diff --git a/Income Predictive Modelling + EDA/Income_Prediction+EDA.ipynb b/Income Predictive Modelling + EDA/Income_Prediction+EDA.ipynb
new file mode 100644
index 0000000000..da06b8c135
--- /dev/null
+++ b/Income Predictive Modelling + EDA/Income_Prediction+EDA.ipynb	
@@ -0,0 +1,1223 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "id": "LQHe9k_TOrDQ"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "import seaborn as sns\n",
+        "import matplotlib.pyplot as plt\n",
+        "from sklearn.preprocessing import LabelEncoder\n",
+        "from sklearn.model_selection import train_test_split\n",
+        "from sklearn.preprocessing import StandardScaler\n",
+        "from sklearn.ensemble import RandomForestClassifier\n",
+        "from sklearn.metrics import accuracy_score, classification_report\n",
+        "from sklearn.model_selection import GridSearchCV\n",
+        "import networkx as nx"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df=pd.read_csv(\"income_data.csv\")"
+      ],
+      "metadata": {
+        "id": "EhBhVRu5PjPl"
+      },
+      "execution_count": 2,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.columns"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "D_M2szRroI1u",
+        "outputId": "d2ae1c9b-de09-43f3-a4cf-2424fa09aad3"
+      },
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Index(['age', ' workclass', ' fnlwgt', ' education', ' education-num',\n",
+              "       ' marital-status', ' occupation', ' relationship', ' race', ' sex',\n",
+              "       ' capital-gain', ' capital-loss', ' hours-per-week', ' native-country',\n",
+              "       ' income'],\n",
+              "      dtype='object')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 3
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "keEPScUzPw5k",
+        "outputId": "3e94bf7a-f1c3-42f2-ddae-688dfa68eb3b"
+      },
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(32561, 15)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 4
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 423
+        },
+        "id": "NvIjBjBKPoIL",
+        "outputId": "2a6236bc-def8-4e5b-d2c6-4bb44ffc97c2"
+      },
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   age          workclass   fnlwgt   education   education-num  \\\n",
+              "0   39          State-gov    77516   Bachelors              13   \n",
+              "1   50   Self-emp-not-inc    83311   Bachelors              13   \n",
+              "2   38            Private   215646     HS-grad               9   \n",
+              "3   53            Private   234721        11th               7   \n",
+              "4   28            Private   338409   Bachelors              13   \n",
+              "\n",
+              "        marital-status          occupation    relationship    race      sex  \\\n",
+              "0        Never-married        Adm-clerical   Not-in-family   White     Male   \n",
+              "1   Married-civ-spouse     Exec-managerial         Husband   White     Male   \n",
+              "2             Divorced   Handlers-cleaners   Not-in-family   White     Male   \n",
+              "3   Married-civ-spouse   Handlers-cleaners         Husband   Black     Male   \n",
+              "4   Married-civ-spouse      Prof-specialty            Wife   Black   Female   \n",
+              "\n",
+              "    capital-gain   capital-loss   hours-per-week  native-country  income  \n",
+              "0           2174              0               40   United-States   <=50K  \n",
+              "1              0              0               13   United-States   <=50K  \n",
+              "2              0              0               40   United-States   <=50K  \n",
+              "3              0              0               40   United-States   <=50K  \n",
+              "4              0              0               40            Cuba   <=50K  "
+            ],
+            "text/html": [
+              "\n",
+              "\n",
+              "  <div id=\"df-aefe9a0c-f9f2-4d84-b71c-ee1957d71f54\">\n",
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+              "      <div>\n",
+              "<style scoped>\n",
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+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>age</th>\n",
+              "      <th>workclass</th>\n",
+              "      <th>fnlwgt</th>\n",
+              "      <th>education</th>\n",
+              "      <th>education-num</th>\n",
+              "      <th>marital-status</th>\n",
+              "      <th>occupation</th>\n",
+              "      <th>relationship</th>\n",
+              "      <th>race</th>\n",
+              "      <th>sex</th>\n",
+              "      <th>capital-gain</th>\n",
+              "      <th>capital-loss</th>\n",
+              "      <th>hours-per-week</th>\n",
+              "      <th>native-country</th>\n",
+              "      <th>income</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>39</td>\n",
+              "      <td>State-gov</td>\n",
+              "      <td>77516</td>\n",
+              "      <td>Bachelors</td>\n",
+              "      <td>13</td>\n",
+              "      <td>Never-married</td>\n",
+              "      <td>Adm-clerical</td>\n",
+              "      <td>Not-in-family</td>\n",
+              "      <td>White</td>\n",
+              "      <td>Male</td>\n",
+              "      <td>2174</td>\n",
+              "      <td>0</td>\n",
+              "      <td>40</td>\n",
+              "      <td>United-States</td>\n",
+              "      <td>&lt;=50K</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>50</td>\n",
+              "      <td>Self-emp-not-inc</td>\n",
+              "      <td>83311</td>\n",
+              "      <td>Bachelors</td>\n",
+              "      <td>13</td>\n",
+              "      <td>Married-civ-spouse</td>\n",
+              "      <td>Exec-managerial</td>\n",
+              "      <td>Husband</td>\n",
+              "      <td>White</td>\n",
+              "      <td>Male</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>13</td>\n",
+              "      <td>United-States</td>\n",
+              "      <td>&lt;=50K</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>38</td>\n",
+              "      <td>Private</td>\n",
+              "      <td>215646</td>\n",
+              "      <td>HS-grad</td>\n",
+              "      <td>9</td>\n",
+              "      <td>Divorced</td>\n",
+              "      <td>Handlers-cleaners</td>\n",
+              "      <td>Not-in-family</td>\n",
+              "      <td>White</td>\n",
+              "      <td>Male</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>40</td>\n",
+              "      <td>United-States</td>\n",
+              "      <td>&lt;=50K</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>53</td>\n",
+              "      <td>Private</td>\n",
+              "      <td>234721</td>\n",
+              "      <td>11th</td>\n",
+              "      <td>7</td>\n",
+              "      <td>Married-civ-spouse</td>\n",
+              "      <td>Handlers-cleaners</td>\n",
+              "      <td>Husband</td>\n",
+              "      <td>Black</td>\n",
+              "      <td>Male</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>40</td>\n",
+              "      <td>United-States</td>\n",
+              "      <td>&lt;=50K</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>28</td>\n",
+              "      <td>Private</td>\n",
+              "      <td>338409</td>\n",
+              "      <td>Bachelors</td>\n",
+              "      <td>13</td>\n",
+              "      <td>Married-civ-spouse</td>\n",
+              "      <td>Prof-specialty</td>\n",
+              "      <td>Wife</td>\n",
+              "      <td>Black</td>\n",
+              "      <td>Female</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>40</td>\n",
+              "      <td>Cuba</td>\n",
+              "      <td>&lt;=50K</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
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+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-aefe9a0c-f9f2-4d84-b71c-ee1957d71f54')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
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+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-6bcad54c-6054-42fd-a5d8-3724db66916f')\"\n",
+              "              title=\"Suggest charts.\"\n",
+              "              style=\"display:none;\">\n",
+              "\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
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+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: #E8F0FE;\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: #1967D2;\n",
+              "    height: 32px;\n",
+              "    padding: 0 0 0 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: #E2EBFA;\n",
+              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: #174EA6;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "    background-color: #3B4455;\n",
+              "    fill: #D2E3FC;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart:hover {\n",
+              "    background-color: #434B5C;\n",
+              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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+              "\n",
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+              "      async function quickchart(key) {\n",
+              "        const containerElement = document.querySelector('#' + key);\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      }\n",
+              "    </script>\n",
+              "\n",
+              "      <script>\n",
+              "\n",
+              "function displayQuickchartButton(domScope) {\n",
+              "  let quickchartButtonEl =\n",
+              "    domScope.querySelector('#df-6bcad54c-6054-42fd-a5d8-3724db66916f button.colab-df-quickchart');\n",
+              "  quickchartButtonEl.style.display =\n",
+              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "}\n",
+              "\n",
+              "        displayQuickchartButton(document);\n",
+              "      </script>\n",
+              "      <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
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+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
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+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
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+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-aefe9a0c-f9f2-4d84-b71c-ee1957d71f54 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-aefe9a0c-f9f2-4d84-b71c-ee1957d71f54');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
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+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 5
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.describe()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 300
+        },
+        "id": "aDfV6-n6PrCX",
+        "outputId": "0e7c235b-d07b-4202-9819-8fdeab540b73"
+      },
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                age        fnlwgt   education-num   capital-gain  \\\n",
+              "count  32561.000000  3.256100e+04    32561.000000   32561.000000   \n",
+              "mean      38.581647  1.897784e+05       10.080679    1077.648844   \n",
+              "std       13.640433  1.055500e+05        2.572720    7385.292085   \n",
+              "min       17.000000  1.228500e+04        1.000000       0.000000   \n",
+              "25%       28.000000  1.178270e+05        9.000000       0.000000   \n",
+              "50%       37.000000  1.783560e+05       10.000000       0.000000   \n",
+              "75%       48.000000  2.370510e+05       12.000000       0.000000   \n",
+              "max       90.000000  1.484705e+06       16.000000   99999.000000   \n",
+              "\n",
+              "        capital-loss   hours-per-week  \n",
+              "count   32561.000000     32561.000000  \n",
+              "mean       87.303830        40.437456  \n",
+              "std       402.960219        12.347429  \n",
+              "min         0.000000         1.000000  \n",
+              "25%         0.000000        40.000000  \n",
+              "50%         0.000000        40.000000  \n",
+              "75%         0.000000        45.000000  \n",
+              "max      4356.000000        99.000000  "
+            ],
+            "text/html": [
+              "\n",
+              "\n",
+              "  <div id=\"df-61a4f1ab-d4fa-45fc-ae28-9e96db2c377b\">\n",
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+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>age</th>\n",
+              "      <th>fnlwgt</th>\n",
+              "      <th>education-num</th>\n",
+              "      <th>capital-gain</th>\n",
+              "      <th>capital-loss</th>\n",
+              "      <th>hours-per-week</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>count</th>\n",
+              "      <td>32561.000000</td>\n",
+              "      <td>3.256100e+04</td>\n",
+              "      <td>32561.000000</td>\n",
+              "      <td>32561.000000</td>\n",
+              "      <td>32561.000000</td>\n",
+              "      <td>32561.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>mean</th>\n",
+              "      <td>38.581647</td>\n",
+              "      <td>1.897784e+05</td>\n",
+              "      <td>10.080679</td>\n",
+              "      <td>1077.648844</td>\n",
+              "      <td>87.303830</td>\n",
+              "      <td>40.437456</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>std</th>\n",
+              "      <td>13.640433</td>\n",
+              "      <td>1.055500e+05</td>\n",
+              "      <td>2.572720</td>\n",
+              "      <td>7385.292085</td>\n",
+              "      <td>402.960219</td>\n",
+              "      <td>12.347429</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>min</th>\n",
+              "      <td>17.000000</td>\n",
+              "      <td>1.228500e+04</td>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>1.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25%</th>\n",
+              "      <td>28.000000</td>\n",
+              "      <td>1.178270e+05</td>\n",
+              "      <td>9.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>40.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>50%</th>\n",
+              "      <td>37.000000</td>\n",
+              "      <td>1.783560e+05</td>\n",
+              "      <td>10.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>40.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>75%</th>\n",
+              "      <td>48.000000</td>\n",
+              "      <td>2.370510e+05</td>\n",
+              "      <td>12.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>45.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>max</th>\n",
+              "      <td>90.000000</td>\n",
+              "      <td>1.484705e+06</td>\n",
+              "      <td>16.000000</td>\n",
+              "      <td>99999.000000</td>\n",
+              "      <td>4356.000000</td>\n",
+              "      <td>99.000000</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-61a4f1ab-d4fa-45fc-ae28-9e96db2c377b')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </svg>\n",
+              "      </button>\n",
+              "\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-d3ce2301-7f5e-485f-ab36-aff343e713db\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-d3ce2301-7f5e-485f-ab36-aff343e713db')\"\n",
+              "              title=\"Suggest charts.\"\n",
+              "              style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "    </div>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: #E8F0FE;\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: #1967D2;\n",
+              "    height: 32px;\n",
+              "    padding: 0 0 0 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: #E2EBFA;\n",
+              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: #174EA6;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "    background-color: #3B4455;\n",
+              "    fill: #D2E3FC;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart:hover {\n",
+              "    background-color: #434B5C;\n",
+              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "    fill: #FFFFFF;\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "    <script>\n",
+              "      async function quickchart(key) {\n",
+              "        const containerElement = document.querySelector('#' + key);\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      }\n",
+              "    </script>\n",
+              "\n",
+              "      <script>\n",
+              "\n",
+              "function displayQuickchartButton(domScope) {\n",
+              "  let quickchartButtonEl =\n",
+              "    domScope.querySelector('#df-d3ce2301-7f5e-485f-ab36-aff343e713db button.colab-df-quickchart');\n",
+              "  quickchartButtonEl.style.display =\n",
+              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "}\n",
+              "\n",
+              "        displayQuickchartButton(document);\n",
+              "      </script>\n",
+              "      <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-61a4f1ab-d4fa-45fc-ae28-9e96db2c377b button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-61a4f1ab-d4fa-45fc-ae28-9e96db2c377b');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 6
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "sns.heatmap(df.corr(),annot=True)\n",
+        "plt.title(\"Correlation Matrix\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 622
+        },
+        "id": "8g0t3qZCmHU_",
+        "outputId": "a880dc79-1030-40e7-c6e8-98b90f5cfa01"
+      },
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "<ipython-input-7-c378d5c3b91b>:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
+            "  sns.heatmap(df.corr(),annot=True)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Correlation Matrix')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 7
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "sns.kdeplot(x=\"age\",data=df)\n",
+        "plt.title(\"Density Distribution of Age\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 489
+        },
+        "id": "tGuuqSBImiaC",
+        "outputId": "26cacdc8-4800-4b5d-89ea-835d0995d8fe"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Density Distribution of Age')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 8
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "sns.violinplot(x=' income', y='age', data=df)\n",
+        "plt.title('Age Distribution by Income')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 489
+        },
+        "id": "TYlhGKnxoSZn",
+        "outputId": "b93786b0-e73d-4b17-97e6-a880d15132bc"
+      },
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Age Distribution by Income')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 9
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "sns.boxplot(x=' income', y=' education-num', data=df)\n",
+        "plt.title('Education Number Distribution by Income')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 489
+        },
+        "id": "Dp-wnCWnoadF",
+        "outputId": "871523bb-f3fd-4622-dd82-c2ee1b7b146d"
+      },
+      "execution_count": 10,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Education Number Distribution by Income')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 10
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "sns.stripplot(x=' occupation', y=' hours-per-week', hue=' income', data=df)\n",
+        "plt.title('Hours per Week by Occupation and Income')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 489
+        },
+        "id": "eLFuNQa3orly",
+        "outputId": "5c693df3-5506-4c84-fb03-adcf4424ec36"
+      },
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Hours per Week by Occupation and Income')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 11
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "sns.pairplot(df, hue=' income', diag_kind='kde')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "eJsCdQcroC4w",
+        "outputId": "c50f1de6-8a34-4ca1-aec8-8f6aaf74d6f8"
+      },
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<seaborn.axisgrid.PairGrid at 0x7ab438e2cdc0>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 12
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1604.13x1500 with 42 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "G = nx.Graph()\n",
+        "for feature in df.columns:\n",
+        "    G.add_node(feature)\n",
+        "\n",
+        "corr_matrix = df.corr()\n",
+        "for i, feature1 in enumerate(corr_matrix.columns):\n",
+        "    for j, feature2 in enumerate(corr_matrix.columns):\n",
+        "        if i < j:\n",
+        "            correlation = corr_matrix.loc[feature1, feature2]\n",
+        "            if abs(correlation) > 0.5:\n",
+        "                G.add_edge(feature1, feature2, weight=correlation)\n",
+        "\n",
+        "pos = nx.spring_layout(G)\n",
+        "nx.draw(G, pos, with_labels=True, font_size=10, node_size=2000, node_color='lightblue')\n",
+        "nx.draw_networkx_edge_labels(G, pos, edge_labels={(u, v): f'{d[\"weight\"]:.2f}' for u, v, d in G.edges(data=True)})\n",
+        "plt.title(\"Correlation Network\")\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 611
+        },
+        "id": "LXhN7gpQx-oO",
+        "outputId": "c9967a1b-b0cf-4d1f-8ef2-eeaab1882e08"
+      },
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "<ipython-input-13-3ce53cb6016b>:5: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
+            "  corr_matrix = df.corr()\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Correlation Network')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 13
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df=df.dropna()"
+      ],
+      "metadata": {
+        "id": "mdhs8vcJpiV0"
+      },
+      "execution_count": 14,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.drop_duplicates(inplace=True)"
+      ],
+      "metadata": {
+        "id": "iSeTWBPopkFO"
+      },
+      "execution_count": 15,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "encoder=LabelEncoder()"
+      ],
+      "metadata": {
+        "id": "0E6x61jYpqva"
