\n\tlet query = {};\n\n\tlocation.search.replace( /[A-Z0-9]+?=([\\w\\.%-]*)/gi, a => {\n\t\tquery[ a.split( '=' ).shift() ] = a.split( '=' ).pop();\n\t} );\n\n\t// Basic deserialization\n\tfor( let i in query ) {\n\t\tlet value = query[ i ];\n\n\t\tquery[ i ] = deserialize( unescape( value ) );\n\t}\n\n\t// Do not accept new dependencies via query config to avoid\n\t// the potential of malicious script injection\n\tif( typeof query['dependencies'] !== 'undefined' ) delete query['dependencies'];\n\n\treturn query;\n\n}\n\n/**\n * Returns the remaining height within the parent of the\n * target element.\n *\n * remaining height = [ configured parent height ] - [ current parent height ]\n *\n * @param {HTMLElement} element\n * @param {number} [height]\n */\nexport const getRemainingHeight = ( element, height = 0 ) => {\n\n\tif( element ) {\n\t\tlet newHeight, oldHeight = element.style.height;\n\n\t\t// Change the .stretch element height to 0 in order find the height of all\n\t\t// the other elements\n\t\telement.style.height = '0px';\n\n\t\t// In Overview mode, the parent (.slide) height is set of 700px.\n\t\t// Restore it temporarily to its natural height.\n\t\telement.parentNode.style.height = 'auto';\n\n\t\tnewHeight = height - element.parentNode.offsetHeight;\n\n\t\t// Restore the old height, just in case\n\t\telement.style.height = oldHeight + 'px';\n\n\t\t// Clear the parent (.slide) height. .removeProperty works in IE9+\n\t\telement.parentNode.style.removeProperty('height');\n\n\t\treturn newHeight;\n\t}\n\n\treturn height;\n\n}\n\nconst fileExtensionToMimeMap = {\n\t'mp4': 'video/mp4',\n\t'm4a': 'video/mp4',\n\t'ogv': 'video/ogg',\n\t'mpeg': 'video/mpeg',\n\t'webm': 'video/webm'\n}\n\n/**\n * Guess the MIME type for common file formats.\n */\nexport const getMimeTypeFromFile = ( filename='' ) => {\n\treturn fileExtensionToMimeMap[filename.split('.').pop()]\n}\n\n/**\n * Encodes a string for RFC3986-compliant URL format.\n * https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/encodeURI#encoding_for_rfc3986\n *\n * @param {string} url\n */\nexport const encodeRFC3986URI = ( url='' ) => {\n\treturn encodeURI(url)\n\t .replace(/%5B/g, \"[\")\n\t .replace(/%5D/g, \"]\")\n\t .replace(\n\t\t/[!'()*]/g,\n\t\t(c) => `%${c.charCodeAt(0).toString(16).toUpperCase()}`\n\t );\n}","const UA = navigator.userAgent;\n\nexport const isMobile = /(iphone|ipod|ipad|android)/gi.test( UA ) ||\n\t\t\t\t\t\t( navigator.platform === 'MacIntel' && navigator.maxTouchPoints > 1 ); // iPadOS\n\nexport const isChrome = /chrome/i.test( UA ) && !/edge/i.test( UA );\n\nexport const isAndroid = /android/gi.test( UA );","/**\n * fitty v2.3.7 - Snugly resizes text to fit its parent container\n * Copyright (c) 2023 Rik Schennink (https://pqina.nl/)\n */\n\nvar e=function(e){if(e){var t=function(e){return[].slice.call(e)},n=0,i=1,r=2,o=3,a=[],l=null,u=\"requestAnimationFrame\"in e?function(){e.cancelAnimationFrame(l),l=e.requestAnimationFrame((function(){return s(a.filter((function(e){return e.dirty&&e.active})))}))}:function(){},c=function(e){return function(){a.forEach((function(t){return t.dirty=e})),u()}},s=function(e){e.filter((function(e){return!e.styleComputed})).forEach((function(e){e.styleComputed=m(e)})),e.filter(y).forEach(v);var t=e.filter(p);t.forEach(d),t.forEach((function(e){v(e),f(e)})),t.forEach(S)},f=function(e){return e.dirty=n},d=function(e){e.availableWidth=e.element.parentNode.clientWidth,e.currentWidth=e.element.scrollWidth,e.previousFontSize=e.currentFontSize,e.currentFontSize=Math.min(Math.max(e.minSize,e.availableWidth/e.currentWidth*e.previousFontSize),e.maxSize),e.whiteSpace=e.multiLine&&e.currentFontSize===e.minSize?\"normal\":\"nowrap\"},p=function(e){return e.dirty!==r||e.dirty===r&&e.element.parentNode.clientWidth!==e.availableWidth},m=function(t){var n=e.getComputedStyle(t.element,null);return t.currentFontSize=parseFloat(n.getPropertyValue(\"font-size\")),t.display=n.getPropertyValue(\"display\"),t.whiteSpace=n.getPropertyValue(\"white-space\"),!0},y=function(e){var t=!1;return!e.preStyleTestCompleted&&(/inline-/.test(e.display)||(t=!0,e.display=\"inline-block\"),\"nowrap\"!==e.whiteSpace&&(t=!0,e.whiteSpace=\"nowrap\"),e.preStyleTestCompleted=!0,t)},v=function(e){e.element.style.whiteSpace=e.whiteSpace,e.element.style.display=e.display,e.element.style.fontSize=e.currentFontSize+\"px\"},S=function(e){e.element.dispatchEvent(new CustomEvent(\"fit\",{detail:{oldValue:e.previousFontSize,newValue:e.currentFontSize,scaleFactor:e.currentFontSize/e.previousFontSize}}))},h=function(e,t){return function(){e.dirty=t,e.active&&u()}},w=function(e){return function(){a=a.filter((function(t){return t.element!==e.element})),e.observeMutations&&e.observer.disconnect(),e.element.style.whiteSpace=e.originalStyle.whiteSpace,e.element.style.display=e.originalStyle.display,e.element.style.fontSize=e.originalStyle.fontSize}},b=function(e){return function(){e.active||(e.active=!0,u())}},z=function(e){return function(){return e.active=!1}},F=function(e){e.observeMutations&&(e.observer=new MutationObserver(h(e,i)),e.observer.observe(e.element,e.observeMutations))},g={minSize:16,maxSize:512,multiLine:!0,observeMutations:\"MutationObserver\"in e&&{subtree:!0,childList:!0,characterData:!0}},W=null,E=function(){e.clearTimeout(W),W=e.setTimeout(c(r),x.observeWindowDelay)},M=[\"resize\",\"orientationchange\"];return Object.defineProperty(x,\"observeWindow\",{set:function(t){var n=\"\".concat(t?\"add\":\"remove\",\"EventListener\");M.forEach((function(t){e[n](t,E)}))}}),x.observeWindow=!0,x.observeWindowDelay=100,x.fitAll=c(o),x}function C(e,t){var n=Object.assign({},g,t),i=e.map((function(e){var t=Object.assign({},n,{element:e,active:!0});return function(e){e.originalStyle={whiteSpace:e.element.style.whiteSpace,display:e.element.style.display,fontSize:e.element.style.fontSize},F(e),e.newbie=!0,e.dirty=!0,a.push(e)}(t),{element:e,fit:h(t,o),unfreeze:b(t),freeze:z(t),unsubscribe:w(t)}}));return u(),i}function x(e){var n=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{};return\"string\"==typeof e?C(t(document.querySelectorAll(e)),n):C([e],n)[0]}}(\"undefined\"==typeof window?null:window);export default e;\n","import { extend, queryAll, closest, getMimeTypeFromFile, encodeRFC3986URI } from '../utils/util.js'\nimport { isMobile } from '../utils/device.js'\n\nimport fitty from 'fitty';\n\n/**\n * Handles loading, unloading and playback of slide\n * content such as images, videos and iframes.\n */\nexport default class SlideContent {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t\tthis.startEmbeddedIframe = this.startEmbeddedIframe.bind( this );\n\n\t}\n\n\t/**\n\t * Should the given element be preloaded?\n\t * Decides based on local element attributes and global config.\n\t *\n\t * @param {HTMLElement} element\n\t */\n\tshouldPreload( element ) {\n\n\t\tif( this.Reveal.isScrollView() ) {\n\t\t\treturn true;\n\t\t}\n\n\t\t// Prefer an explicit global preload setting\n\t\tlet preload = this.Reveal.getConfig().preloadIframes;\n\n\t\t// If no global setting is available, fall back on the element's\n\t\t// own preload setting\n\t\tif( typeof preload !== 'boolean' ) {\n\t\t\tpreload = element.hasAttribute( 'data-preload' );\n\t\t}\n\n\t\treturn preload;\n\t}\n\n\t/**\n\t * Called when the given slide is within the configured view\n\t * distance. Shows the slide element and loads any content\n\t * that is set to load lazily (data-src).\n\t *\n\t * @param {HTMLElement} slide Slide to show\n\t */\n\tload( slide, options = {} ) {\n\n\t\t// Show the slide element\n\t\tslide.style.display = this.Reveal.getConfig().display;\n\n\t\t// Media elements with data-src attributes\n\t\tqueryAll( slide, 'img[data-src], video[data-src], audio[data-src], iframe[data-src]' ).forEach( element => {\n\t\t\tif( element.tagName !== 'IFRAME' || this.shouldPreload( element ) ) {\n\t\t\t\telement.setAttribute( 'src', element.getAttribute( 'data-src' ) );\n\t\t\t\telement.setAttribute( 'data-lazy-loaded', '' );\n\t\t\t\telement.removeAttribute( 'data-src' );\n\t\t\t}\n\t\t} );\n\n\t\t// Media elements with children\n\t\tqueryAll( slide, 'video, audio' ).forEach( media => {\n\t\t\tlet sources = 0;\n\n\t\t\tqueryAll( media, 'source[data-src]' ).forEach( source => {\n\t\t\t\tsource.setAttribute( 'src', source.getAttribute( 'data-src' ) );\n\t\t\t\tsource.removeAttribute( 'data-src' );\n\t\t\t\tsource.setAttribute( 'data-lazy-loaded', '' );\n\t\t\t\tsources += 1;\n\t\t\t} );\n\n\t\t\t// Enable inline video playback in mobile Safari\n\t\t\tif( isMobile && media.tagName === 'VIDEO' ) {\n\t\t\t\tmedia.setAttribute( 'playsinline', '' );\n\t\t\t}\n\n\t\t\t// If we rewrote sources for this video/audio element, we need\n\t\t\t// to manually tell it to load from its new origin\n\t\t\tif( sources > 0 ) {\n\t\t\t\tmedia.load();\n\t\t\t}\n\t\t} );\n\n\n\t\t// Show the corresponding background element\n\t\tlet background = slide.slideBackgroundElement;\n\t\tif( background ) {\n\t\t\tbackground.style.display = 'block';\n\n\t\t\tlet backgroundContent = slide.slideBackgroundContentElement;\n\t\t\tlet backgroundIframe = slide.getAttribute( 'data-background-iframe' );\n\n\t\t\t// If the background contains media, load it\n\t\t\tif( background.hasAttribute( 'data-loaded' ) === false ) {\n\t\t\t\tbackground.setAttribute( 'data-loaded', 'true' );\n\n\t\t\t\tlet backgroundImage = slide.getAttribute( 'data-background-image' ),\n\t\t\t\t\tbackgroundVideo = slide.getAttribute( 'data-background-video' ),\n\t\t\t\t\tbackgroundVideoLoop = slide.hasAttribute( 'data-background-video-loop' ),\n\t\t\t\t\tbackgroundVideoMuted = slide.hasAttribute( 'data-background-video-muted' );\n\n\t\t\t\t// Images\n\t\t\t\tif( backgroundImage ) {\n\t\t\t\t\t// base64\n\t\t\t\t\tif( /^data:/.test( backgroundImage.trim() ) ) {\n\t\t\t\t\t\tbackgroundContent.style.backgroundImage = `url(${backgroundImage.trim()})`;\n\t\t\t\t\t}\n\t\t\t\t\t// URL(s)\n\t\t\t\t\telse {\n\t\t\t\t\t\tbackgroundContent.style.backgroundImage = backgroundImage.split( ',' ).map( background => {\n\t\t\t\t\t\t\t// Decode URL(s) that are already encoded first\n\t\t\t\t\t\t\tlet decoded = decodeURI(background.trim());\n\t\t\t\t\t\t\treturn `url(${encodeRFC3986URI(decoded)})`;\n\t\t\t\t\t\t}).join( ',' );\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t\t// Videos\n\t\t\t\telse if ( backgroundVideo && !this.Reveal.isSpeakerNotes() ) {\n\t\t\t\t\tlet video = document.createElement( 'video' );\n\n\t\t\t\t\tif( backgroundVideoLoop ) {\n\t\t\t\t\t\tvideo.setAttribute( 'loop', '' );\n\t\t\t\t\t}\n\n\t\t\t\t\tif( backgroundVideoMuted ) {\n\t\t\t\t\t\tvideo.muted = true;\n\t\t\t\t\t}\n\n\t\t\t\t\t// Enable inline playback in mobile Safari\n\t\t\t\t\t//\n\t\t\t\t\t// Mute is required for video to play when using\n\t\t\t\t\t// swipe gestures to navigate since they don't\n\t\t\t\t\t// count as direct user actions :'(\n\t\t\t\t\tif( isMobile ) {\n\t\t\t\t\t\tvideo.muted = true;\n\t\t\t\t\t\tvideo.setAttribute( 'playsinline', '' );\n\t\t\t\t\t}\n\n\t\t\t\t\t// Support comma separated lists of video sources\n\t\t\t\t\tbackgroundVideo.split( ',' ).forEach( source => {\n\t\t\t\t\t\tconst sourceElement = document.createElement( 'source' );\n\t\t\t\t\t\tsourceElement.setAttribute( 'src', source );\n\n\t\t\t\t\t\tlet type = getMimeTypeFromFile( source );\n\t\t\t\t\t\tif( type ) {\n\t\t\t\t\t\t\tsourceElement.setAttribute( 'type', type );\n\t\t\t\t\t\t}\n\n\t\t\t\t\t\tvideo.appendChild( sourceElement );\n\t\t\t\t\t} );\n\n\t\t\t\t\tbackgroundContent.appendChild( video );\n\t\t\t\t}\n\t\t\t\t// Iframes\n\t\t\t\telse if( backgroundIframe && options.excludeIframes !