+      },
+      "execution_count": 16,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.dtypes"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "kNtr647OPtdz",
+        "outputId": "a7a4415d-5503-4532-8a88-adaa06e0f311"
+      },
+      "execution_count": 17,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "age                 int64\n",
+              " workclass         object\n",
+              " fnlwgt             int64\n",
+              " education         object\n",
+              " education-num      int64\n",
+              " marital-status    object\n",
+              " occupation        object\n",
+              " relationship      object\n",
+              " race              object\n",
+              " sex               object\n",
+              " capital-gain       int64\n",
+              " capital-loss       int64\n",
+              " hours-per-week     int64\n",
+              " native-country    object\n",
+              " income            object\n",
+              "dtype: object"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 17
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.columns"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "3Z2NobtgrY5X",
+        "outputId": "071cfd8e-7b12-48c9-a067-61b21da112ef"
+      },
+      "execution_count": 18,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Index(['age', ' workclass', ' fnlwgt', ' education', ' education-num',\n",
+              "       ' marital-status', ' occupation', ' relationship', ' race', ' sex',\n",
+              "       ' capital-gain', ' capital-loss', ' hours-per-week', ' native-country',\n",
+              "       ' income'],\n",
+              "      dtype='object')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 18
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df[\" workclass\"]=encoder.fit_transform(df[\" workclass\"])\n",
+        "df[\" education\"]=encoder.fit_transform(df[\" education\"])\n",
+        "df[\" marital-status\"]=encoder.fit_transform(df[\" marital-status\"])\n",
+        "df[\" occupation\"]=encoder.fit_transform(df[\" occupation\"])\n",
+        "df[\" relationship\"]=encoder.fit_transform(df[\" relationship\"])\n",
+        "df[\" race\"]=encoder.fit_transform(df[\" race\"])\n",
+        "df[\" sex\"]=encoder.fit_transform(df[\" sex\"])\n",
+        "df[\" native-country\"]=encoder.fit_transform(df[\" native-country\"])\n",
+        "df[\" income\"]=encoder.fit_transform(df[\" income\"])"
+      ],
+      "metadata": {
+        "id": "cutbSJm6qZGl"
+      },
+      "execution_count": 19,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "x=df.drop(labels=\" income\",axis=1)\n",
+        "y=df[\" income\"]"
+      ],
+      "metadata": {
+        "id": "bHDfjw3IsboI"
+      },
+      "execution_count": 20,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "x=StandardScaler().fit_transform(x)"
+      ],
+      "metadata": {
+        "id": "Mgj4yOoxs2x0"
+      },
+      "execution_count": 21,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.2)"
+      ],
+      "metadata": {
+        "id": "wKMCTm3ns_6l"
+      },
+      "execution_count": 22,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "rf_classifier = RandomForestClassifier(n_estimators=100, random_state=42)\n",
+        "rf_classifier.fit(x_train, y_train)\n",
+        "y_pred = rf_classifier.predict(x_test)\n"
+      ],
+      "metadata": {
+        "id": "09vXF39utiDn"
+      },
+      "execution_count": 23,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "accuracy = accuracy_score(y_test, y_pred)\n",
+        "print(f'Accuracy: {accuracy:.2f}')\n",
+        "print(classification_report(y_test, y_pred))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "4Adc4qxnty4E",
+        "outputId": "b7aaad4b-ca1e-4feb-c26b-ee078c95189e"
+      },
+      "execution_count": 24,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Accuracy: 0.86\n",
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "           0       0.89      0.93      0.91      4942\n",
+            "           1       0.74      0.62      0.68      1566\n",
+            "\n",
+            "    accuracy                           0.86      6508\n",
+            "   macro avg       0.81      0.78      0.79      6508\n",
+            "weighted avg       0.85      0.86      0.85      6508\n",
+            "\n"
+          ]
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/Income Predictive Modelling + EDA/ReadMe.md b/Income Predictive Modelling + EDA/ReadMe.md
new file mode 100644
index 0000000000..d227adf47f
--- /dev/null
+++ b/Income Predictive Modelling + EDA/ReadMe.md	
@@ -0,0 +1,34 @@
+ Predicting Income using Random Forest Classifier and Exploratory Data Analysis of the income dataset:
+
+ Description:
+ This project encompasses  exploratory data analysis and predictive modelling for income classification using a Random Forest Classifier. 
+ The dataset, loaded from a CSV file, contains diverse socio-economic features.It employs advanced visualizations, including a correlation network, to uncover intricate feature relationships. After preprocessing and encoding,
+ a Random Forest Classifier predicts income levels.
+
+ EDA Graphs:
+
+Correlation Network
+ ![download (24)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/3f23491c-5964-4c3b-b063-0ffa9f4aa74e)
+
+Pairplot: 
+![download (23)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/20e6bac6-4a01-4663-a605-b3dfbc9954e1)
+
+Stripplot
+![download (22)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/7a10e6b1-2232-4533-a3bb-2ff7c6aa3b9a)
+
+Box-plot
+![download (21)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/2aa0f34f-e586-4893-9897-39a8df4fe6b9)
+
+ViolinPlot
+![download (20)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/2c9139c3-d393-48a6-9c08-d736753895f5)
+
+KDE
+![download (19)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/b0ffc2ea-9c50-4b79-9357-edad92c14466)
+
+Correlation Matrix
+![download (18)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/308b4224-6ed1-4d2c-a794-a0dc879d9801)
+
+Model: Random Forest Classifier:
+
+![Screenshot 2023-08-10 002604](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/3570b450-59fe-4125-8e5b-e111a4a808a6)
+
diff --git a/Income Predictive Modelling + EDA/dataset/income_data.csv b/Income Predictive Modelling + EDA/dataset/income_data.csv
new file mode 100644
index 0000000000..fd1c3e90a8
--- /dev/null
+++ b/Income Predictive Modelling + EDA/dataset/income_data.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
+39, State-gov,77516, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Male,2174,0,40, 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
+31, Private,45781, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,14084,0,50, United-States, >50K
+42, Private,159449, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,40, 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
+43, Private,117037, 11th,7, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2042,40, 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
+45, Private,386940, Bachelors,13, Divorced, Exec-managerial, Own-child, White, Male,0,1408,40, 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
+47, Private,51835, Prof-school,15, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1902,60, Honduras, >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
+30, Private,188146, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,5013,0,40, United-States, <=50K
+30, Private,59496, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,2407,0,40, 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
+44, Private,343591, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Female,14344,0,40, 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
+30, Private,117747, HS-grad,9, Married-civ-spouse, Sales, Wife, Asian-Pac-Islander, Female,0,1573,35, ?, <=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
+48, Self-emp-not-inc,191277, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,60, 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
+44, Private,198282, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+32, Self-emp-inc,317660, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, United-States, >50K
+17, ?,304873, 10th,6, Never-married, ?, Own-child, White, Female,34095,0,32, 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
+56, Self-emp-not-inc,335605, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,0,1887,50, Canada, >50K
+28, Private,377869, Some-college,10, Married-civ-spouse, Sales, Wife, White, Female,4064,0,25, 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
+20, Private,111697, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,0,1719,28, 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
+24, Private,43323, HS-grad,9, Never-married, Other-service, Not-in-family, White, Female,0,1762,40, 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
+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
+45, Private,196584, Assoc-voc,11, Never-married, Prof-specialty, Not-in-family, White, Female,0,1564,40, United-States, >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
+64, Private,181232, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2179,40, 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
+71, Self-emp-not-inc,494223, Some-college,10, Separated, Sales, Unmarried, Black, Male,0,1816,2, 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
+27, Private,124953, HS-grad,9, Never-married, Other-service, Not-in-family, White, Male,0,1980,40, United-States, <=50K
+28, State-gov,175325, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,0,0,40, United-States, <=50K
+51, Private,96062, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1977,40, 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
+40, Federal-gov,56795, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Female,14084,0,55, United-States, >50K
+35, Private,138992, Masters,14, Married-civ-spouse, Prof-specialty, Other-relative, White, Male,7298,0,40, 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
+26, Private,397317, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,0,1876,40, 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
+42, Local-gov,254817, Some-college,10, Never-married, Prof-specialty, Not-in-family, White, Female,0,1340,40, 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
+36, Private,128757, Bachelors,13, Married-civ-spouse, Other-service, Husband, Black, Male,7298,0,36, United-States, >50K
+35, Private,36270, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,0,60, United-States, <=50K
+58, Self-emp-inc,210563, HS-grad,9, Married-civ-spouse, Sales, Wife, White, Female,15024,0,35, United-States, >50K
+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
+90, Private,51744, HS-grad,9, Never-married, Other-service, Not-in-family, Black, Male,0,2206,40, 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
+66, Self-emp-not-inc,167687, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,1409,0,50, 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
+35, Private,538583, 11th,7, Separated, Transport-moving, Not-in-family, Black, Male,3674,0,40, 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
+38, Private,179488, Some-college,10, Divorced, Craft-repair, Not-in-family, White, Male,0,1741,40, 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
+40, Private,207578, Assoc-acdm,12, Married-civ-spouse, Tech-support, Husband, White, Male,0,1977,60, 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
+59, Private,146013, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,4064,0,40, 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
+17, Private,191260, 9th,5, Never-married, Other-service, Own-child, White, Male,1055,0,24, 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
+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
+44, Private,170924, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+24, Private,279472, Some-college,10, Married-civ-spouse, Machine-op-inspct, Wife, White, Female,7298,0,48, United-States, >50K
+22, Private,34918, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,0,0,15, Germany, <=50K
+42, Local-gov,97688, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, United-States, >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
+57, Federal-gov,425161, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,15024,0,40, 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
+39, ?,157443, Masters,14, Married-civ-spouse, ?, Wife, Asian-Pac-Islander, Female,3464,0,40, ?, <=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
+48, Private,146268, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,7688,0,40, 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
+55, Private,238638, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,4386,0,40, 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
+34, Private,142897, Masters,14, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,7298,0,35, Taiwan, >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
+43, Private,50356, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,50, 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
+43, Private,187728, Some-college,10, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1887,50, 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
+66, Private,127921, HS-grad,9, Never-married, Transport-moving, Not-in-family, White, Male,2050,0,55, 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
+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
+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
+43, Private,174575, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Male,0,1564,45, 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
+46, Private,214955, 5th-6th,3, Divorced, Craft-repair, Not-in-family, White, Female,0,2339,45, 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
+44, Private,162028, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,2415,6, 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, State-gov,98101, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,45, ?, >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,166481, 7th-8th,4, Married-civ-spouse, Handlers-cleaners, Husband, Other, Male,0,2179,40, Puerto-Rico, <=50K
+41, Private,445382, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,65, 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
+28, ?,123147, Some-college,10, Married-civ-spouse, ?, Wife, White, Female,0,1887,40, 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
+46, Private,188386, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+17, Private,175024, 11th,7, Never-married, Handlers-cleaners, Own-child, White, Male,2176,0,18, 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
+36, Federal-gov,255191, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,0,1408,40, 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
+40, Self-emp-not-inc,204116, Bachelors,13, Married-spouse-absent, Prof-specialty, Not-in-family, White, Female,2174,0,40, United-States, <=50K
+30, Private,29662, Assoc-acdm,12, Married-civ-spouse, Other-service, Wife, White, Female,0,0,25, United-States, >50K
+27, Private,116358, Some-college,10, Never-married, Craft-repair, Own-child, Asian-Pac-Islander, Male,0,1980,40, Philippines, <=50K
+33, Private,208405, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,50, 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
+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
+49, Private,192776, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,45, 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
+52, ?,271749, 12th,8, Never-married, ?, Other-relative, Black, Male,594,0,40, 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
+38, Private,91039, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,60, 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
+49, Private,141944, Assoc-voc,11, Married-spouse-absent, Handlers-cleaners, Unmarried, White, Male,0,1380,42, 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
+38, Self-emp-inc,99146, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,80, United-States, >50K
+50, Private,196232, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, 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
+67, Private,231559, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,20051,0,48, 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
+43, Self-emp-inc,188436, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,5013,0,45, 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
+37, Private,22463, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1977,40, 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
+52, Private,25826, 10th,6, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,47, 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
+31, Private,168387, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, Canada, >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
+42, Self-emp-not-inc,214242, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,50, United-States, >50K
+25, Private,200408, Some-college,10, Never-married, Tech-support, Not-in-family, White, Male,2174,0,40, 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
+52, Private,200853, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Female,6849,0,60, 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
+26, Local-gov,208122, Bachelors,13, Never-married, Prof-specialty, Own-child, White, Male,1055,0,40, 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
+46, Private,102388, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,45, 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
+43, Private,154374, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,60, 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
+33, Private,175697, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+36, Private,188563, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,5178,0,50, 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
+24, Private,556660, HS-grad,9, Never-married, Exec-managerial, Other-relative, White, Male,4101,0,50, 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
+70, ?,167358, 9th,5, Widowed, ?, Unmarried, White, Female,1111,0,15, United-States, <=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,341204, Assoc-acdm,12, Divorced, Prof-specialty, Unmarried, White, Female,8614,0,40, United-States, >50K
+27, State-gov,249362, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,3411,0,40, United-States, <=50K
+42, Private,247019, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, Black, Male,0,0,40, United-States, >50K
+20, ?,114746, 11th,7, Married-spouse-absent, ?, Own-child, Asian-Pac-Islander, Female,0,1762,40, South, <=50K
+24, Private,172146, 9th,5, Never-married, Machine-op-inspct, Not-in-family, White, Male,0,1721,40, 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
+22, Private,240817, HS-grad,9, Never-married, Sales, Own-child, White, Female,2597,0,40, 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
+31, Private,118710, Masters,14, Married-civ-spouse, Tech-support, Husband, White, Male,0,1902,40, 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
+31, Private,243605, Bachelors,13, Widowed, Sales, Unmarried, White, Female,0,1380,40, Cuba, <=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
+46, Private,295566, Doctorate,16, Divorced, Prof-specialty, Unmarried, White, Female,25236,0,65, 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
+40, Private,144995, Assoc-voc,11, Married-civ-spouse, Tech-support, Husband, White, Male,4386,0,40, United-States, <=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
+41, Private,125831, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2051,60, United-States, <=50K
+29, Private,271328, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,4650,0,40, United-States, <=50K
+50, Local-gov,50459, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,42, United-States, >50K
+42, Private,162140, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,45, 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
+65, Self-emp-not-inc,118474, 11th,7, Married-civ-spouse, Exec-managerial, Husband, White, Male,9386,0,59, ?, >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
+26, Private,181655, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,2377,45, 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
+35, Private,234901, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,2407,0,40, 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
+56, Private,156052, HS-grad,9, Widowed, Other-service, Unmarried, Black, Female,594,0,20, 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
+42, Private,151408, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Female,14084,0,50, 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
+55, Private,197422, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,7688,0,40, 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
+29, State-gov,356089, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+28, Private,196690, Assoc-voc,11, Never-married, Machine-op-inspct, Not-in-family, White, Female,0,1669,42, United-States, <=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
+61, Self-emp-not-inc,36671, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,2352,50, 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
+21, ?,149704, HS-grad,9, Never-married, ?, Not-in-family, White, Female,1055,0,40, 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
+23, Private,211046, HS-grad,9, Never-married, Sales, Not-in-family, White, Female,2463,0,40, 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,274363, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,40, England, >50K
+43, Private,154538, Assoc-acdm,12, Divorced, Craft-repair, Not-in-family, White, Male,0,0,40, United-States, <=50K
+24, Private,106085, HS-grad,9, Never-married, Other-service, Own-child, Black, Male,0,1721,30, 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
+32, Private,231043, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,48, United-States, >50K
+50, ?,23780, Masters,14, Married-spouse-absent, ?, Other-relative, White, Male,0,0,40, United-States, <=50K
+33, Private,169879, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,3103,0,47, 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
+32, Private,110331, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1672,60, United-States, <=50K
+57, Private,34269, HS-grad,9, Widowed, Transport-moving, Unmarried, White, Male,0,653,42, 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
+53, Private,194259, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,4386,0,40, 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