== true ) {\n\t\t\t\t\tlet iframe = document.createElement( 'iframe' );\n\t\t\t\t\tiframe.setAttribute( 'allowfullscreen', '' );\n\t\t\t\t\tiframe.setAttribute( 'mozallowfullscreen', '' );\n\t\t\t\t\tiframe.setAttribute( 'webkitallowfullscreen', '' );\n\t\t\t\t\tiframe.setAttribute( 'allow', 'autoplay' );\n\n\t\t\t\t\tiframe.setAttribute( 'data-src', backgroundIframe );\n\n\t\t\t\t\tiframe.style.width = '100%';\n\t\t\t\t\tiframe.style.height = '100%';\n\t\t\t\t\tiframe.style.maxHeight = '100%';\n\t\t\t\t\tiframe.style.maxWidth = '100%';\n\n\t\t\t\t\tbackgroundContent.appendChild( iframe );\n\t\t\t\t}\n\t\t\t}\n\n\t\t\t// Start loading preloadable iframes\n\t\t\tlet backgroundIframeElement = backgroundContent.querySelector( 'iframe[data-src]' );\n\t\t\tif( backgroundIframeElement ) {\n\n\t\t\t\t// Check if this iframe is eligible to be preloaded\n\t\t\t\tif( this.shouldPreload( background ) && !/autoplay=(1|true|yes)/gi.test( backgroundIframe ) ) {\n\t\t\t\t\tif( backgroundIframeElement.getAttribute( 'src' ) !== backgroundIframe ) {\n\t\t\t\t\t\tbackgroundIframeElement.setAttribute( 'src', backgroundIframe );\n\t\t\t\t\t}\n\t\t\t\t}\n\n\t\t\t}\n\n\t\t}\n\n\t\tthis.layout( slide );\n\n\t}\n\n\t/**\n\t * Applies JS-dependent layout helpers for the scope.\n\t */\n\tlayout( scopeElement ) {\n\n\t\t// Autosize text with the r-fit-text class based on the\n\t\t// size of its container. This needs to happen after the\n\t\t// slide is visible in order to measure the text.\n\t\tArray.from( scopeElement.querySelectorAll( '.r-fit-text' ) ).forEach( element => {\n\t\t\tfitty( element, {\n\t\t\t\tminSize: 24,\n\t\t\t\tmaxSize: this.Reveal.getConfig().height * 0.8,\n\t\t\t\tobserveMutations: false,\n\t\t\t\tobserveWindow: false\n\t\t\t} );\n\t\t} );\n\n\t}\n\n\t/**\n\t * Unloads and hides the given slide. This is called when the\n\t * slide is moved outside of the configured view distance.\n\t *\n\t * @param {HTMLElement} slide\n\t */\n\tunload( slide ) {\n\n\t\t// Hide the slide element\n\t\tslide.style.display = 'none';\n\n\t\t// Hide the corresponding background element\n\t\tlet background = this.Reveal.getSlideBackground( slide );\n\t\tif( background ) {\n\t\t\tbackground.style.display = 'none';\n\n\t\t\t// Unload any background iframes\n\t\t\tqueryAll( background, 'iframe[src]' ).forEach( element => {\n\t\t\t\telement.removeAttribute( 'src' );\n\t\t\t} );\n\t\t}\n\n\t\t// Reset lazy-loaded media elements with src attributes\n\t\tqueryAll( slide, 'video[data-lazy-loaded][src], audio[data-lazy-loaded][src], iframe[data-lazy-loaded][src]' ).forEach( element => {\n\t\t\telement.setAttribute( 'data-src', element.getAttribute( 'src' ) );\n\t\t\telement.removeAttribute( 'src' );\n\t\t} );\n\n\t\t// Reset lazy-loaded media elements with children\n\t\tqueryAll( slide, 'video[data-lazy-loaded] source[src], audio source[src]' ).forEach( source => {\n\t\t\tsource.setAttribute( 'data-src', source.getAttribute( 'src' ) );\n\t\t\tsource.removeAttribute( 'src' );\n\t\t} );\n\n\t}\n\n\t/**\n\t * Enforces origin-specific format rules for embedded media.\n\t */\n\tformatEmbeddedContent() {\n\n\t\tlet _appendParamToIframeSource = ( sourceAttribute, sourceURL, param ) => {\n\t\t\tqueryAll( this.Reveal.getSlidesElement(), 'iframe['+ sourceAttribute +'*=\"'+ sourceURL +'\"]' ).forEach( el => {\n\t\t\t\tlet src = el.getAttribute( sourceAttribute );\n\t\t\t\tif( src && src.indexOf( param ) === -1 ) {\n\t\t\t\t\tel.setAttribute( sourceAttribute, src + ( !/\\?/.test( src ) ? '?' : '&' ) + param );\n\t\t\t\t}\n\t\t\t});\n\t\t};\n\n\t\t// YouTube frames must include \"?enablejsapi=1\"\n\t\t_appendParamToIframeSource( 'src', 'youtube.com/embed/', 'enablejsapi=1' );\n\t\t_appendParamToIframeSource( 'data-src', 'youtube.com/embed/', 'enablejsapi=1' );\n\n\t\t// Vimeo frames must include \"?api=1\"\n\t\t_appendParamToIframeSource( 'src', 'player.vimeo.com/', 'api=1' );\n\t\t_appendParamToIframeSource( 'data-src', 'player.vimeo.com/', 'api=1' );\n\n\t}\n\n\t/**\n\t * Start playback of any embedded content inside of\n\t * the given element.\n\t *\n\t * @param {HTMLElement} element\n\t */\n\tstartEmbeddedContent( element ) {\n\n\t\tif( element && !this.Reveal.isSpeakerNotes() ) {\n\n\t\t\t// Restart GIFs\n\t\t\tqueryAll( element, 'img[src$=\".gif\"]' ).forEach( el => {\n\t\t\t\t// Setting the same unchanged source like this was confirmed\n\t\t\t\t// to work in Chrome, FF & Safari\n\t\t\t\tel.setAttribute( 'src', el.getAttribute( 'src' ) );\n\t\t\t} );\n\n\t\t\t// HTML5 media elements\n\t\t\tqueryAll( element, 'video, audio' ).forEach( el => {\n\t\t\t\tif( closest( el, '.fragment' ) && !closest( el, '.fragment.visible' ) ) {\n\t\t\t\t\treturn;\n\t\t\t\t}\n\n\t\t\t\t// Prefer an explicit global autoplay setting\n\t\t\t\tlet autoplay = this.Reveal.getConfig().autoPlayMedia;\n\n\t\t\t\t// If no global setting is available, fall back on the element's\n\t\t\t\t// own autoplay setting\n\t\t\t\tif( typeof autoplay !== 'boolean' ) {\n\t\t\t\t\tautoplay = el.hasAttribute( 'data-autoplay' ) || !!closest( el, '.slide-background' );\n\t\t\t\t}\n\n\t\t\t\tif( autoplay && typeof el.play === 'function' ) {\n\n\t\t\t\t\t// If the media is ready, start playback\n\t\t\t\t\tif( el.readyState > 1 ) {\n\t\t\t\t\t\tthis.startEmbeddedMedia( { target: el } );\n\t\t\t\t\t}\n\t\t\t\t\t// Mobile devices never fire a loaded event so instead\n\t\t\t\t\t// of waiting, we initiate playback\n\t\t\t\t\telse if( isMobile ) {\n\t\t\t\t\t\tlet promise = el.play();\n\n\t\t\t\t\t\t// If autoplay does not work, ensure that the controls are visible so\n\t\t\t\t\t\t// that the viewer can start the media on their own\n\t\t\t\t\t\tif( promise && typeof promise.catch === 'function' && el.controls === false ) {\n\t\t\t\t\t\t\tpromise.catch( () => {\n\t\t\t\t\t\t\t\tel.controls = true;\n\n\t\t\t\t\t\t\t\t// Once the video does start playing, hide the controls again\n\t\t\t\t\t\t\t\tel.addEventListener( 