+55, Private,387569, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,4386,0,40, 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
+71, Self-emp-not-inc,143437, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,10605,0,40, 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
+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
+29, Private,177119, Assoc-voc,11, Divorced, Tech-support, Not-in-family, White, Female,2174,0,45, 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
+37, Private,183800, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, United-States, >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
+39, Private,202027, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,45, 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,186934, 11th,7, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3103,0,44, United-States, >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
+41, Private,132222, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,40, 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
+36, Self-emp-inc,108293, Bachelors,13, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1977,45, 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
+67, Private,105252, Bachelors,13, Widowed, Exec-managerial, Not-in-family, White, Male,0,2392,40, 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
+21, Private,255957, Some-college,10, Never-married, Exec-managerial, Not-in-family, White, Female,4101,0,40, United-States, <=50K
+40, State-gov,188693, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,35, United-States, >50K
+78, Private,182977, HS-grad,9, Widowed, Other-service, Not-in-family, Black, Female,2964,0,40, 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
+51, Private,122159, Some-college,10, Widowed, Prof-specialty, Not-in-family, White, Female,3325,0,40, United-States, <=50K
+46, Private,187370, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,0,1504,40, 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
+40, Private,82465, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2580,0,40, United-States, <=50K
+39, Self-emp-inc,329980, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+20, Private,148294, Some-college,10, Never-married, Other-service, Own-child, White, Male,0,0,40, United-States, <=50K
+50, Private,168212, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,65, 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
+54, Self-emp-not-inc,123011, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,52, 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
+50, Private,767403, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3103,0,40, 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
+20, State-gov,223515, Assoc-acdm,12, Never-married, Other-service, Own-child, White, Male,0,1719,20, 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
+19, ?,241616, HS-grad,9, Never-married, ?, Unmarried, White, Male,0,2001,40, United-States, <=50K
+66, Self-emp-inc,150726, 9th,5, Married-civ-spouse, Exec-managerial, Husband, White, Male,1409,0,1, ?, <=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
+44, Private,167005, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,60, 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
+36, Private,156667, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,50, 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
+30, Private,296453, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,40, United-States, >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
+49, Local-gov,193960, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+61, Private,128848, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3471,0,40, 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
+35, Private,199352, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,80, 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
+38, Private,132879, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, United-States, >50K
+37, Private,215310, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,50, United-States, >50K
+48, State-gov,55863, Doctorate,16, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1902,46, 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
+27, Private,137645, Bachelors,13, Never-married, Sales, Not-in-family, Black, Female,0,1590,40, 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
+42, Private,150533, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,52, 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
+29, Self-emp-inc,260729, HS-grad,9, Married-civ-spouse, Sales, Wife, White, Female,0,1977,25, 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
+39, Self-emp-inc,218184, 9th,5, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1651,40, Mexico, <=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,118212, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,40, 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
+60, Self-emp-inc,226355, Assoc-voc,11, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,2415,70, ?, >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
+45, Federal-gov,170915, HS-grad,9, Divorced, Tech-support, Not-in-family, White, Female,4865,0,40, 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
+33, Private,354573, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,44, 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
+50, Self-emp-inc,293196, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, 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
+44, Private,193459, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,3411,0,40, 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
+50, Private,133963, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1977,40, United-States, >50K
+33, Private,178506, HS-grad,9, Divorced, Adm-clerical, Not-in-family, Black, Female,0,0,40, United-States, <=50K
+65, Private,350498, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,10605,0,20, 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
+50, Private,75472, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,4386,0,40, ?, <=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
+44, Self-emp-inc,320984, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,5178,0,60, 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
+54, Private,99185, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,45, 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
+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
+33, ?,163003, HS-grad,9, Divorced, ?, Not-in-family, Asian-Pac-Islander, Female,0,0,41, China, <=50K
+31, Private,231263, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Male,4650,0,45, United-States, <=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
+46, Private,265266, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+54, Self-emp-inc,166459, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,60, 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
+51, Self-emp-inc,229465, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+28, Self-emp-not-inc,218555, Some-college,10, Never-married, Transport-moving, Not-in-family, White, Male,0,1762,40, 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
+38, Private,189623, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,40, 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
+46, Private,129007, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1977,40, United-States, >50K
+67, Private,171584, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, White, Male,6514,0,7, 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
+52, Private,186785, HS-grad,9, Never-married, Sales, Not-in-family, White, Male,0,1876,50, 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
+50, Private,88926, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,5178,0,40, United-States, >50K
+46, Private,188861, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,0,0,40, United-States, <=50K
+47, Self-emp-not-inc,370119, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, 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
+26, Private,280093, 5th-6th,3, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1628,50, 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, Private,119098, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, 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
+61, Local-gov,101265, HS-grad,9, Widowed, Adm-clerical, Unmarried, White, Female,1471,0,35, 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
+33, Private,40681, Some-college,10, Never-married, Prof-specialty, Not-in-family, White, Female,3674,0,16, 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
+71, Private,269708, Bachelors,13, Divorced, Tech-support, Own-child, White, Female,2329,0,16, 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
+62, ?,225652, 7th-8th,4, Married-civ-spouse, ?, Husband, White, Male,3411,0,50, United-States, <=50K
+34, Private,467108, Some-college,10, Never-married, Prof-specialty, Not-in-family, White, Male,0,0,50, United-States, >50K
+32, Self-emp-inc,199765, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,50, 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
+61, Self-emp-not-inc,30073, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1848,60, 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
+52, Private,152234, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,99999,0,40, Japan, >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
+65, Private,198766, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,20051,0,40, 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
+40, Self-emp-not-inc,266324, Some-college,10, Divorced, Exec-managerial, Other-relative, White, Male,0,1564,70, Iran, >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
+40, Local-gov,289403, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, Black, Male,0,1887,40, ?, >50K
+59, Private,226922, HS-grad,9, Divorced, Sales, Unmarried, White, Female,0,1762,30, 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, Private,398212, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, Black, Male,5013,0,40, United-States, <=50K
+54, Self-emp-not-inc,114758, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,0,0,50, United-States, <=50K
+51, Private,246519, 10th,6, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,2105,0,45, 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
+45, Self-emp-inc,36228, Bachelors,13, Married-civ-spouse, Farming-fishing, Husband, White, Male,4386,0,35, United-States, >50K
+39, Private,297847, 9th,5, Married-civ-spouse, Other-service, Wife, Black, Female,3411,0,34, United-States, <=50K
+19, Private,213644, HS-grad,9, Never-married, Machine-op-inspct, Not-in-family, White, Male,0,0,40, United-States, <=50K
+57, Private,173796, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1887,40, 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
+18, ?,169882, Some-college,10, Never-married, ?, Own-child, White, Female,594,0,15, 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
+50, Self-emp-inc,175339, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1672,60, 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
+56, Self-emp-not-inc,145574, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,0,1902,60, United-States, >50K
+50, Private,30447, Assoc-voc,11, Married-civ-spouse, Transport-moving, Husband, White, Male,0,0,45, 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
+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
+17, ?,333100, 10th,6, Never-married, ?, Own-child, White, Male,1055,0,30, 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
+25, Private,221757, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,3325,0,45, 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
+48, Self-emp-inc,192945, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+35, Private,67728, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2051,45, 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
+40, Private,228535, Assoc-acdm,12, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,36, 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
+53, Self-emp-inc,263925, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,99999,0,40, 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
+31, Private,209448, 10th,6, Married-civ-spouse, Farming-fishing, Husband, White, Male,2105,0,40, Mexico, <=50K
+30, Private,57651, HS-grad,9, Never-married, Adm-clerical, Unmarried, White, Male,0,2001,42, 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
+53, State-gov,156877, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,15024,0,35, 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
+35, Private,187119, Bachelors,13, Divorced, Sales, Not-in-family, White, Female,0,1980,65, 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
+49, Private,50282, Some-college,10, Divorced, Machine-op-inspct, Not-in-family, White, Male,3325,0,45, United-States, <=50K
+20, Private,32732, Some-college,10, Never-married, Other-service, Not-in-family, White, Male,0,0,45, United-States, <=50K
+64, Self-emp-inc,179436, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,55, 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
+30, Self-emp-not-inc,167990, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,65, 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
+59, Private,284834, Bachelors,13, Married-civ-spouse, Adm-clerical, Wife, White, Female,2885,0,30, United-States, <=50K
+25, Private,212495, Bachelors,13, Never-married, Exec-managerial, Own-child, White, Male,0,1340,40, 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
+26, Local-gov,166295, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,0,2339,55, 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
+52, Private,118025, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,50, 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
+62, Private,162245, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1628,70, 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
+41, Private,122381, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,50, 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
+62, Private,134768, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, ?, >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
+75, ?,111177, Bachelors,13, Widowed, ?, Not-in-family, White, Female,25124,0,16, 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
+44, Private,216907, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1848,40, United-States, >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
+49, ?,261059, 10th,6, Separated, ?, Own-child, White, Male,2176,0,40, 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
+39, Private,128715, HS-grad,9, Divorced, Adm-clerical, Not-in-family, White, Male,10520,0,40, 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
+20, ?,206671, Some-college,10, Never-married, ?, Own-child, White, Male,1055,0,50, United-States, <=50K
+55, Private,98361, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, ?, >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
+46, Private,370119, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,60, 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
+44, Self-emp-not-inc,179557, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,45, 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
+52, Private,147876, Bachelors,13, Married-civ-spouse, Sales, Wife, White, Female,15024,0,60, United-States, >50K
+45, Private,428350, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Wife, White, Female,0,1740,40, United-States, <=50K
+36, ?,200904, Assoc-acdm,12, Married-civ-spouse, ?, Wife, Black, Female,0,0,21, Haiti, <=50K
+39, Private,328466, 11th,7, Married-civ-spouse, Other-service, Husband, White, Male,2407,0,70, Mexico, <=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
+28, Private,89718, HS-grad,9, Never-married, Sales, Not-in-family, White, Female,2202,0,48, United-States, <=50K
+34, Self-emp-inc,175761, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,60, United-States, >50K
+54, Private,206369, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,5178,0,50, 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
+48, Private,126754, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, United-States, >50K
+65, State-gov,209280, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,6514,0,35, 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
+44, Private,120277, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, Italy, >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
+49, Local-gov,107231, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2002,40, 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
+44, Private,43711, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,7688,0,40, United-States, >50K
+43, Private,83756, Some-college,10, Never-married, Exec-managerial, Unmarried, White, Male,0,0,50, United-States, <=50K
+51, Private,120914, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, White, Male,2961,0,40, 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
+43, Private,176270, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,60, 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
+37, Private,188540, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,45, United-States, >50K
+43, Private,39581, HS-grad,9, Never-married, Other-service, Not-in-family, Black, Female,0,0,45, United-States, <=50K
+37, Private,171150, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,50, 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
+17, Private,103851, 11th,7, Never-married, Adm-clerical, Own-child, White, Female,1055,0,20, United-States, <=50K
+19, Private,375077, HS-grad,9, Never-married, Sales, Own-child, White, Male,0,0,50, United-States, <=50K
+53, State-gov,281590, HS-grad,9, Married-civ-spouse, Exec-managerial, Wife, White, Female,15024,0,40, United-States, >50K
+44, Private,151504, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,0,50, United-States, <=50K
+51, Private,415287, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,0,1902,40, 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
+43, Private,201723, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,40, United-States, >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
+24, Private,180060, Masters,14, Never-married, Exec-managerial, Own-child, White, Male,6849,0,90, 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
+64, Self-emp-not-inc,134960, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,35, United-States, >50K
+26, Private,294493, Bachelors,13, Never-married, Craft-repair, Other-relative, White, Male,0,0,40, United-States, <=50K
+21, Private,32616, HS-grad,9, Never-married, Other-service, Not-in-family, White, Female,0,1719,16, 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
+46, Private,133938, Masters,14, Divorced, Exec-managerial, Not-in-family, White, Female,27828,0,50, United-States, >50K
+49, Private,159816, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,99999,0,20, 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
+71, Private,105200, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,6767,0,20, United-States, <=50K
+26, Private,167350, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,3103,0,40, 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
+50, Private,171338, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,50, United-States, >50K
+51, Private,120173, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,50, 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
+59, Local-gov,147707, HS-grad,9, Widowed, Farming-fishing, Unmarried, White, Male,0,2339,40, United-States, <=50K
+17, ?,228373, 10th,6, Never-married, ?, Own-child, White, Male,0,0,30, United-States, <=50K
+43, Private,193882, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7688,0,40, United-States, >50K
+38, Private,31033, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7298,0,40, 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
+31, Private,19302, Assoc-acdm,12, Never-married, Adm-clerical, Not-in-family, White, Male,2202,0,38, 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
+35, Local-gov,103260, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,0,35, United-States, >50K
+39, Private,79331, Masters,14, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,15024,0,40, United-States, >50K
+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
+33, Private,155343, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,3103,0,40, United-States, >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
+41, Private,107306, HS-grad,9, Never-married, Exec-managerial, Not-in-family, White, Male,2174,0,40, 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
+73, Local-gov,232871, 7th-8th,4, Married-civ-spouse, Protective-serv, Husband, White, Male,2228,0,10, 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
+35, Private,183898, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,50, 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
+46, Local-gov,36228, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, 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
+22, Self-emp-not-inc,202920, HS-grad,9, Never-married, Prof-specialty, Unmarried, White, Female,99999,0,40, Dominican-Republic, >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
+34, Local-gov,62463, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1579,40, 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
+45, Federal-gov,273194, HS-grad,9, Never-married, Transport-moving, Not-in-family, Black, Male,3325,0,40, 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
+32, Self-emp-inc,244665, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,45, 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
+61, Local-gov,95450, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,50, 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
+29, Private,149943, Some-college,10, Never-married, Other-service, Not-in-family, Other, Male,0,1590,40, ?, <=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
+45, Local-gov,339681, Masters,14, Divorced, Prof-specialty, Unmarried, White, Female,1506,0,45, 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
+42, Local-gov,121718, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,60, 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
+30, Private,204374, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,0,1741,48, United-States, <=50K
+45, Private,188386, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,1628,45, 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
+46, Private,243190, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,7688,0,40, United-States, >50K
+18, Local-gov,153405, 11th,7, Never-married, Adm-clerical, Other-relative, White, Female,0,0,25, United-States, <=50K
+37, Private,329980, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2415,60, 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
+50, Private,147629, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,45, 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
+26, Private,122999, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,8614,0,40, 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
+40, Private,121956, Bachelors,13, Married-spouse-absent, Prof-specialty, Not-in-family, Asian-Pac-Islander, Male,13550,0,40, Cambodia, >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
+36, Private,24106, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,40, 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
+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
+66, Self-emp-not-inc,293114, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,1409,0,40, 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
+24, Private,296045, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, White, Male,2635,0,38, United-States, <=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
+31, Private,331065, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,0,1408,40, 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
+30, Private,212237, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1740,45, United-States, <=50K
+31, Private,170430, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Female,0,0,80, ?, <=50K
+34, Private,173806, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,4865,0,60, 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
+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
+32, Private,211699, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1485,40, 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
+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
+28, Private,303954, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1848,42, 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
+37, State-gov,367237, Assoc-voc,11, Never-married, Prof-specialty, Not-in-family, White, Male,8614,0,40, 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
+42, Local-gov,111252, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,40, 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
+49, Private,168211, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,40, 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
+43, Self-emp-inc,172826, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,99999,0,55, 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
+42, Private,213821, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,40, 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
+66, Private,146454, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,5556,0,40, 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
+45, Private,26522, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,1902,35, 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
+37, Private,35330, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,1669,55, 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
+47, Private,326857, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, 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
+44, Private,146659, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,35, 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
+57, Self-emp-inc,119253, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,15024,0,65, United-States, >50K
+47, Self-emp-not-inc,121124, 5th-6th,3, Married-civ-spouse, Sales, Husband, White, Male,0,0,55, Italy, >50K
+41, Private,220132, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, United-States, >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
+65, Private,90377, Assoc-voc,11, Married-civ-spouse, Farming-fishing, Husband, White, Male,6767,0,60, 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
+64, Self-emp-not-inc,177825, HS-grad,9, Never-married, Other-service, Not-in-family, White, Male,1055,0,40, 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
+59, Self-emp-not-inc,174056, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,40, United-States, >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
+38, Federal-gov,338320, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, 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
+29, Private,241431, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,7298,0,40, 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,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
+19, Private,242941, Some-college,10, Never-married, Sales, Own-child, White, Female,0,1602,10, 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
+23, Private,196827, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1902,40, 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
+18, Private,201901, HS-grad,9, Never-married, Handlers-cleaners, Own-child, White, Female,0,1719,15, 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
+45, Private,246891, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, 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
+53, Private,149784, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+65, Self-emp-inc,139272, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,99999,0,60, 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
+39, Private,77146, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,50, 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
+53, Federal-gov,173093, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, Asian-Pac-Islander, Female,0,1887,40, Philippines, >50K
+32, Private,235124, Assoc-voc,11, Divorced, Prof-specialty, Not-in-family, White, Male,0,0,40, 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
+35, Private,199288, 11th,7, Separated, Transport-moving, Not-in-family, White, Male,0,0,90, United-States, <=50K
+51, Private,191659, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,65, 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
+44, Private,198282, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+18, Private,675421, 9th,5, Never-married, Handlers-cleaners, Own-child, White, Male,594,0,40, 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
+31, Private,220066, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,14344,0,50, United-States, >50K
+37, Private,82521, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+67, ?,184506, 11th,7, Married-civ-spouse, ?, Husband, White, Male,0,419,3, 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
+26, Private,256000, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,60, United-States, >50K
+36, Private,183892, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,44, 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
+34, Self-emp-inc,215382, Masters,14, Separated, Prof-specialty, Not-in-family, White, Female,4787,0,40, United-States, >50K
+25, Private,122999, HS-grad,9, Never-married, Craft-repair, Own-child, White, Male,0,0,40, United-States, <=50K
+37, Private,758700, 9th,5, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,3781,0,50, Mexico, <=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
+74, ?,340939, 9th,5, Married-civ-spouse, ?, Husband, White, Male,3471,0,40, United-States, <=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
+42, Private,83411, Some-college,10, Divorced, Exec-managerial, Not-in-family, White, Male,0,1408,40, 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
+39, ?,103986, HS-grad,9, Never-married, ?, Not-in-family, White, Male,0,1590,40, 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
+56, Self-emp-inc,211804, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, 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
+35, Private,111387, Some-college,10, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,1579,40, 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
+25, Private,302465, 12th,8, Never-married, Machine-op-inspct, Not-in-family, White, Male,0,1741,40, United-States, <=50K
+53, Private,156843, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,0,1564,54, 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
+54, Private,183611, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,3137,0,50, 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
+45, Private,330535, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Male,3325,0,40, 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
+44, Private,326232, Bachelors,13, Divorced, Exec-managerial, Unmarried, White, Male,0,2547,50, 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
+66, ?,177351, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,0,2174,40, United-States, >50K
+68, Private,166149, HS-grad,9, Widowed, Adm-clerical, Not-in-family, White, Female,0,2206,30, 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
+55, Self-emp-inc,124137, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,35, Greece, >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
+60, Private,240521, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+38, Private,31069, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,4386,0,40, 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
+64, Private,319371, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+39, Private,127772, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,3103,0,44, 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
+42, Private,191712, Bachelors,13, Divorced, Sales, Not-in-family, White, Male,0,1590,40, 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
+39, Self-emp-inc,329980, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,2415,60, United-States, >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
+69, Self-emp-inc,69209, Bachelors,13, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3818,0,30, 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
+44, Self-emp-inc,153132, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,52, 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
+75, ?,164849, 9th,5, Married-civ-spouse, ?, Husband, Black, Male,1409,0,5, 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
+50, Private,88842, Bachelors,13, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,40, 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
+31, Self-emp-not-inc,161745, Bachelors,13, Married-spouse-absent, Exec-managerial, Not-in-family, White, Male,0,1980,60, 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
+47, ?,174525, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,3942,0,40, ?, <=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
+51, Private,106728, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,60, 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
+34, Private,271933, Bachelors,13, Never-married, Exec-managerial, Other-relative, White, Female,0,1741,45, 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
+54, Private,175912, HS-grad,9, Widowed, Machine-op-inspct, Unmarried, White, Male,914,0,40, 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
+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,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
+56, Self-emp-inc,105582, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, 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
+34, Private,203408, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, 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
+41, Private,168071, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,50, 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
+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
+39, Private,315776, Masters,14, Never-married, Exec-managerial, Not-in-family, Black, Male,8614,0,52, United-States, >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
+37, Private,269329, Assoc-voc,11, Divorced, Prof-specialty, Not-in-family, White, Female,8614,0,45, 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
+45, Private,192835, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,55, 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
+52, Federal-gov,30731, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, 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
+42, Federal-gov,296798, 11th,7, Never-married, Tech-support, Not-in-family, White, Male,0,1340,40, United-States, <=50K
+32, Private,194426, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,15024,0,40, 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
+47, Private,213140, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, 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
+32, Private,115631, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Female,4101,0,50, United-States, <=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
+40, Private,163215, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Female,10520,0,40, 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
+51, Private,237735, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,3103,0,40, 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
+55, State-gov,146326, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,45, 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
+27, Private,358636, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,2829,0,70, United-States, <=50K
+47, Private,155489, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,7688,0,55, 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
+34, Private,92682, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,4865,0,40, 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
+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,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
+39, Private,185520, Some-college,10, Divorced, Exec-managerial, Not-in-family, White, Female,8614,0,40, 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
+40, Local-gov,50442, Some-college,10, Never-married, Adm-clerical, Unmarried, Amer-Indian-Eskimo, Female,2977,0,35, 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
+45, Local-gov,224474, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Female,4934,0,50, 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
+25, Private,186925, Some-college,10, Never-married, Other-service, Not-in-family, White, Male,2597,0,48, 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
+26, Private,225279, Some-college,10, Never-married, Prof-specialty, Not-in-family, White, Male,0,1602,40, ?, <=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
+37, Private,93717, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,7298,0,45, United-States, >50K
+41, Private,194710, HS-grad,9, Never-married, Exec-managerial, Not-in-family, White, Female,0,0,40, United-States, <=50K
+38, Private,236391, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+30, State-gov,199539, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1902,40, United-States, <=50K
+43, Private,128170, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7688,0,40, United-States, >50K
+34, Private,231238, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,0,0,40, United-States, <=50K
+57, Private,296152, Some-college,10, Divorced, Exec-managerial, Other-relative, White, Female,594,0,10, 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
+53, Self-emp-not-inc,174102, 7th-8th,4, Married-civ-spouse, Exec-managerial, Husband, White, Male,4386,0,50, Greece, >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
+43, Local-gov,147328, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,60, United-States, >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
+49, State-gov,133917, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, Black, Male,0,1902,60, ?, >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
+61, Private,43554, 5th-6th,3, Never-married, Handlers-cleaners, Not-in-family, Black, Male,0,2339,40, 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
+34, Private,33945, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,6849,0,55, 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
+47, Self-emp-inc,139268, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,60, 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
+40, Private,105936, HS-grad,9, Married-civ-spouse, Sales, Wife, White, Female,5013,0,20, United-States, <=50K
+24, Private,379066, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Male,0,2205,24, 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
+58, Self-emp-inc,349910, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, 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
+44, Private,75227, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Male,14084,0,40, United-States, >50K
+45, Local-gov,132563, Prof-school,15, Divorced, Prof-specialty, Unmarried, Black, Female,0,1726,40, United-States, <=50K
+33, State-gov,79580, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, Black, Male,0,0,40, United-States, <=50K
+41, Local-gov,344624, Some-college,10, Married-civ-spouse, Other-service, Husband, White, Male,0,1485,40, United-States, >50K
+37, Self-emp-inc,186359, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7688,0,60, 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
+40, Self-emp-not-inc,335549, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Male,0,2444,45, 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
+38, Federal-gov,115433, Assoc-acdm,12, Married-civ-spouse, Adm-clerical, Wife, White, Female,7688,0,33, 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
+39, Private,188391, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,50, 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
+67, Self-emp-inc,106175, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2392,75, United-States, >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
+31, Private,59083, Some-college,10, Married-civ-spouse, Other-service, Husband, White, Male,0,1672,50, United-States, <=50K
+53, Private,358056, 11th,7, Divorced, Other-service, Unmarried, White, Female,0,0,40, United-States, <=50K
+81, Private,114670, 9th,5, Widowed, Priv-house-serv, Not-in-family, Black, Female,2062,0,5, United-States, <=50K
+33, Local-gov,262042, HS-grad,9, Divorced, Adm-clerical, Own-child, White, Female,0,1138,40, 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
+49, Private,101320, Assoc-acdm,12, Married-civ-spouse, Sales, Wife, White, Female,0,1902,40, United-States, >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
+50, Local-gov,177705, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1740,48, 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
+48, Private,125933, Some-college,10, Widowed, Exec-managerial, Unmarried, Black, Female,0,1669,38, 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
+36, Private,131239, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,3103,0,45, United-States, >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
+34, Private,182177, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,3325,0,35, 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
+38, Private,234962, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,2829,0,30, Mexico, <=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
+64, State-gov,194894, Doctorate,16, Never-married, Prof-specialty, Not-in-family, White, Female,4787,0,40, United-States, >50K
+28, Private,132686, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,0,40, 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
+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
+57, Private,98350, Prof-school,15, Married-civ-spouse, Craft-repair, Husband, Asian-Pac-Islander, Male,0,1902,40, Philippines, >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
+24, Private,85088, HS-grad,9, Never-married, Sales, Own-child, White, Female,0,1762,32, United-States, <=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
+42, Self-emp-inc,187702, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,60, 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
+31, Private,327825, HS-grad,9, Separated, Machine-op-inspct, Unmarried, White, Female,0,2238,40, 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
+61, Private,123273, 5th-6th,3, Divorced, Transport-moving, Not-in-family, White, Male,0,1876,56, 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
+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
+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
+35, Private,376455, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+20, Self-emp-not-inc,157145, Some-college,10, Never-married, Farming-fishing, Own-child, White, Male,0,2258,10, 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
+51, Self-emp-not-inc,145409, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, United-States, >50K
+40, Private,190122, Some-college,10, Separated, Adm-clerical, Not-in-family, White, Female,0,0,40, United-States, <=50K
+48, Private,331482, Prof-school,15, Married-civ-spouse, Tech-support, Husband, White, Male,0,1977,40, 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
+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
+65, Self-emp-inc,81413, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,2352,65, 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
+46, Private,176814, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,50, United-States, >50K
+42, Local-gov,245307, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,48, United-States, >50K
+61, State-gov,124971, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,40, ?, >50K
+28, Private,119545, Some-college,10, Married-civ-spouse, Exec-managerial, Own-child, White, Male,7688,0,50, United-States, >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
+44, Private,198316, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+20, Private,168165, Some-college,10, Never-married, Other-service, Own-child, White, Male,0,0,30, United-States, <=50K
+35, Private,356838, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,2829,0,55, Poland, <=50K
+52, Self-emp-inc,210736, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,0,60, United-States, <=50K
+25, Private,173212, Assoc-acdm,12, Never-married, Farming-fishing, Not-in-family, White, Male,2354,0,45, 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
+55, Private,153484, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, 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
+45, Private,67716, HS-grad,9, Never-married, Craft-repair, Own-child, White, Male,10520,0,48, 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
+51, Private,252903, 10th,6, Married-civ-spouse, Sales, Husband, White, Male,0,1977,40, 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