'play', () => {\n\t\t\t\t\t\t\t\t\tel.controls = false;\n\t\t\t\t\t\t\t\t} );\n\t\t\t\t\t\t\t} );\n\t\t\t\t\t\t}\n\t\t\t\t\t}\n\t\t\t\t\t// If the media isn't loaded, wait before playing\n\t\t\t\t\telse {\n\t\t\t\t\t\tel.removeEventListener( 'loadeddata', this.startEmbeddedMedia ); // remove first to avoid dupes\n\t\t\t\t\t\tel.addEventListener( 'loadeddata', this.startEmbeddedMedia );\n\t\t\t\t\t}\n\n\t\t\t\t}\n\t\t\t} );\n\n\t\t\t// Normal iframes\n\t\t\tqueryAll( element, 'iframe[src]' ).forEach( el => {\n\t\t\t\tif( closest( el, '.fragment' ) && !closest( el, '.fragment.visible' ) ) {\n\t\t\t\t\treturn;\n\t\t\t\t}\n\n\t\t\t\tthis.startEmbeddedIframe( { target: el } );\n\t\t\t} );\n\n\t\t\t// Lazy loading iframes\n\t\t\tqueryAll( element, 'iframe[data-src]' ).forEach( el => {\n\t\t\t\tif( closest( el, '.fragment' ) && !closest( el, '.fragment.visible' ) ) {\n\t\t\t\t\treturn;\n\t\t\t\t}\n\n\t\t\t\tif( el.getAttribute( 'src' ) !== el.getAttribute( 'data-src' ) ) {\n\t\t\t\t\tel.removeEventListener( 'load', this.startEmbeddedIframe ); // remove first to avoid dupes\n\t\t\t\t\tel.addEventListener( 'load', this.startEmbeddedIframe );\n\t\t\t\t\tel.setAttribute( 'src', el.getAttribute( 'data-src' ) );\n\t\t\t\t}\n\t\t\t} );\n\n\t\t}\n\n\t}\n\n\t/**\n\t * Starts playing an embedded video/audio element after\n\t * it has finished loading.\n\t *\n\t * @param {object} event\n\t */\n\tstartEmbeddedMedia( event ) {\n\n\t\tlet isAttachedToDOM = !!closest( event.target, 'html' ),\n\t\t\tisVisible \t\t= !!closest( event.target, '.present' );\n\n\t\tif( isAttachedToDOM && isVisible ) {\n\t\t\t// Don't restart if media is already playing\n\t\t\tif( event.target.paused || event.target.ended ) {\n\t\t\t\tevent.target.currentTime = 0;\n\t\t\t\tevent.target.play();\n\t\t\t}\n\t\t}\n\n\t\tevent.target.removeEventListener( 'loadeddata', this.startEmbeddedMedia );\n\n\t}\n\n\t/**\n\t * \"Starts\" the content of an embedded iframe using the\n\t * postMessage API.\n\t *\n\t * @param {object} event\n\t */\n\tstartEmbeddedIframe( event ) {\n\n\t\tlet iframe = event.target;\n\n\t\tif( iframe && iframe.contentWindow ) {\n\n\t\t\tlet isAttachedToDOM = !!closest( event.target, 'html' ),\n\t\t\t\tisVisible \t\t= !!closest( event.target, '.present' );\n\n\t\t\tif( isAttachedToDOM && isVisible ) {\n\n\t\t\t\t// Prefer an explicit global autoplay setting\n\t\t\t\tlet autoplay = this.Reveal.getConfig().autoPlayMedia;\n\n\t\t\t\t// If no global setting is available, fall back on the element's\n\t\t\t\t// own autoplay setting\n\t\t\t\tif( typeof autoplay !== 'boolean' ) {\n\t\t\t\t\tautoplay = iframe.hasAttribute( 'data-autoplay' ) || !!closest( iframe, '.slide-background' );\n\t\t\t\t}\n\n\t\t\t\t// YouTube postMessage API\n\t\t\t\tif( /youtube\\.com\\/embed\\//.test( iframe.getAttribute( 'src' ) ) && autoplay ) {\n\t\t\t\t\tiframe.contentWindow.postMessage( '{\"event\":\"command\",\"func\":\"playVideo\",\"args\":\"\"}', '*' );\n\t\t\t\t}\n\t\t\t\t// Vimeo postMessage API\n\t\t\t\telse if( /player\\.vimeo\\.com\\//.test( iframe.getAttribute( 'src' ) ) && autoplay ) {\n\t\t\t\t\tiframe.contentWindow.postMessage( '{\"method\":\"play\"}', '*' );\n\t\t\t\t}\n\t\t\t\t// Generic postMessage API\n\t\t\t\telse {\n\t\t\t\t\tiframe.contentWindow.postMessage( 'slide:start', '*' );\n\t\t\t\t}\n\n\t\t\t}\n\n\t\t}\n\n\t}\n\n\t/**\n\t * Stop playback of any embedded content inside of\n\t * the targeted slide.\n\t *\n\t * @param {HTMLElement} element\n\t */\n\tstopEmbeddedContent( element, options = {} ) {\n\n\t\toptions = extend( {\n\t\t\t// Defaults\n\t\t\tunloadIframes: true\n\t\t}, options );\n\n\t\tif( element && element.parentNode ) {\n\t\t\t// HTML5 media elements\n\t\t\tqueryAll( element, 'video, audio' ).forEach( el => {\n\t\t\t\tif( !el.hasAttribute( 'data-ignore' ) && typeof el.pause === 'function' ) {\n\t\t\t\t\tel.setAttribute('data-paused-by-reveal', '');\n\t\t\t\t\tel.pause();\n\t\t\t\t}\n\t\t\t} );\n\n\t\t\t// Generic postMessage API for non-lazy loaded iframes\n\t\t\tqueryAll( element, 'iframe' ).forEach( el => {\n\t\t\t\tif( el.contentWindow ) el.contentWindow.postMessage( 'slide:stop', '*' );\n\t\t\t\tel.removeEventListener( 'load', this.startEmbeddedIframe );\n\t\t\t});\n\n\t\t\t// YouTube postMessage API\n\t\t\tqueryAll( element, 'iframe[src*=\"youtube.com/embed/\"]' ).forEach( el => {\n\t\t\t\tif( !el.hasAttribute( 'data-ignore' ) && el.contentWindow && typeof el.contentWindow.postMessage === 'function' ) {\n\t\t\t\t\tel.contentWindow.postMessage( '{\"event\":\"command\",\"func\":\"pauseVideo\",\"args\":\"\"}', '*' );\n\t\t\t\t}\n\t\t\t});\n\n\t\t\t// Vimeo postMessage API\n\t\t\tqueryAll( element, 'iframe[src*=\"player.vimeo.com/\"]' ).forEach( el => {\n\t\t\t\tif( !el.hasAttribute( 'data-ignore' ) && el.contentWindow && typeof el.contentWindow.postMessage === 'function' ) {\n\t\t\t\t\tel.contentWindow.postMessage( '{\"method\":\"pause\"}', '*' );\n\t\t\t\t}\n\t\t\t});\n\n\t\t\tif( options.unloadIframes === true ) {\n\t\t\t\t// Unload lazy-loaded iframes\n\t\t\t\tqueryAll( element, 'iframe[data-src]' ).forEach( el => {\n\t\t\t\t\t// Only removing the src doesn't actually unload the frame\n\t\t\t\t\t// in all browsers (Firefox) so we set it to blank first\n\t\t\t\t\tel.setAttribute( 'src', 'about:blank' );\n\t\t\t\t\tel.removeAttribute( 'src' );\n\t\t\t\t} );\n\t\t\t}\n\t\t}\n\n\t}\n\n}\n","\nexport const SLIDES_SELECTOR = '.slides section';\nexport const HORIZONTAL_SLIDES_SELECTOR = '.slides>section';\nexport const VERTICAL_SLIDES_SELECTOR = '.slides>section.present>section';\nexport const HORIZONTAL_BACKGROUNDS_SELECTOR = '.backgrounds>.slide-background';\n\n// Methods that may not be invoked via the postMessage API\nexport const POST_MESSAGE_METHOD_BLACKLIST = /registerPlugin|registerKeyboardShortcut|addKeyBinding|addEventListener|showPreview/;\n\n// Regex for retrieving the fragment style from a class attribute\nexport const FRAGMENT_STYLE_REGEX = /fade-(down|up|right|left|out|in-then-out|in-then-semi-out)|semi-fade-out|current-visible|shrink|grow/;\n\n// Slide number formats\nexport const SLIDE_NUMBER_FORMAT_HORIZONTAL_DOT_VERTICAL = 'h.v';\nexport const SLIDE_NUMBER_FORMAT_HORIZONTAL_SLASH_VERTICAL = 'h/v';\nexport const SLIDE_NUMBER_FORMAT_CURRENT = 'c';\nexport const SLIDE_NUMBER_FORMAT_CURRENT_SLASH_TOTAL = 'c/t';","import {\n\tSLIDE_NUMBER_FORMAT_CURRENT,\n\tSLIDE_NUMBER_FORMAT_CURRENT_SLASH_TOTAL,\n\tSLIDE_NUMBER_FORMAT_HORIZONTAL_DOT_VERTICAL,\n\tSLIDE_NUMBER_FORMAT_HORIZONTAL_SLASH_VERTICAL\n} from \"../utils/constants\";\n\n/**\n * Handles the display of reveal.js' optional slide number.