+32, Private,295589, Masters,14, Married-civ-spouse, Exec-managerial, Husband, Black, Male,0,1977,40, 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,220939, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7298,0,45, 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
+36, Private,208358, Prof-school,15, Divorced, Prof-specialty, Not-in-family, White, Male,99999,0,45, 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
+71, Private,157909, Some-college,10, Never-married, Other-service, Not-in-family, White, Female,2964,0,60, 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
+45, Local-gov,160472, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, 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
+49, Private,199029, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,2415,55, 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
+53, Local-gov,135102, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,0,2002,45, 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
+57, Self-emp-not-inc,225334, Prof-school,15, Married-civ-spouse, Sales, Wife, White, Female,15024,0,35, United-States, >50K
+42, Self-emp-not-inc,157562, Bachelors,13, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1902,80, United-States, >50K
+58, Local-gov,310085, 10th,6, Married-civ-spouse, Transport-moving, Husband, White, Male,0,0,40, United-States, <=50K
+39, Private,129597, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,3464,0,40, 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
+48, Private,235646, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,3103,0,40, United-States, >50K
+26, Private,187577, Assoc-voc,11, Never-married, Sales, Not-in-family, White, Male,0,0,55, United-States, <=50K
+64, Self-emp-inc,132832, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,20051,0,40, ?, >50K
+46, Self-emp-inc,278322, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,0,45, United-States, <=50K
+38, Private,278924, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,50, 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
+31, Private,207537, HS-grad,9, Divorced, Craft-repair, Own-child, White, Male,0,1669,50, United-States, <=50K
+19, Private,417657, HS-grad,9, Never-married, Handlers-cleaners, Own-child, White, Male,0,0,50, United-States, <=50K
+45, Private,189890, Assoc-acdm,12, Divorced, Prof-specialty, Unmarried, White, Female,5455,0,38, United-States, <=50K
+34, Private,223212, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1848,40, Peru, >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
+52, Local-gov,317733, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+45, Federal-gov,352094, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,7688,0,40, Guatemala, >50K
+26, Private,159732, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,60, United-States, <=50K
+20, Private,131230, HS-grad,9, Never-married, Machine-op-inspct, Own-child, White, Male,0,1590,40, 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
+32, Private,43403, Some-college,10, Divorced, Farming-fishing, Not-in-family, White, Female,0,1590,54, 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
+41, Self-emp-inc,139916, Assoc-voc,11, Married-civ-spouse, Sales, Husband, Other, Male,0,2179,84, Mexico, <=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
+30, ?,96851, Some-college,10, Never-married, ?, Not-in-family, White, Female,0,1719,25, United-States, <=50K
+31, Private,196788, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,0,40, United-States, <=50K
+49, Private,186172, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,45, 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
+24, Private,182812, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,3325,0,52, Dominican-Republic, <=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
+36, Private,84306, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5013,0,50, 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
+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
+47, Private,151267, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Wife, Black, Female,15024,0,40, United-States, >50K
+44, Private,265266, 10th,6, Married-civ-spouse, Transport-moving, Husband, White, Male,0,0,40, United-States, <=50K
+38, Private,203836, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,3464,0,40, Columbia, <=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
+51, Private,293196, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,60, Iran, >50K
+45, Private,214627, Doctorate,16, Widowed, Prof-specialty, Unmarried, White, Male,15020,0,40, Iran, >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
+41, Private,187821, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2885,0,40, United-States, <=50K
+34, Private,340940, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7298,0,60, 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
+46, State-gov,192779, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+43, Private,218558, Bachelors,13, Married-spouse-absent, Prof-specialty, Not-in-family, White, Male,3325,0,40, 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
+50, Self-emp-not-inc,44368, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,15024,0,55, El-Salvador, >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
+38, Private,111398, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,40, 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
+31, Private,203488, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,50, 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
+46, Private,503923, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,4386,0,40, 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
+59, Private,146391, Assoc-voc,11, Married-civ-spouse, Tech-support, Husband, White, Male,7298,0,40, 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
+26, Private,117833, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,0,1669,50, United-States, <=50K
+36, Private,163396, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,0,40, United-States, >50K
+69, Private,88566, 9th,5, Married-civ-spouse, Other-service, Husband, White, Male,1424,0,35, 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
+26, Private,139098, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,5013,0,40, 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
+40, Private,572751, Prof-school,15, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, Mexico, >50K
+40, Private,315321, HS-grad,9, Divorced, Exec-managerial, Unmarried, White, Female,0,625,52, 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
+52, Private,338816, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,45, 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
+43, Local-gov,105862, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,1902,40, 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
+56, Private,192869, Masters,14, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1977,44, United-States, >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
+67, Self-emp-not-inc,116057, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Female,3273,0,16, 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
+51, Private,159910, Bachelors,13, Divorced, Exec-managerial, Not-in-family, Black, Male,10520,0,40, 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
+47, Self-emp-inc,214169, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,15024,0,40, 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, ?,37332, HS-grad,9, Never-married, ?, Own-child, White, Female,1055,0,12, United-States, <=50K
+19, ?,365871, 7th-8th,4, Never-married, ?, Not-in-family, White, Male,0,0,40, Mexico, <=50K
+68, State-gov,235882, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2377,60, United-States, >50K
+43, Private,336513, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,40, United-States, >50K
+17, Private,115551, 11th,7, Never-married, Other-service, Own-child, White, Female,0,0,20, United-States, <=50K
+53, State-gov,50048, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, 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
+43, Local-gov,96102, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1887,40, 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
+61, Self-emp-not-inc,32423, HS-grad,9, Married-civ-spouse, Farming-fishing, Wife, White, Female,22040,0,40, United-States, <=50K
+59, ?,154236, HS-grad,9, Married-civ-spouse, ?, Wife, White, Female,7688,0,40, United-States, >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
+72, Self-emp-not-inc,52138, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2392,25, 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
+17, Private,130125, 10th,6, Never-married, Other-service, Own-child, Amer-Indian-Eskimo, Female,1055,0,20, 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
+52, Federal-gov,617021, Bachelors,13, Married-civ-spouse, Tech-support, Husband, Black, Male,7688,0,40, 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
+31, Private,247328, 9th,5, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3137,0,40, Mexico, <=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
+32, Private,130304, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1485,48, 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
+39, Private,218490, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1848,40, 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
+33, Private,170651, HS-grad,9, Never-married, Other-service, Own-child, White, Female,1055,0,40, 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
+34, Private,30497, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, United-States, >50K
+44, State-gov,174325, Masters,14, Married-civ-spouse, Prof-specialty, Husband, Black, Male,7688,0,40, 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
+42, Private,378384, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,60, United-States, >50K
+43, Private,245842, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,44, Mexico, <=50K
+33, Private,274222, Bachelors,13, Married-civ-spouse, Other-service, Husband, Asian-Pac-Islander, Male,7688,0,38, United-States, >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
+37, Private,262409, Masters,14, Divorced, Exec-managerial, Unmarried, White, Female,0,213,45, United-States, <=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
+39, Private,183898, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,60, Germany, >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
+34, Private,80933, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1672,40, 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
+28, Private,241895, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1628,40, United-States, <=50K
+44, Self-emp-not-inc,158555, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,50, United-States, >50K
+58, Private,140363, HS-grad,9, Divorced, Machine-op-inspct, Not-in-family, White, Male,3325,0,30, 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
+41, Private,113555, Some-college,10, Married-civ-spouse, Craft-repair, Husband, Amer-Indian-Eskimo, Male,7298,0,50, United-States, >50K
+36, Private,160120, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, Asian-Pac-Islander, Male,0,0,40, Vietnam, <=50K
+41, Local-gov,343079, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1740,20, United-States, <=50K
+27, Private,406662, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Male,4416,0,40, United-States, <=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
+38, Private,234901, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,60, 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
+32, Private,107843, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,5178,0,50, 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
+36, ?,53606, Assoc-voc,11, Married-civ-spouse, ?, Wife, White, Female,3908,0,8, 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
+28, Local-gov,154863, HS-grad,9, Never-married, Protective-serv, Other-relative, Black, Male,0,1876,40, 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
+39, Private,33355, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,48, United-States, >50K
+68, ?,196782, 7th-8th,4, Married-civ-spouse, ?, Husband, White, Male,0,0,30, United-States, <=50K
+37, Self-emp-inc,291518, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,55, 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
+49, Self-emp-inc,362654, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+80, Private,87518, Some-college,10, Never-married, Prof-specialty, Not-in-family, White, Male,0,1816,60, 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
+33, Self-emp-inc,117963, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,60, 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
+26, Federal-gov,95806, Some-college,10, Never-married, Craft-repair, Not-in-family, White, Male,3325,0,40, 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
+20, Private,196745, Some-college,10, Never-married, Other-service, Own-child, White, Female,594,0,16, 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
+48, Private,202467, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1485,40, 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
+52, Self-emp-inc,90363, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,35, United-States, >50K
+49, Private,83444, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Male,0,0,40, United-States, <=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
+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
+45, Private,33300, Assoc-voc,11, Married-civ-spouse, Sales, Husband, White, Male,0,1977,50, 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
+43, Private,293305, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1887,40, United-States, >50K
+51, Local-gov,175750, HS-grad,9, Divorced, Transport-moving, Unmarried, Black, Male,0,0,40, United-States, <=50K
+41, Private,121718, Assoc-voc,11, Married-civ-spouse, Tech-support, Husband, White, Male,0,1848,48, United-States, >50K
+62, ?,94931, Assoc-voc,11, Married-civ-spouse, ?, Husband, White, Male,3411,0,40, 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
+54, Private,22743, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,15024,0,60, 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
+38, Private,170020, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3137,0,45, 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
+39, Private,191807, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, United-States, >50K
+50, Federal-gov,176969, HS-grad,9, Divorced, Prof-specialty, Not-in-family, White, Male,0,1590,40, 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
+53, Private,104501, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,55, 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
+56, Private,201822, 7th-8th,4, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,2002,40, 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
+49, Private,82649, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,5013,0,45, 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
+24, Federal-gov,314525, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,0,1741,45, 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
+42, Private,44121, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Female,0,1876,40, United-States, <=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
+62, Self-emp-not-inc,82388, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,10566,0,40, 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
+49, Private,101825, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1977,40, United-States, >50K
+25, Private,109009, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, <=50K
+48, Private,413363, 11th,7, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2002,40, 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
+36, Private,208358, 9th,5, Divorced, Handlers-cleaners, Not-in-family, White, Male,4650,0,56, 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
+29, Private,159768, HS-grad,9, Never-married, Machine-op-inspct, Not-in-family, White, Male,3325,0,40, Ecuador, <=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,295949, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1628,40, 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
+72, ?,118902, Doctorate,16, Married-civ-spouse, ?, Husband, White, Male,0,2392,6, 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
+44, Self-emp-inc,103643, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,5013,0,60, Greece, <=50K
+29, Local-gov,329426, HS-grad,9, Never-married, Protective-serv, Not-in-family, White, Male,0,0,40, United-States, <=50K
+36, Private,183612, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,40, 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
+50, Self-emp-inc,156623, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,7688,0,50, Philippines, >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,131776, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Female,914,0,40, Germany, <=50K
+33, Private,254221, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,0,0,40, United-States, <=50K
+35, Private,152909, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,45, 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, Private,387215, Some-college,10, Never-married, Tech-support, Own-child, White, Male,0,1719,16, United-States, <=50K
+39, Private,187046, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,4064,0,38, 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
+33, Private,288825, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,2258,84, 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
+40, Local-gov,244522, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,48, 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
+90, ?,256514, Bachelors,13, Widowed, ?, Other-relative, White, Female,991,0,10, United-States, <=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
+33, Local-gov,161942, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Female,1055,0,40, United-States, <=50K
+34, Private,275438, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,40, 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
+29, Private,190539, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,6849,0,48, 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
+39, Self-emp-not-inc,126569, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,60, 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
+41, Private,221947, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,50, United-States, >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
+45, Private,120131, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,40, 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
+46, State-gov,106705, Some-college,10, Divorced, Prof-specialty, Unmarried, White, Female,1506,0,50, United-States, <=50K
+20, ?,174714, Some-college,10, Never-married, ?, Own-child, White, Male,0,0,20, United-States, <=50K
+47, Self-emp-inc,175958, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,3325,0,60, 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
+37, Private,195148, HS-grad,9, Married-civ-spouse, Craft-repair, Own-child, White, Male,3137,0,40, 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
+46, Private,324655, Masters,14, Married-civ-spouse, Tech-support, Husband, White, Male,0,1902,40, ?, >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
+41, Private,84610, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,60, 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
+35, Private,174856, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,2885,0,40, 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
+34, Private,119422, Assoc-voc,11, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1672,50, United-States, <=50K
+59, Private,193895, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Female,0,0,40, United-States, <=50K
+55, Private,163083, Bachelors,13, Separated, Exec-managerial, Not-in-family, White, Male,14084,0,45, 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
+53, ?,158352, Masters,14, Never-married, ?, Not-in-family, White, Female,8614,0,35, 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
+26, Private,182178, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,2829,0,40, 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
+75, Self-emp-not-inc,231741, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,4931,0,3, 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
+27, Federal-gov,469705, HS-grad,9, Never-married, Craft-repair, Not-in-family, Black, Male,0,1980,40, United-States, <=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
+27, Self-emp-not-inc,37302, Assoc-acdm,12, Married-civ-spouse, Transport-moving, Husband, White, Male,7688,0,70, 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
+32, Private,34104, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,55, United-States, >50K
+32, Private,312667, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, United-States, >50K
+49, Private,329603, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, 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
+59, Private,168569, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1887,40, 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
+66, ?,160995, 10th,6, Divorced, ?, Not-in-family, White, Female,1086,0,20, 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
+44, Private,111483, HS-grad,9, Never-married, Adm-clerical, Own-child, White, Male,0,1504,50, 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
+35, Private,202027, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Male,27828,0,50, 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
+34, Self-emp-inc,186824, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, United-States, >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
+33, Local-gov,43959, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, United-States, >50K
+51, Private,162632, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,60, 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
+53, Private,114758, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,65, 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
+53, Federal-gov,199720, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,60, Germany, >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
+22, Private,195532, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,8614,0,40, 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
+31, Self-emp-not-inc,348038, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,50, Puerto-Rico, >50K
+33, Private,93930, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,0,50, 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,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
+35, Private,340110, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1848,70, 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
+27, Private,181667, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,5013,0,46, Canada, <=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
+32, Self-emp-inc,46807, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,99999,0,40, 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
+24, Private,137591, Some-college,10, Never-married, Sales, Own-child, White, Male,0,1762,40, 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
+48, Local-gov,31264, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,5178,0,40, 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, Self-emp-inc,100506, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, 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
+53, Private,88842, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,40, 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
+43, Self-emp-not-inc,336763, Some-college,10, Divorced, Sales, Unmarried, White, Female,0,880,42, 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
+49, Private,185041, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,40, 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,175109, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1485,40, 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
+37, Private,234807, Bachelors,13, Divorced, Exec-managerial, Unmarried, White, Female,7430,0,45, 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
+25, Private,168403, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,0,1741,40, United-States, <=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
+37, Local-gov,233825, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,50, 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
+41, Self-emp-not-inc,29762, Some-college,10, Married-civ-spouse, Farming-fishing, Husband, White, Male,5013,0,70, 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
+35, ?,296738, 11th,7, Separated, ?, Not-in-family, White, Female,6849,0,60, 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
+43, Local-gov,118600, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Female,0,625,40, 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
+35, Self-emp-not-inc,225399, HS-grad,9, Never-married, Machine-op-inspct, Own-child, White, Male,8614,0,40, United-States, >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
+41, Private,95047, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Wife, White, Female,7688,0,44, 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
+53, Private,424079, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,55, 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
+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
+41, Private,67339, 11th,7, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,7688,0,40, 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
+47, Self-emp-not-inc,145290, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2415,50, 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
+18, Private,301948, HS-grad,9, Never-married, Protective-serv, Own-child, White, Male,34095,0,3, 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
+34, Private,299635, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, 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
+37, Private,148015, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, Black, Female,15024,0,40, 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
+57, Private,188872, 5th-6th,3, Divorced, Transport-moving, Unmarried, White, Male,6497,0,40, 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
+26, Private,164018, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,4064,0,50, 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
+47, Private,124973, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+46, Self-emp-inc,219962, Bachelors,13, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,7298,0,40, ?, >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
+48, Private,189462, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, 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
+36, Private,130926, Bachelors,13, Divorced, Adm-clerical, Not-in-family, White, Female,3674,0,40, 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
+47, Private,345493, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,99999,0,55, Taiwan, >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
+59, Private,107833, 10th,6, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1485,40, United-States, >50K
+47, Private,121958, 7th-8th,4, Married-spouse-absent, Other-service, Unmarried, White, Female,0,0,30, United-States, <=50K
+41, Private,282948, Some-college,10, Married-civ-spouse, Tech-support, Husband, Black, Male,3137,0,40, 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
+30, Local-gov,125159, Bachelors,13, Never-married, Prof-specialty, Not-in-family, Black, Male,14084,0,45, ?, >50K
+44, Self-emp-not-inc,147206, Some-college,10, Never-married, Craft-repair, Own-child, White, Male,0,0,12, 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
+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
+45, Private,186272, 9th,5, Married-civ-spouse, Adm-clerical, Husband, Black, Male,5178,0,40, 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
+30, Private,155343, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, 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
+37, Local-gov,287306, Assoc-acdm,12, Married-civ-spouse, Prof-specialty, Wife, Black, Female,99999,0,40, ?, >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
+38, Private,111499, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,50, United-States, >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
+33, Private,198003, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,50, United-States, >50K
+46, Private,179048, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,0,35, ?, <=50K
+25, Private,262778, Bachelors,13, Never-married, Sales, Not-in-family, White, Female,6849,0,50, United-States, <=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
+39, Private,173175, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+46, Private,155659, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,45, 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
+45, Federal-gov,311671, Assoc-voc,11, Married-civ-spouse, Protective-serv, Husband, White, Male,3908,0,40, 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
+38, State-gov,354591, HS-grad,9, Never-married, Other-service, Unmarried, Black, Female,114,0,38, United-States, <=50K
+34, Private,155343, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1848,50, 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
+31, Private,211334, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,2407,0,65, 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
+23, Private,126550, HS-grad,9, Never-married, Craft-repair, Other-relative, White, Male,0,0,40, United-States, <=50K
+31, Private,260782, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1579,45, El-Salvador, <=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
+25, Private,163620, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,84, 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
+30, Local-gov,226443, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,45, United-States, >50K
+55, Private,110871, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,0,40, United-States, <=50K
+36, Private,192704, 12th,8, Never-married, Exec-managerial, Not-in-family, White, Male,4650,0,50, United-States, <=50K
+47, ?,224108, HS-grad,9, Widowed, ?, Unmarried, White, Female,0,0,40, United-States, <=50K
+28, Private,78870, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,8614,0,40, 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
+31, Private,340917, HS-grad,9, Never-married, Craft-repair, Unmarried, White, Male,14344,0,40, 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
+65, Self-emp-not-inc,316093, Prof-school,15, Divorced, Prof-specialty, Not-in-family, White, Male,0,1668,40, 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
+40, Federal-gov,298635, Masters,14, Married-civ-spouse, Tech-support, Husband, Asian-Pac-Islander, Male,0,1902,40, Philippines, >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
+66, Local-gov,222810, Some-college,10, Divorced, Other-service, Other-relative, White, Female,7896,0,40, ?, >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
+49, Private,65087, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+39, Self-emp-not-inc,363418, Bachelors,13, Separated, Craft-repair, Own-child, White, Male,0,0,35, United-States, <=50K
+67, ?,182378, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,9386,0,60, United-States, >50K
+19, Private,278870, Some-college,10, Never-married, Handlers-cleaners, Own-child, White, Male,0,0,16, United-States, <=50K
+30, Private,174789, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1848,50, 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
+51, Federal-gov,282680, Doctorate,16, Never-married, Prof-specialty, Not-in-family, White, Female,0,1564,70, United-States, >50K
+36, Private,183892, HS-grad,9, Divorced, Transport-moving, Not-in-family, White, Male,8614,0,45, United-States, >50K
+42, Local-gov,195124, 11th,7, Divorced, Sales, Unmarried, White, Male,7430,0,50, Puerto-Rico, >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
+40, Private,179717, Bachelors,13, Divorced, Sales, Not-in-family, White, Male,0,1564,60, 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
+56, Private,191917, Assoc-acdm,12, Divorced, Adm-clerical, Unmarried, White, Female,4101,0,40, 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
+20, Private,315877, HS-grad,9, Never-married, Other-service, Unmarried, White, Male,0,2001,40, United-States, <=50K
+68, Federal-gov,232151, Some-college,10, Divorced, Adm-clerical, Other-relative, Black, Female,2346,0,40, 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
+25, Private,74883, Bachelors,13, Never-married, Tech-support, Not-in-family, Asian-Pac-Islander, Female,0,1092,40, Philippines, <=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
+35, Private,46385, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,5178,0,90, United-States, >50K
+41, State-gov,363591, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,40, United-States, <=50K
+23, Private,183327, HS-grad,9, Never-married, Craft-repair, Own-child, Black, Female,0,1594,20, United-States, <=50K
+32, State-gov,182556, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1887,45, 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
+50, Private,184424, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,1902,38, 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
+29, Private,206351, 10th,6, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, United-States, <=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
+36, Private,398931, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1485,50, United-States, >50K
+37, Self-emp-not-inc,362062, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,50, United-States, >50K
+44, Local-gov,101593, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,0,1876,42, 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
+54, Private,86837, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, Asian-Pac-Islander, Male,0,1902,40, 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
+45, Private,154430, Bachelors,13, Widowed, Prof-specialty, Not-in-family, White, Female,10520,0,50, United-States, >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
+55, Local-gov,177163, Masters,14, Widowed, Prof-specialty, Unmarried, White, Female,914,0,50, United-States, <=50K
+41, Private,187322, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,48, United-States, <=50K
+23, Private,107578, Bachelors,13, Never-married, Adm-clerical, Own-child, White, Female,2174,0,40, 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
+35, Private,360799, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, United-States, >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
+26, Private,143068, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,2407,0,50, 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
+25, Private,297154, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,2407,0,40, 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
+31, Private,47296, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,1740,20, 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
+46, Private,117849, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,15024,0,40, 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
+49, Private,142287, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1902,50, 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
+44, Self-emp-not-inc,402397, Masters,14, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1902,60, 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
+30, Private,315640, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,1977,40, China, >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
+45, Private,339863, Bachelors,13, Divorced, Sales, Not-in-family, White, Male,8614,0,48, 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
+47, Self-emp-inc,79627, Prof-school,15, Divorced, Prof-specialty, Not-in-family, White, Male,27828,0,50, United-States, >50K
+55, Private,151474, Bachelors,13, Never-married, Tech-support, Other-relative, White, Female,0,1590,38, United-States, <=50K
+26, Private,132661, HS-grad,9, Married-civ-spouse, Exec-managerial, Wife, White, Female,5013,0,40, 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
+63, Self-emp-not-inc,298249, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,10605,0,40, 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
+45, Federal-gov,181970, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1672,40, 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
+42, Self-emp-inc,123838, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, 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
+55, Private,31905, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,40, 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
+52, Private,99185, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7298,0,50, United-States, >50K
+39, Private,56648, HS-grad,9, Separated, Sales, Not-in-family, White, Female,0,0,47, United-States, <=50K
+57, Local-gov,118481, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, United-States, >50K
+21, Private,321666, HS-grad,9, Never-married, Craft-repair, Own-child, White, Male,594,0,40, 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
+36, Self-emp-not-inc,20333, HS-grad,9, Married-civ-spouse, Sales, Wife, White, Female,7688,0,40, 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
+25, Self-emp-not-inc,182809, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+39, Self-emp-inc,114844, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,65, United-States, >50K
+46, Local-gov,216414, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,0,0,40, United-States, >50K
+37, Private,34378, 7th-8th,4, Married-civ-spouse, Farming-fishing, Husband, White, Male,2580,0,60, United-States, <=50K
+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
+57, Private,109638, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1672,45, 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
+50, Private,71417, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,40, United-States, >50K
+34, Private,45522, HS-grad,9, Never-married, Other-service, Not-in-family, White, Male,0,0,40, United-States, <=50K
+28, Local-gov,250135, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1902,55, 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
+49, Self-emp-inc,158685, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,2377,40, 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
+28, Private,273929, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1628,60, United-States, <=50K
+42, Private,195821, HS-grad,9, Separated, Sales, Unmarried, White, Female,0,0,40, United-States, <=50K
+28, Private,56179, Some-college,10, Never-married, Exec-managerial, Not-in-family, White, Male,2174,0,55, United-States, <=50K
+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
+42, Private,255847, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,4386,0,48, 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
+54, Self-emp-not-inc,278230, Some-college,10, Divorced, Farming-fishing, Unmarried, White, Female,10520,0,30, 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
+41, Federal-gov,168294, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,5178,0,40, United-States, >50K
+49, Local-gov,194895, Some-college,10, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,7298,0,40, United-States, >50K
+58, Self-emp-not-inc,49884, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,0,50, 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
+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
+36, Private,135293, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Female,1506,0,45, ?, <=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
+38, Private,146091, Doctorate,16, Married-civ-spouse, Exec-managerial, Wife, White, Female,99999,0,36, 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
+51, Private,147954, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, Black, Female,3411,0,38, 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
+17, Private,156501, 12th,8, Never-married, Other-service, Own-child, White, Female,0,0,16, United-States, <=50K
+32, Private,207668, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,45, 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
+63, Private,275034, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1740,35, United-States, <=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
+41, Local-gov,297248, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,45, United-States, >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
+25, ?,262245, Assoc-voc,11, Never-married, ?, Own-child, White, Female,3418,0,40, 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
+39, Federal-gov,99146, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1887,60, 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
+63, Private,143098, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,4064,0,40, 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
+57, Private,20953, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, 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
+30, Private,137606, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,5013,0,40, 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
+33, Private,100135, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,1740,25, 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
+42, Federal-gov,74680, Masters,14, Divorced, Adm-clerical, Not-in-family, White, Male,0,2001,60, 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
+41, Private,70037, Some-college,10, Never-married, Craft-repair, Unmarried, White, Male,0,3004,60, ?, >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
+28, Private,212091, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2580,0,40, 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
+35, Private,40135, Some-college,10, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,2042,40, 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
+90, Local-gov,227796, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,20051,0,60, 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
+35, Private,275364, Bachelors,13, Divorced, Tech-support, Unmarried, White, Male,7430,0,40, Germany, >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
+29, State-gov,188986, Assoc-voc,11, Never-married, Tech-support, Not-in-family, White, Female,0,1590,64, 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
+23, Self-emp-not-inc,258298, Bachelors,13, Never-married, Adm-clerical, Own-child, White, Male,0,2231,40, 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
+50, Self-emp-inc,127315, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+21, Private,146499, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Other-relative, White, Female,0,1579,40, 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
+67, Private,197816, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1844,70, United-States, <=50K
+59, Private,43221, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,43, United-States, >50K
+28, Private,183780, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1740,40, 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
+34, Private,181091, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,45, United-States, >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
+53, Private,283602, Bachelors,13, Divorced, Sales, Not-in-family, White, Female,13550,0,43, 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
+44, Private,83508, Prof-school,15, Divorced, Prof-specialty, Not-in-family, White, Female,2354,0,99, 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
+45, Federal-gov,88564, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+39, Private,102953, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7298,0,55, United-States, >50K
+53, Private,169182, 10th,6, Married-spouse-absent, Machine-op-inspct, Not-in-family, White, Female,0,0,40, Columbia, <=50K
+47, Private,184005, HS-grad,9, Divorced, Exec-managerial, Not-in-family, Amer-Indian-Eskimo, Female,3325,0,45, United-States, <=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
+44, Private,332401, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,65, 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
+41, Private,151504, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, United-States, >50K
+61, Private,85548, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,15024,0,18, 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
+25, Private,272428, HS-grad,9, Never-married, Sales, Not-in-family, White, Male,4416,0,42, United-States, <=50K
+33, Private,56701, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,75, United-States, >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
+40, Private,197923, Bachelors,13, Never-married, Adm-clerical, Unmarried, Black, Female,2977,0,40, United-States, <=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