\n */\nexport default class SlideNumber {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t}\n\n\trender() {\n\n\t\tthis.element = document.createElement( 'div' );\n\t\tthis.element.className = 'slide-number';\n\t\tthis.Reveal.getRevealElement().appendChild( this.element );\n\n\t}\n\n\t/**\n\t * Called when the reveal.js config is updated.\n\t */\n\tconfigure( config, oldConfig ) {\n\n\t\tlet slideNumberDisplay = 'none';\n\t\tif( config.slideNumber && !this.Reveal.isPrintView() ) {\n\t\t\tif( config.showSlideNumber === 'all' ) {\n\t\t\t\tslideNumberDisplay = 'block';\n\t\t\t}\n\t\t\telse if( config.showSlideNumber === 'speaker' && this.Reveal.isSpeakerNotes() ) {\n\t\t\t\tslideNumberDisplay = 'block';\n\t\t\t}\n\t\t}\n\n\t\tthis.element.style.display = slideNumberDisplay;\n\n\t}\n\n\t/**\n\t * Updates the slide number to match the current slide.\n\t */\n\tupdate() {\n\n\t\t// Update slide number if enabled\n\t\tif( this.Reveal.getConfig().slideNumber && this.element ) {\n\t\t\tthis.element.innerHTML = this.getSlideNumber();\n\t\t}\n\n\t}\n\n\t/**\n\t * Returns the HTML string corresponding to the current slide\n\t * number, including formatting.\n\t */\n\tgetSlideNumber( slide = this.Reveal.getCurrentSlide() ) {\n\n\t\tlet config = this.Reveal.getConfig();\n\t\tlet value;\n\t\tlet format = SLIDE_NUMBER_FORMAT_HORIZONTAL_DOT_VERTICAL;\n\n\t\tif ( typeof config.slideNumber === 'function' ) {\n\t\t\tvalue = config.slideNumber( slide );\n\t\t} else {\n\t\t\t// Check if a custom number format is available\n\t\t\tif( typeof config.slideNumber === 'string' ) {\n\t\t\t\tformat = config.slideNumber;\n\t\t\t}\n\n\t\t\t// If there are ONLY vertical slides in this deck, always use\n\t\t\t// a flattened slide number\n\t\t\tif( !/c/.test( format ) && this.Reveal.getHorizontalSlides().length === 1 ) {\n\t\t\t\tformat = SLIDE_NUMBER_FORMAT_CURRENT;\n\t\t\t}\n\n\t\t\t// Offset the current slide number by 1 to make it 1-indexed\n\t\t\tlet horizontalOffset = slide && slide.dataset.visibility === 'uncounted' ? 0 : 1;\n\n\t\t\tvalue = [];\n\t\t\tswitch( format ) {\n\t\t\t\tcase SLIDE_NUMBER_FORMAT_CURRENT:\n\t\t\t\t\tvalue.push( this.Reveal.getSlidePastCount( slide ) + horizontalOffset );\n\t\t\t\t\tbreak;\n\t\t\t\tcase SLIDE_NUMBER_FORMAT_CURRENT_SLASH_TOTAL:\n\t\t\t\t\tvalue.push( this.Reveal.getSlidePastCount( slide ) + horizontalOffset, '/', this.Reveal.getTotalSlides() );\n\t\t\t\t\tbreak;\n\t\t\t\tdefault:\n\t\t\t\t\tlet indices = this.Reveal.getIndices( slide );\n\t\t\t\t\tvalue.push( indices.h + horizontalOffset );\n\t\t\t\t\tlet sep = format === SLIDE_NUMBER_FORMAT_HORIZONTAL_SLASH_VERTICAL ? '/' : '.';\n\t\t\t\t\tif( this.Reveal.isVerticalSlide( slide ) ) value.push( sep, indices.v + 1 );\n\t\t\t}\n\t\t}\n\n\t\tlet url = '#' + this.Reveal.location.getHash( slide );\n\t\treturn this.formatNumber( value[0], value[1], value[2], url );\n\n\t}\n\n\t/**\n\t * Applies HTML formatting to a slide number before it's\n\t * written to the DOM.\n\t *\n\t * @param {number} a Current slide\n\t * @param {string} delimiter Character to separate slide numbers\n\t * @param {(number|*)} b Total slides\n\t * @param {HTMLElement} [url='#'+locationHash()] The url to link to\n\t * @return {string} HTML string fragment\n\t */\n\tformatNumber( a, delimiter, b, url = '#' + this.Reveal.location.getHash() ) {\n\n\t\tif( typeof b === 'number' && !isNaN( b ) ) {\n\t\t\treturn `\n\t\t\t\t\t${a}\n\t\t\t\t\t${delimiter}\n\t\t\t\t\t${b}\n\t\t\t\t\t`;\n\t\t}\n\t\telse {\n\t\t\treturn `\n\t\t\t\t\t${a}\n\t\t\t\t\t`;\n\t\t}\n\n\t}\n\n\tdestroy() {\n\n\t\tthis.element.remove();\n\n\t}\n\n}","import {\n\tSLIDE_NUMBER_FORMAT_CURRENT,\n\tSLIDE_NUMBER_FORMAT_CURRENT_SLASH_TOTAL\n} from \"../utils/constants\";\n\n/**\n * Makes it possible to jump to a slide by entering its\n * slide number or id.\n */\nexport default class JumpToSlide {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t\tthis.onInput = this.onInput.bind( this );\n\t\tthis.onBlur = this.onBlur.bind( this );\n\t\tthis.onKeyDown = this.onKeyDown.bind( this );\n\n\t}\n\n\trender() {\n\n\t\tthis.element = document.createElement( 'div' );\n\t\tthis.element.className = 'jump-to-slide';\n\n this.jumpInput = document.createElement( 'input' );\n this.jumpInput.type = 'text';\n this.jumpInput.className = 'jump-to-slide-input';\n this.jumpInput.placeholder = 'Jump to slide';\n\t\tthis.jumpInput.addEventListener( 'input', this.onInput );\n\t\tthis.jumpInput.addEventListener( 'keydown', this.onKeyDown );\n\t\tthis.jumpInput.addEventListener( 'blur', this.onBlur );\n\n this.element.appendChild( this.jumpInput );\n\n\t}\n\n\tshow() {\n\n\t\tthis.indicesOnShow = this.Reveal.getIndices();\n\n\t\tthis.Reveal.getRevealElement().appendChild( this.element );\n\t\tthis.jumpInput.focus();\n\n\t}\n\n\thide() {\n\n\t\tif( this.isVisible() ) {\n\t\t\tthis.element.remove();\n\t\t\tthis.jumpInput.value = '';\n\n\t\t\tclearTimeout( this.jumpTimeout );\n\t\t\tdelete this.jumpTimeout;\n\t\t}\n\n\t}\n\n\tisVisible() {\n\n\t\treturn !!this.element.parentNode;\n\n\t}\n\n\t/**\n\t * Parses the current input and jumps to the given slide.