+42, State-gov,117583, Doctorate,16, Divorced, Prof-specialty, Not-in-family, White, Female,8614,0,60, 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
+34, State-gov,34104, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,38, 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
+43, Private,111483, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7298,0,40, 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
+47, Private,164113, Some-college,10, Married-civ-spouse, Craft-repair, Husband, Black, Male,7688,0,40, United-States, >50K
+39, Private,111499, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,0,0,40, United-States, <=50K
+42, Private,266084, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,45, United-States, >50K
+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
+57, Self-emp-inc,159028, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,60, 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
+30, Self-emp-not-inc,257295, Some-college,10, Never-married, Sales, Other-relative, Asian-Pac-Islander, Male,0,2258,40, South, <=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
+26, Private,262617, HS-grad,9, Never-married, Craft-repair, Other-relative, White, Male,2597,0,40, 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
+59, Private,348430, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,43, 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,176101, Some-college,10, Never-married, Craft-repair, Own-child, White, Male,2174,0,60, 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
+62, Private,122246, Some-college,10, Never-married, Craft-repair, Not-in-family, White, Female,8614,0,39, 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
+38, Private,169926, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1902,40, 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
+19, Private,93604, 7th-8th,4, Never-married, Craft-repair, Own-child, White, Male,0,1602,32, 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,220148, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1848,50, 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
+53, Private,106176, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,7298,0,60, United-States, >50K
+69, State-gov,159191, Some-college,10, Widowed, Adm-clerical, Not-in-family, White, Female,0,810,38, United-States, <=50K
+71, ?,250263, Some-college,10, Married-civ-spouse, ?, Husband, White, Male,3432,0,30, 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
+31, Local-gov,381153, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,15024,0,56, 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
+56, Private,286487, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,2885,0,45, United-States, <=50K
+39, Private,305597, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, 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
+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
+38, Self-emp-not-inc,164526, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Male,0,2824,45, 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
+45, Private,543922, Masters,14, Divorced, Transport-moving, Not-in-family, White, Male,14344,0,48, 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
+56, Self-emp-not-inc,172618, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+60, Private,39952, 9th,5, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2228,0,37, 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
+50, Private,69345, Assoc-voc,11, Married-civ-spouse, Transport-moving, Husband, White, Male,3103,0,55, 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
+54, Private,88278, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, United-States, >50K
+32, Local-gov,217296, HS-grad,9, Married-civ-spouse, Transport-moving, Wife, White, Female,4064,0,22, 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
+26, Private,115717, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,2051,40, 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
+45, Self-emp-inc,170871, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,55, 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
+35, Private,99357, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,50, 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
+39, Private,190466, HS-grad,9, Divorced, Craft-repair, Own-child, White, Male,2174,0,40, 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
+19, Private,167140, Some-college,10, Never-married, Other-service, Own-child, White, Male,0,1602,24, 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
+35, Private,37314, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, 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
+48, Private,348144, Some-college,10, Divorced, Transport-moving, Not-in-family, White, Male,3325,0,53, 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
+59, Private,108496, Some-college,10, Divorced, Craft-repair, Not-in-family, White, Male,2907,0,40, 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
+36, Self-emp-not-inc,164526, Masters,14, Never-married, Sales, Not-in-family, White, Male,10520,0,45, 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
+36, Private,261382, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,15024,0,45, 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
+42, Self-emp-inc,184018, HS-grad,9, Divorced, Sales, Unmarried, White, Male,1151,0,50, United-States, <=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
+30, Local-gov,346122, Assoc-acdm,12, Married-civ-spouse, Protective-serv, Husband, White, Male,5013,0,45, 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
+55, Self-emp-not-inc,124975, HS-grad,9, Divorced, Craft-repair, Unmarried, White, Male,27828,0,55, 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
+42, Private,259643, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Male,4650,0,40, United-States, <=50K
+22, Private,217961, Some-college,10, Never-married, Transport-moving, Own-child, White, Male,0,1719,30, 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
+52, Private,218550, Some-college,10, Married-spouse-absent, Adm-clerical, Not-in-family, White, Female,14084,0,16, 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
+34, Local-gov,210164, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1740,40, 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
+31, Private,106753, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1740,40, 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
+42, Self-emp-not-inc,323790, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,70, 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
+64, Self-emp-inc,165667, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,60, Canada, >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
+37, Self-emp-inc,107164, 10th,6, Never-married, Transport-moving, Not-in-family, White, Male,0,2559,50, 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
+51, Private,44000, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,99999,0,50, United-States, >50K
+30, Private,154843, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,40, United-States, <=50K
+52, Private,99307, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,3103,0,48, 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
+51, Private,114927, Assoc-voc,11, Married-civ-spouse, Tech-support, Husband, White, Male,7298,0,40, 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
+34, Private,157747, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, 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
+67, ?,183374, HS-grad,9, Widowed, ?, Not-in-family, White, Female,2329,0,15, United-States, <=50K
+65, Private,193216, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,9386,0,40, 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
+34, Private,96483, Assoc-acdm,12, Never-married, Adm-clerical, Not-in-family, Asian-Pac-Islander, Female,8614,0,60, 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
+78, Self-emp-not-inc,316261, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,99999,0,20, 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
+61, Private,149981, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,2414,0,5, 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
+65, Private,192133, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,2290,0,40, Greece, <=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
+47, Local-gov,56482, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, Black, Male,7688,0,50, United-States, >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
+43, Self-emp-not-inc,396758, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1887,70, 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
+51, Private,138179, HS-grad,9, Separated, Machine-op-inspct, Not-in-family, White, Male,0,1876,40, 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
+25, Local-gov,90730, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,40, 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
+48, Federal-gov,205707, Masters,14, Married-spouse-absent, Exec-managerial, Not-in-family, White, Female,10520,0,50, United-States, >50K
+45, Local-gov,236586, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,55, United-States, >50K
+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
+40, Private,287983, Bachelors,13, Never-married, Tech-support, Not-in-family, Asian-Pac-Islander, Female,0,2258,48, Philippines, <=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
+54, Private,172281, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2051,50, 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
+47, Private,170850, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,4064,0,60, United-States, <=50K
+56, Private,435022, Some-college,10, Divorced, Other-service, Not-in-family, White, Female,0,0,50, United-States, <=50K
+79, Private,120707, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,20051,0,35, El-Salvador, >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
+33, Private,207267, 10th,6, Separated, Other-service, Unmarried, White, Female,3418,0,35, United-States, <=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
+35, Federal-gov,287031, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Male,8614,0,40, 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
+36, Self-emp-not-inc,283122, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1902,60, United-States, >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
+55, Self-emp-inc,138594, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,45, 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
+55, Private,323706, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,40, United-States, >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
+36, Private,383518, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, Black, Female,99999,0,40, 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
+90, Self-emp-not-inc,155981, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,10566,0,50, United-States, <=50K
+67, Private,195161, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,20051,0,60, 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
+47, Private,26994, Some-college,10, Divorced, Adm-clerical, Not-in-family, White, Female,0,0,35, United-States, <=50K
+32, Private,116539, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,55, 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
+51, Private,335997, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,4386,0,55, 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
+20, Private,59948, 9th,5, Never-married, Adm-clerical, Unmarried, Black, Female,114,0,20, 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
+52, Local-gov,305053, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2051,40, 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
+34, Self-emp-not-inc,77209, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1902,60, United-States, >50K
+35, Private,317153, HS-grad,9, Never-married, Sales, Not-in-family, White, Female,0,0,40, United-States, <=50K
+50, Private,95469, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,45, United-States, >50K
+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
+40, Self-emp-inc,157240, Masters,14, Married-civ-spouse, Exec-managerial, Wife, White, Female,15024,0,30, Iran, >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
+51, Private,337195, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1902,50, United-States, >50K
+58, State-gov,194068, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, 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
+29, Private,221366, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,5013,0,40, Germany, <=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
+36, Private,297449, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Male,14084,0,40, 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
+46, Private,377401, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1902,70, Canada, >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
+50, Local-gov,145166, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, 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
+33, Private,164707, Assoc-acdm,12, Never-married, Exec-managerial, Unmarried, White, Female,2174,0,55, ?, <=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
+47, Self-emp-not-inc,168109, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,15024,0,50, United-States, >50K
+27, Private,159724, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,0,0,40, 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
+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
+46, Self-emp-inc,191978, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2392,50, 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
+64, Private,149044, Masters,14, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,2057,60, China, <=50K
+41, Private,197344, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,0,54, United-States, <=50K
+18, Private,32244, 11th,7, Never-married, Handlers-cleaners, Own-child, White, Male,594,0,30, 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
+33, State-gov,208785, Some-college,10, Separated, Prof-specialty, Not-in-family, White, Male,10520,0,40, 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
+74, Private,129879, HS-grad,9, Widowed, Adm-clerical, Not-in-family, White, Female,15831,0,40, United-States, >50K
+37, Private,83375, HS-grad,9, Divorced, Farming-fishing, Not-in-family, White, Male,0,0,40, United-States, <=50K
+20, Private,115824, 11th,7, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,1573,40, United-States, <=50K
+40, Private,141657, HS-grad,9, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,0,35, United-States, >50K
+34, Private,50276, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,27828,0,40, United-States, >50K
+30, Private,177216, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, Black, Male,0,1740,40, Haiti, <=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
+41, Private,280167, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,70, 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
+27, Private,211032, Preschool,1, Married-civ-spouse, Farming-fishing, Other-relative, White, Male,41310,0,24, Mexico, <=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
+17, Private,191260, 11th,7, Never-married, Other-service, Own-child, White, Male,594,0,10, 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
+42, Federal-gov,170230, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Female,14084,0,60, 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
+62, Private,218009, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1977,60, 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
+52, Self-emp-inc,173754, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,60, 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
+53, State-gov,116367, Some-college,10, Divorced, Adm-clerical, Other-relative, White, Female,4650,0,40, 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
+38, Private,175360, 10th,6, Never-married, Prof-specialty, Not-in-family, White, Male,0,2559,90, 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
+43, Private,303051, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+49, Local-gov,192349, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,4650,0,40, 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
+39, Private,194404, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+35, Private,342824, HS-grad,9, Never-married, Tech-support, Not-in-family, White, Female,1151,0,40, 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
+51, Self-emp-not-inc,165001, Masters,14, Divorced, Exec-managerial, Unmarried, White, Male,25236,0,50, 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
+49, Self-emp-inc,362795, Masters,14, Divorced, Prof-specialty, Unmarried, White, Male,99999,0,80, Mexico, >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
+35, Private,188069, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,13550,0,55, ?, >50K
+23, State-gov,156423, Bachelors,13, Never-married, Prof-specialty, Own-child, White, Female,0,0,20, United-States, <=50K
+25, Private,169905, Assoc-voc,11, Never-married, Sales, Not-in-family, White, Male,27828,0,40, 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
+44, Self-emp-not-inc,171424, Some-college,10, Divorced, Machine-op-inspct, Not-in-family, White, Male,0,2205,35, United-States, <=50K
+33, Private,91811, HS-grad,9, Separated, Transport-moving, Not-in-family, White, Male,0,0,40, United-States, <=50K
+21, Private,203924, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Male,2597,0,45, United-States, <=50K
+55, Private,177484, 11th,7, Married-civ-spouse, Other-service, Husband, Black, Male,0,1672,40, United-States, <=50K
+17, ?,454614, 11th,7, Never-married, ?, Own-child, White, Female,0,0,8, 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
+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
+55, Private,116878, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,30, 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, State-gov,203279, Prof-school,15, Never-married, Prof-specialty, Not-in-family, Asian-Pac-Islander, Male,2463,0,50, India, <=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
+21, ?,161930, HS-grad,9, Never-married, ?, Own-child, Black, Female,0,1504,30, 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
+33, Private,111567, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,45, Germany, >50K
+23, Private,44064, Some-college,10, Separated, Other-service, Not-in-family, White, Male,0,2559,40, 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,178505, Some-college,10, Never-married, Exec-managerial, Other-relative, White, Female,0,1504,45, 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
+45, Self-emp-inc,191776, Masters,14, Divorced, Sales, Unmarried, White, Female,25236,0,42, United-States, >50K
+28, Private,125527, Some-college,10, Never-married, Sales, Not-in-family, White, Male,0,0,50, United-States, <=50K
+19, Private,38294, HS-grad,9, Never-married, Handlers-cleaners, Other-relative, White, Male,2597,0,40, United-States, <=50K
+43, Private,313022, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,4386,0,40, United-States, >50K
+39, Private,179668, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,15024,0,40, 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
+56, Self-emp-inc,70720, Masters,14, Divorced, Exec-managerial, Not-in-family, White, Male,27828,0,60, United-States, >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
+57, Private,182677, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,4508,0,40, South, <=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
+46, Federal-gov,43206, Doctorate,16, Never-married, Prof-specialty, Not-in-family, White, Female,0,1564,50, 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
+43, Self-emp-inc,221172, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,40, 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
+47, Local-gov,265097, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,4386,0,40, United-States, >50K
+46, Private,276087, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,5013,0,50, United-States, <=50K
+43, Private,124692, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,0,40, United-States, >50K
+51, Federal-gov,306784, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,4386,0,40, United-States, >50K
+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
+31, State-gov,181824, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1902,35, United-States, >50K
+39, Local-gov,177907, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1887,40, 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
+31, Private,37546, Bachelors,13, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1902,35, 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
+42, Private,129684, HS-grad,9, Divorced, Exec-managerial, Not-in-family, Black, Female,5455,0,50, 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
+61, Private,176839, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, 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
+48, Self-emp-not-inc,30840, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,5013,0,45, 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
+31, Private,291052, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,2051,40, 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
+28, Private,32291, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,2174,0,40, United-States, <=50K
+31, Private,345122, Prof-school,15, Divorced, Prof-specialty, Not-in-family, White, Male,14084,0,50, 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
+39, Local-gov,86551, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,1876,40, 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
+39, Private,49020, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Male,0,1974,40, United-States, <=50K
+61, Private,213321, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1672,40, 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
+39, Self-emp-not-inc,31848, Some-college,10, Married-civ-spouse, Farming-fishing, Husband, White, Male,2829,0,90, United-States, <=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
+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, 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
+63, Private,133144, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,2580,0,20, 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
+41, Private,48087, 7th-8th,4, Divorced, Craft-repair, Not-in-family, White, Male,0,1590,40, 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