\n\t */\n\tjump() {\n\n\t\tclearTimeout( this.jumpTimeout );\n\t\tdelete this.jumpTimeout;\n\n\t\tlet query = this.jumpInput.value.trim( '' );\n\t\tlet indices;\n\n\t\t// When slide numbers are formatted to be a single linear mumber\n\t\t// (instead of showing a separate horizontal/vertical index) we\n\t\t// use the same format for slide jumps\n\t\tif( /^\\d+$/.test( query ) ) {\n\t\t\tconst slideNumberFormat = this.Reveal.getConfig().slideNumber;\n\t\t\tif( slideNumberFormat === SLIDE_NUMBER_FORMAT_CURRENT || slideNumberFormat === SLIDE_NUMBER_FORMAT_CURRENT_SLASH_TOTAL ) {\n\t\t\t\tconst slide = this.Reveal.getSlides()[ parseInt( query, 10 ) - 1 ];\n\t\t\t\tif( slide ) {\n\t\t\t\t\tindices = this.Reveal.getIndices( slide );\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\n\t\tif( !indices ) {\n\t\t\t// If the query uses \"horizontal.vertical\" format, convert to\n\t\t\t// \"horizontal/vertical\" so that our URL parser can understand\n\t\t\tif( /^\\d+\\.\\d+$/.test( query ) ) {\n\t\t\t\tquery = query.replace( '.', '/' );\n\t\t\t}\n\n\t\t\tindices = this.Reveal.location.getIndicesFromHash( query, { oneBasedIndex: true } );\n\t\t}\n\n\t\t// Still no valid index? Fall back on a text search\n\t\tif( !indices && /\\S+/i.test( query ) && query.length > 1 ) {\n\t\t\tindices = this.search( query );\n\t\t}\n\n\t\tif( indices && query !== '' ) {\n\t\t\tthis.Reveal.slide( indices.h, indices.v, indices.f );\n\t\t\treturn true;\n\t\t}\n\t\telse {\n\t\t\tthis.Reveal.slide( this.indicesOnShow.h, this.indicesOnShow.v, this.indicesOnShow.f );\n\t\t\treturn false;\n\t\t}\n\n\t}\n\n\tjumpAfter( delay ) {\n\n\t\tclearTimeout( this.jumpTimeout );\n\t\tthis.jumpTimeout = setTimeout( () => this.jump(), delay );\n\n\t}\n\n\t/**\n\t * A lofi search that looks for the given query in all\n\t * of our slides and returns the first match.\n\t */\n\tsearch( query ) {\n\n\t\tconst regex = new RegExp( '\\\\b' + query.trim() + '\\\\b', 'i' );\n\n\t\tconst slide = this.Reveal.getSlides().find( ( slide ) => {\n\t\t\treturn regex.test( slide.innerText );\n\t\t} );\n\n\t\tif( slide ) {\n\t\t\treturn this.Reveal.getIndices( slide );\n\t\t}\n\t\telse {\n\t\t\treturn null;\n\t\t}\n\n\t}\n\n\t/**\n\t * Reverts back to the slide we were on when jump to slide was\n\t * invoked.\n\t */\n\tcancel() {\n\n\t\tthis.Reveal.slide( this.indicesOnShow.h, this.indicesOnShow.v, this.indicesOnShow.f );\n\t\tthis.hide();\n\n\t}\n\n\tconfirm() {\n\n\t\tthis.jump();\n\t\tthis.hide();\n\n\t}\n\n\tdestroy() {\n\n\t\tthis.jumpInput.removeEventListener( 'input', this.onInput );\n\t\tthis.jumpInput.removeEventListener( 'keydown', this.onKeyDown );\n\t\tthis.jumpInput.removeEventListener( 'blur', this.onBlur );\n\n\t\tthis.element.remove();\n\n\t}\n\n\tonKeyDown( event ) {\n\n\t\tif( event.keyCode === 13 ) {\n\t\t\tthis.confirm();\n\t\t}\n\t\telse if( event.keyCode === 27 ) {\n\t\t\tthis.cancel();\n\n\t\t\tevent.stopImmediatePropagation();\n\t\t}\n\n\t}\n\n\tonInput( event ) {\n\n\t\tthis.jumpAfter( 200 );\n\n\t}\n\n\tonBlur() {\n\n\t\tsetTimeout( () => this.hide(), 1 );\n\n\t}\n\n}","/**\n * Converts various color input formats to an {r:0,g:0,b:0} object.\n *\n * @param {string} color The string representation of a color\n * @example\n * colorToRgb('#000');\n * @example\n * colorToRgb('#000000');\n * @example\n * colorToRgb('rgb(0,0,0)');\n * @example\n * colorToRgb('rgba(0,0,0)');\n *\n * @return {{r: number, g: number, b: number, [a]: number}|null}\n */\nexport const colorToRgb = ( color ) => {\n\n\tlet hex3 = color.match( /^#([0-9a-f]{3})$/i );\n\tif( hex3 && hex3[1] ) {\n\t\thex3 = hex3[1];\n\t\treturn {\n\t\t\tr: parseInt( hex3.charAt( 0 ), 16 ) * 0x11,\n\t\t\tg: parseInt( hex3.charAt( 1 ), 16 ) * 0x11,\n\t\t\tb: parseInt( hex3.charAt( 2 ), 16 ) * 0x11\n\t\t};\n\t}\n\n\tlet hex6 = color.match( /^#([0-9a-f]{6})$/i );\n\tif( hex6 && hex6[1] ) {\n\t\thex6 = hex6[1];\n\t\treturn {\n\t\t\tr: parseInt( hex6.slice( 0, 2 ), 16 ),\n\t\t\tg: parseInt( hex6.slice( 2, 4 ), 16 ),\n\t\t\tb: parseInt( hex6.slice( 4, 6 ), 16 )\n\t\t};\n\t}\n\n\tlet rgb = color.match( /^rgb\\s*\\(\\s*(\\d+)\\s*,\\s*(\\d+)\\s*,\\s*(\\d+)\\s*\\)$/i );\n\tif( rgb ) {\n\t\treturn {\n\t\t\tr: parseInt( rgb[1], 10 ),\n\t\t\tg: parseInt( rgb[2], 10 ),\n\t\t\tb: parseInt( rgb[3], 10 )\n\t\t};\n\t}\n\n\tlet rgba = color.match( /^rgba\\s*\\(\\s*(\\d+)\\s*,\\s*(\\d+)\\s*,\\s*(\\d+)\\s*\\,\\s*([\\d]+|[\\d]*.[\\d]+)\\s*\\)$/i );\n\tif( rgba ) {\n\t\treturn {\n\t\t\tr: parseInt( rgba[1], 10 ),\n\t\t\tg: parseInt( rgba[2], 10 ),\n\t\t\tb: parseInt( rgba[3], 10 ),\n\t\t\ta: parseFloat( rgba[4] )\n\t\t};\n\t}\n\n\treturn null;\n\n}\n\n/**\n * Calculates brightness on a scale of 0-255.\n *\n * @param {string} color See colorToRgb for supported formats.\n * @see {@link colorToRgb}\n */\nexport const colorBrightness = ( color ) => {\n\n\tif( typeof color === 'string' ) color = colorToRgb( color );\n\n\tif( color ) {\n\t\treturn ( color.r * 299 + color.g * 587 + color.b * 114 ) / 1000;\n\t}\n\n\treturn null;\n\n}","import { queryAll } from '../utils/util.js'\nimport { colorToRgb, colorBrightness } from '../utils/color.js'\n\n/**\n * Creates and updates slide backgrounds.\n */\nexport default class Backgrounds {\n\n\tconstructor( Reveal ) {\n\n\t\tthis.Reveal = Reveal;\n\n\t}\n\n\trender() {\n\n\t\tthis.element = document.createElement( 'div' );\n\t\tthis.element.className = 'backgrounds';\n\t\tthis.Reveal.getRevealElement().appendChild( this.element );\n\n\t}\n\n\t/**\n\t * Creates the slide background elements and appends them\n\t * to the background container. One element is created per\n\t * slide no matter if the given slide has visible background.\n\t */\n\tcreate() {\n\n\t\t// Clear prior backgrounds\n\t\tthis.element.innerHTML = '';\n\t\tthis.element.classList.add( 'no-transition' );\n\n\t\t// Iterate over all horizontal slides\n\t\tthis.Reveal.getHorizontalSlides().forEach( slideh => {\n\n\t\t\tlet backgroundStack = this.createBackground( slideh, this.element );\n\n\t\t\t// Iterate over all vertical slides\n\t\t\tqueryAll( slideh, 'section' ).forEach( slidev => {\n\n\t\t\t\tthis.createBackground( slidev, backgroundStack );\n\n\t\t\t\tbackgroundStack.classList.add( 'stack' );\n\n\t\t\t} );\n\n\t\t} );\n\n\t\t// Add parallax background if specified\n\t\tif( this.Reveal.getConfig().parallaxBackgroundImage ) {\n\n\t\t\tthis.element.style.backgroundImage = 'url(\"' + this.Reveal.getConfig().parallaxBackgroundImage + '\")';\n\t\t\tthis.element.style.backgroundSize = this.Reveal.getConfig().parallaxBackgroundSize;\n\t\t\tthis.element.style.backgroundRepeat = this.Reveal.getConfig().parallaxBackgroundRepeat;\n\t\t\tthis.element.style.backgroundPosition = this.Reveal.getConfig().parallaxBackgroundPosition;\n\n\t\t\t// Make sure the below properties are set on the element - these properties are\n\t\t\t// needed for proper transitions to be set on the element via CSS. To remove\n\t\t\t// annoying background slide-in effect when the presentation starts, apply\n\t\t\t// these properties after short time delay\n\t\t\tsetTimeout( () => {\n\t\t\t\tthis.Reveal.getRevealElement().classList.add( 'has-parallax-background' );\n\t\t\t}, 1 );\n\n\t\t}\n\t\telse {\n\n\t\t\tthis.element.style.backgroundImage = '';\n\t\t\tthis.Reveal.getRevealElement().classList.remove( 'has-parallax-background' );\n\n\t\t}\n\n\t}\n\n\t/**\n\t * Creates a background for the given slide.\n\t *\n\t * @param {HTMLElement} slide\n\t * @param {HTMLElement} container The element that the background\n\t * should be appended to\n\t * @return {HTMLElement} New background div\n\t */\n\tcreateBackground( slide, container ) {\n\n\t\t// Main slide background element\n\t\tlet element = document.createElement( 'div' );\n\t\telement.className = 'slide-background ' + slide.className.replace( /present|past|future/, '' );\n\n\t\t// Inner background element that wraps images/videos/iframes\n\t\tlet contentElement = document.createElement( 'div' );\n\t\tcontentElement.className = 'slide-background-content';\n\n\t\telement.appendChild( contentElement );\n\t\tcontainer.appendChild( element );\n\n\t\tslide.slideBackgroundElement = element;\n\t\tslide.slideBackgroundContentElement = contentElement;\n\n\t\t// Syncs the background to reflect all current background settings\n\t\tthis.sync( slide );\n\n\t\treturn element;\n\n\t}\n\n\t/**\n\t * Renders all of the visual properties of a slide background\n\t * based on the various background attributes.\n\t *\n\t * @param {HTMLElement} slide\n\t */\n\tsync( slide ) {\n\n\t\tconst element = slide.slideBackgroundElement,\n\t\t\tcontentElement = slide.slideBackgroundContentElement;\n\n\t\tconst data = {\n\t\t\tbackground: slide.getAttribute( 'data-background' ),\n\t\t\tbackgroundSize: slide.getAttribute( 'data-background-size' ),\n\t\t\tbackgroundImage: slide.getAttribute( 'data-background-image' ),\n\t\t\tbackgroundVideo: slide.getAttribute( 'data-background-video' ),\n\t\t\tbackgroundIframe: slide.getAttribute( 'data-background-iframe' ),\n\t\t\tbackgroundColor: slide.getAttribute( 'data-background-color' ),\n\t\t\tbackgroundGradient: slide.getAttribute( 'data-background-gradient' ),\n\t\t\tbackgroundRepeat: slide.getAttribute( 'data-background-repeat' ),\n\t\t\tbackgroundPosition: slide.getAttribute( 'data-background-position' ),\n\t\t\tbackgroundTransition: slide.getAttribute( 'data-background-transition' ),\n\t\t\tbackgroundOpacity: slide.getAttribute( 'data-background-opacity' ),\n\t\t};\n\n\t\tconst dataPreload = slide.hasAttribute( 'data-preload' );\n\n\t\t// Reset the prior background state in case this is not the\n\t\t// initial sync\n\t\tslide.classList.remove( 'has-dark-background' );\n\t\tslide.classList.remove( 'has-light-background' );\n\n\t\telement.removeAttribute( 'data-loaded' );\n\t\telement.removeAttribute( 'data-background-hash' );\n\t\telement.removeAttribute( 'data-background-size' );\n\t\telement.removeAttribute( 'data-background-transition' );\n\t\telement.style.backgroundColor = '';\n\n\t\tcontentElement.style.backgroundSize = '';\n\t\tcontentElement.style.backgroundRepeat = '';\n\t\tcontentElement.style.backgroundPosition = '';\n\t\tcontentElement.style.backgroundImage = '';\n\t\tcontentElement.style.opacity = '';\n\t\tcontentElement.innerHTML = '';\n\n\t\tif( data.background ) {\n\t\t\t// Auto-wrap image urls in url(...)\n\t\t\tif( /^(http|file|\\/\\/)/gi.test( data.background ) || /\\.(svg|png|jpg|jpeg|gif|bmp|webp)([?#\\s]|$)/gi.test( data.background ) ) {\n\t\t\t\tslide.setAttribute( 'data-background-image', data.background );\n\t\t\t}\n\t\t\telse {\n\t\t\t\telement.style.background = data.background;\n\t\t\t}\n\t\t}\n\n\t\t// Create a hash for this combination of background settings.\n\t\t// This is used to determine when two slide backgrounds are\n\t\t// the same.\n\t\tif( data.background || data.backgroundColor || data.backgroundGradient || data.backgroundImage || data.backgroundVideo || data.backgroundIframe ) {\n\t\t\telement.setAttribute( 'data-background-hash', data.background +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundSize +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundImage +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundVideo +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundIframe +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundColor +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundGradient +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundRepeat +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundPosition +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundTransition +\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata.backgroundOpacity );\n\t\t}\n\n\t\t// Additional and optional background properties\n\t\tif( data.backgroundSize ) element.setAttribute( 'data-background-size', data.backgroundSize );\n\t\tif( data.backgroundColor ) element.style.backgroundColor = data.backgroundColor;\n\t\tif( data.backgroundGradient ) element.style.backgroundImage = data.backgroundGradient;\n\t\tif( data.backgroundTransition ) element.setAttribute( 'data-background-transition', data.backgroundTransition );\n\n\t\tif( dataPreload ) element.setAttribute( 'data-preload', '' );\n\n\t\t// Background image options are set on the content wrapper\n\t\tif( data.backgroundSize ) contentElement.style.backgroundSize = data.backgroundSize;\n\t\tif( data.backgroundRepeat ) contentElement.style.backgroundRepeat = data.backgroundRepeat;\n\t\tif( data.backgroundPosition ) contentElement.style.backgroundPosition = data.backgroundPosition;\n\t\tif( data.backgroundOpacity ) contentElement.style.opacity = data.backgroundOpacity;\n\n\t\tconst contrastClass = this.getContrastClass( slide );\n\n\t\tif( typeof contrastClass === 'string' ) {\n\t\t\tslide.classList.add( contrastClass );\n\t\t}\n\n\t}\n\n\t/**\n\t * Returns a class name that can be applied to a slide to indicate\n\t * if it has a light or dark background.\n\t *\n\t * @param {*} slide\n\t *\n\t * @returns {string|null}\n\t */\n\tgetContrastClass( slide ) {\n\n\t\tconst element = slide.slideBackgroundElement;\n\n\t\t// If this slide has a background color, we add a class that\n\t\t// signals if it is light or dark. If the slide has no background\n\t\t// color, no class will be added\n\t\tlet contrastColor = slide.getAttribute( 'data-background-color' );\n\n\t\t// If no bg color was found, or it cannot be converted by colorToRgb, check the computed background\n\t\tif( !contrastColor || !colorToRgb( contrastColor ) ) {\n\t\t\tlet computedBackgroundStyle = window.getComputedStyle( element );\n\t\t\tif( computedBackgroundStyle && computedBackgroundStyle.backgroundColor ) {\n\t\t\t\tcontrastColor = computedBackgroundStyle.backgroundColor;\n\t\t\t}\n\t\t}\n\n\t\tif( contrastColor ) {\n\t\t\tconst rgb = colorToRgb( contrastColor );\n\n\t\t\t// Ignore fully transparent backgrounds. Some browsers return\n\t\t\t// rgba(0,0,0,0) when reading the computed background color of\n\t\t\t// an element with no background\n\t\t\tif( rgb && rgb.a !== 0 ) {\n\t\t\t\tif( colorBrightness( contrastColor ) < 128 ) {\n\t\t\t\t\treturn 'has-dark-background';\n\t\t\t\t}\n\t\t\t\telse {\n\t\t\t\t\treturn 'has-light-background';\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\n\t\treturn null;\n\n\t}\n\n\t/**\n\t * Bubble the 'has-light-background'/'has-dark-background' classes.\n\t */\n\tbubbleSlideContrastClassToElement( slide, target ) {\n\n\t\t[ 'has-light-background', 'has-dark-background' ].forEach( classToBubble => {\n\t\t\tif( slide.classList.contains( classToBubble ) ) {\n\t\t\t\ttarget.classList.add( classToBubble );\n\t\t\t}\n\t\t\telse {\n\t\t\t\ttarget.classList.remove( classToBubble );\n\t\t\t}\n\t\t}, this );\n\n\t}\n\n\t/**\n\t * Updates the background elements to reflect the current\n\t * slide.\n\t *\n\t * @param {boolean} includeAll If true, the backgrounds of\n\t * all vertical slides (not just the present) will be updated.\n\t */\n\tupdate( includeAll = false ) {\n\n\t\tlet config = this.Reveal.getConfig();\n\t\tlet currentSlide = this.Reveal.getCurrentSlide();\n\t\tlet indices = this.Reveal.getIndices();\n\n\t\tlet currentBackground = null;\n\n\t\t// Reverse past/future classes when in RTL mode\n\t\tlet horizontalPast = config.rtl ? 'future' : 'past',\n\t\t\thorizontalFuture = config.rtl ? 'past' : 'future';\n\n\t\t// Update the classes of all backgrounds to match the\n\t\t// states of their slides (past/present/future)\n\t\tArray.from( this.element.childNodes ).forEach( ( backgroundh, h ) => {\n\n\t\t\tbackgroundh.classList.remove( 'past', 'present', 'future' );\n\n\t\t\tif( h < indices.h ) {\n\t\t\t\tbackgroundh.classList.add( horizontalPast );\n\t\t\t}\n\t\t\telse if ( h > indices.h ) {\n\t\t\t\tbackgroundh.classList.add( horizontalFuture );\n\t\t\t}\n\t\t\telse {\n\t\t\t\tbackgroundh.classList.add( 'present' );\n\n\t\t\t\t// Store a reference to the current background element\n\t\t\t\tcurrentBackground = backgroundh;\n\t\t\t}\n\n\t\t\tif( includeAll || h === indices.h ) {\n\t\t\t\tqueryAll( backgroundh, '.slide-background' ).forEach( ( backgroundv, v ) => {\n\n\t\t\t\t\tbackgroundv.classList.remove( 'past', 'present', 'future' );\n\n\t\t\t\t\tconst indexv = typeof indices.v === 'number' ? indices.v : 0;\n\n\t\t\t\t\tif( v < indexv ) {\n\t\t\t\t\t\tbackgroundv.classList.add( 'past' );\n\t\t\t\t\t}\n\t\t\t\t\telse if ( v > indexv ) {\n\t\t\t\t\t\tbackgroundv.classList.add( 'future' );\n\t\t\t\t\t}\n\t\t\t\t\telse {\n\t\t\t\t\t\tbackgroundv.classList.add( 'present' );\n\n\t\t\t\t\t\t// Only if this is the present horizontal and vertical slide\n\t\t\t\t\t\tif( h === indices.h ) currentBackground = backgroundv;\n\t\t\t\t\t}\n\n\t\t\t\t} );\n\t\t\t}\n\n\t\t} );\n\n\t\t// The previous background may refer to a DOM element that has\n\t\t// been removed after a presentation is synced & bgs are recreated\n\t\tif( this.previousBackground && !this.previousBackground.closest( 'body' ) ) {\n\t\t\tthis.previousBackground = null;\n\t\t}\n\n\t\tif( currentBackground && this.previousBackground ) {\n\n\t\t\t// Don't transition between identical backgrounds. This\n\t\t\t// prevents unwanted flicker.\n\t\t\tlet previousBackgroundHash = this.previousBackground.getAttribute( 'data-background-hash' );\n\t\t\tlet currentBackgroundHash = currentBackground.getAttribute( 'data-background-hash' );\n\n\t\t\tif( currentBackgroundHash && currentBackgroundHash === previousBackgroundHash && currentBackground !== this.previousBackground ) {\n\t\t\t\tthis.element.classList.add( 'no-transition' );\n\n\t\t\t\t// If multiple slides have the same background video, carry\n\t\t\t\t// the