+63, Private,273010, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,3471,0,40, 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
+33, Local-gov,173005, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1848,45, 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
+59, Self-emp-not-inc,325732, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,52, United-States, >50K
+35, Private,28572, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,4064,0,35, 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
+46, Private,360096, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+52, Private,204322, Assoc-voc,11, Married-civ-spouse, Tech-support, Husband, White, Male,5013,0,40, 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
+49, Private,198759, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,15024,0,60, 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
+44, Private,152629, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,3103,0,40, 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
+36, Private,143486, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,50, United-States, >50K
+60, Private,160625, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,5013,0,40, 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
+35, Private,108293, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,0,2205,40, 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
+65, Self-emp-not-inc,223580, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,6514,0,40, 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
+67, ?,407618, 9th,5, Divorced, ?, Not-in-family, White, Female,2050,0,40, 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
+60, ?,191118, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,0,1848,40, United-States, >50K
+25, Private,34402, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,0,1590,60, 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
+69, Private,165017, HS-grad,9, Widowed, Machine-op-inspct, Unmarried, White, Male,2538,0,40, United-States, <=50K
+32, Private,131584, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7298,0,40, United-States, >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
+32, Private,187560, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,3908,0,40, United-States, <=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
+63, Private,108097, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,10566,0,45, 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
+55, State-gov,175127, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,7688,0,38, 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
+63, Private,346975, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,36, 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
+57, Local-gov,174132, Masters,14, Married-civ-spouse, Prof-specialty, Wife, Black, Female,0,1977,40, United-States, >50K
+31, Private,182237, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,4386,0,45, United-States, >50K
+20, ?,111252, Some-college,10, Never-married, ?, Own-child, White, Female,0,0,30, United-States, <=50K
+58, Local-gov,217775, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, 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
+18, Private,125441, 11th,7, Never-married, Other-service, Own-child, White, Male,1055,0,20, 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
+56, Private,176118, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,40, 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
+47, State-gov,469907, Assoc-acdm,12, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1740,40, United-States, <=50K
+28, Local-gov,211920, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,0,0,40, United-States, <=50K
+44, State-gov,33658, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, 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
+52, Private,145409, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,15024,0,60, Canada, >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
+27, Private,151382, 7th-8th,4, Divorced, Machine-op-inspct, Unmarried, White, Male,0,974,40, 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
+58, Private,306233, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,40, United-States, >50K
+51, Private,216475, Bachelors,13, Never-married, Sales, Not-in-family, White, Female,0,1564,43, 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
+59, Self-emp-inc,107287, 10th,6, Widowed, Exec-managerial, Unmarried, White, Female,0,2559,50, 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
+30, Private,110643, Masters,14, Married-civ-spouse, Adm-clerical, Husband, White, Male,4386,0,40, 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
+38, Local-gov,185394, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,40, United-States, >50K
+44, Local-gov,254146, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,40, United-States, >50K
+55, Self-emp-inc,227856, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2415,50, 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
+41, Self-emp-inc,194636, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,99999,0,65, United-States, >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
+46, Private,170850, Bachelors,13, Divorced, Machine-op-inspct, Not-in-family, White, Male,0,1590,40, ?, <=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
+46, Private,182128, Masters,14, Divorced, Prof-specialty, Unmarried, White, Female,6497,0,50, 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
+23, Private,435835, HS-grad,9, Never-married, Sales, Not-in-family, White, Male,0,1669,55, United-States, <=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
+47, Private,284916, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7298,0,45, 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
+36, State-gov,112497, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Male,0,1876,44, 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
+42, Self-emp-inc,277256, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,60, 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
+45, Private,138626, Some-college,10, Divorced, Exec-managerial, Not-in-family, White, Male,0,1876,50, 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
+52, Private,99736, Masters,14, Divorced, Prof-specialty, Unmarried, White, Male,15020,0,50, 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
+39, Private,85319, Prof-school,15, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,60, 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
+38, Private,101978, Some-college,10, Separated, Machine-op-inspct, Not-in-family, White, Male,0,2258,55, United-States, >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
+19, Private,188815, HS-grad,9, Never-married, Other-service, Own-child, White, Female,34095,0,20, 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
+37, Local-gov,218184, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,40, United-States, >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
+64, Local-gov,202984, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3137,0,40, 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
+63, Self-emp-not-inc,35021, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,1977,32, China, >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
+63, Private,135339, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, Asian-Pac-Islander, Male,2105,0,40, Vietnam, <=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
+52, Private,78012, HS-grad,9, Widowed, Sales, Unmarried, White, Female,0,1762,40, 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
+29, Private,183009, Bachelors,13, Never-married, Prof-specialty, Not-in-family, Other, Female,0,1590,40, 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
+40, Self-emp-not-inc,55363, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3411,0,40, 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
+49, Local-gov,149210, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, Black, Male,15024,0,40, United-States, >50K
+27, Private,245661, HS-grad,9, Separated, Machine-op-inspct, Own-child, White, Female,0,0,40, United-States, <=50K
+47, Self-emp-inc,483596, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,2885,0,32, 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
+25, ?,122745, HS-grad,9, Never-married, ?, Own-child, White, Male,0,1602,40, 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
+31, State-gov,75755, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,55, 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
+26, Private,303973, HS-grad,9, Never-married, Priv-house-serv, Other-relative, White, Female,0,1602,15, Mexico, <=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
+46, Local-gov,222115, Bachelors,13, Divorced, Adm-clerical, Not-in-family, White, Female,99999,0,40, 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
+37, Private,538443, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,14344,0,40, 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
+34, Private,182274, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1887,40, 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
+47, Self-emp-not-inc,213668, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, 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
+39, Local-gov,116666, HS-grad,9, Never-married, Protective-serv, Own-child, Amer-Indian-Eskimo, Male,4650,0,48, 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
+25, Private,102476, Bachelors,13, Never-married, Farming-fishing, Own-child, White, Male,27828,0,50, 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
+29, Private,233421, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,3411,0,45, 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
+48, Private,194772, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, United-States, >50K
+20, Private,34568, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3781,0,35, 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
+24, Self-emp-inc,493034, HS-grad,9, Never-married, Other-service, Not-in-family, Black, Male,13550,0,50, 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
+44, Private,172479, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+46, Private,219021, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,15024,0,44, United-States, >50K
+23, Private,273206, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Female,0,0,23, United-States, <=50K
+47, Self-emp-inc,332355, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+37, Private,99146, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, 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
+46, Private,114032, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,0,1887,45, 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
+36, Private,83089, 5th-6th,3, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,7298,0,40, Mexico, >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
+36, Private,199739, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,60, United-States, >50K
+24, Private,180060, Assoc-acdm,12, Never-married, Craft-repair, Not-in-family, White, Male,2354,0,40, 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
+53, Private,238481, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1485,40, 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
+54, Local-gov,31533, Masters,14, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,40, United-States, >50K
+32, Federal-gov,148138, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,2002,40, Iran, <=50K
+29, Local-gov,30069, HS-grad,9, Married-civ-spouse, Other-service, Wife, White, Female,2635,0,40, 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
+21, Private,109414, Some-college,10, Never-married, Prof-specialty, Own-child, Asian-Pac-Islander, Male,0,1974,40, 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
+39, Private,115418, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,2174,0,45, United-States, <=50K
+38, Private,193026, HS-grad,9, Never-married, Other-service, Unmarried, White, Male,0,1408,40, ?, <=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
+47, Self-emp-inc,173783, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,60, United-States, >50K
+74, Private,211075, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,40, United-States, >50K
+37, Private,176756, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, Black, Male,0,1485,70, 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
+51, Self-emp-not-inc,32372, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1672,70, United-States, <=50K
+40, Private,331651, Some-college,10, Separated, Other-service, Not-in-family, White, Female,0,0,40, United-States, <=50K
+51, Local-gov,146325, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,40, 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
+32, Private,400535, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3781,0,40, 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
+33, Private,170769, Doctorate,16, Divorced, Sales, Not-in-family, White, Male,99999,0,60, 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
+41, Local-gov,112763, Masters,14, Divorced, Prof-specialty, Unmarried, White, Female,7430,0,36, 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
+36, Self-emp-not-inc,241998, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,99999,0,20, 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,196501, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Male,14084,0,50, United-States, >50K
+63, Private,118798, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,99999,0,40, 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
+46, Local-gov,202560, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Female,0,1408,40, 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
+60, State-gov,358893, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Female,0,2339,40, 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
+35, Private,54317, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1672,50, 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
+39, Private,326342, 11th,7, Married-civ-spouse, Other-service, Husband, Black, Male,2635,0,37, United-States, <=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
+43, Federal-gov,203637, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,40, 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
+38, Private,167140, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,70, 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
+31, Private,339482, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1848,40, 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
+65, Self-emp-not-inc,111483, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2174,10, 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
+40, Federal-gov,177595, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1579,40, 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
+38, Federal-gov,122493, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,4064,0,40, 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
+43, Private,59107, HS-grad,9, Separated, Other-service, Not-in-family, White, Female,4101,0,40, 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
+37, Private,152909, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Husband, White, Male,7688,0,40, 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
+32, Private,209103, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,3464,0,40, 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
+27, Private,175387, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,0,1876,40, 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
+26, Local-gov,425092, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,2174,0,40, 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
+37, Self-emp-inc,39089, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,50, United-States, >50K
+51, Private,204304, Some-college,10, Divorced, Exec-managerial, Not-in-family, White, Female,0,0,50, United-States, >50K
+40, Private,116103, Some-college,10, Separated, Craft-repair, Unmarried, White, Male,4934,0,47, United-States, >50K
+53, Private,290640, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, Asian-Pac-Islander, Male,0,0,40, Vietnam, <=50K
+58, Federal-gov,81973, Some-college,10, Married-civ-spouse, Tech-support, Husband, Asian-Pac-Islander, Male,0,1485,40, United-States, >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
+37, Private,361888, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,10520,0,40, 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
+47, Local-gov,123681, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,60, United-States, >50K
+24, Private,249351, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Wife, White, Female,0,0,40, 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
+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
+69, Private,541737, Some-college,10, Widowed, Adm-clerical, Not-in-family, White, Female,2050,0,24, 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
+33, Private,198660, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,99999,0,56, 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
+31, Private,120672, 11th,7, Divorced, Handlers-cleaners, Other-relative, Black, Male,0,1721,40, United-States, <=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
+36, Self-emp-not-inc,280169, Some-college,10, Married-civ-spouse, Farming-fishing, Husband, White, Male,3456,0,8, 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
+52, Private,198863, Prof-school,15, Divorced, Exec-managerial, Not-in-family, White, Male,0,2559,60, 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
+48, Private,273435, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1579,40, 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
+47, Private,189123, 11th,7, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1485,58, 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
+29, Self-emp-not-inc,189346, Some-college,10, Divorced, Craft-repair, Not-in-family, White, Male,2202,0,50, 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
+41, Private,116493, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,13550,0,44, United-States, >50K
+42, Local-gov,19700, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,0,50, United-States, >50K
+26, Private,48718, 10th,6, Never-married, Adm-clerical, Not-in-family, White, Female,2907,0,40, 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
+68, Self-emp-not-inc,116903, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2149,40, 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
+36, Local-gov,61778, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, United-States, >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
+36, Private,160035, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3908,0,55, 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
+29, Private,81648, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1887,55, 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
+33, Private,112115, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,45, 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
+37, Local-gov,51158, Some-college,10, Married-civ-spouse, Tech-support, Wife, White, Female,7298,0,36, 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
+26, Private,322614, Preschool,1, Married-spouse-absent, Machine-op-inspct, Not-in-family, White, Male,0,1719,40, Mexico, <=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
+40, ?,428584, HS-grad,9, Married-civ-spouse, ?, Wife, Black, Female,3464,0,20, United-States, <=50K
+18, Private,39222, 11th,7, Never-married, Other-service, Own-child, White, Male,0,0,40, United-States, <=50K
+35, Private,359131, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,7298,0,8, ?, >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
+39, Self-emp-inc,283338, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, 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
+31, Private,213002, 12th,8, Never-married, Sales, Not-in-family, White, Male,4650,0,50, 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
+35, Private,148581, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1740,40, United-States, <=50K
+46, Private,459189, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,50, United-States, >50K
+28, Self-emp-not-inc,214689, 11th,7, Never-married, Craft-repair, Not-in-family, White, Male,0,0,40, United-States, <=50K
+58, Private,289364, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,45, 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
+35, Self-emp-not-inc,181705, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,40, United-States, >50K
+33, Private,238912, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,60, United-States, >50K
+34, Private,134737, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,55, United-States, >50K
+67, ?,157403, Prof-school,15, Married-civ-spouse, ?, Husband, White, Male,6418,0,10, 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
+34, Federal-gov,67083, Bachelors,13, Never-married, Exec-managerial, Unmarried, Asian-Pac-Islander, Male,1471,0,40, Cambodia, <=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
+50, Private,192982, HS-grad,9, Married-civ-spouse, Tech-support, Husband, White, Male,0,1848,40, United-States, >50K
+40, Private,209547, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1977,60, United-States, >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
+37, Private,118486, Bachelors,13, Separated, Prof-specialty, Unmarried, White, Female,4934,0,32, United-States, >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
+66, ?,213149, Some-college,10, Married-civ-spouse, ?, Husband, White, Male,0,1825,40, 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
+41, State-gov,227734, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,3464,0,40, 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
+53, Private,608184, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Black, Male,0,1902,40, 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
+51, Private,142717, Doctorate,16, Divorced, Craft-repair, Not-in-family, White, Female,4787,0,60, United-States, >50K
+32, Private,272944, Some-college,10, Never-married, Craft-repair, Not-in-family, White, Female,0,0,40, United-States, <=50K
+22, ?,219233, HS-grad,9, Never-married, ?, Own-child, Black, Male,0,1602,30, 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
+38, Federal-gov,238342, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7688,0,42, 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
+36, ?,216256, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,3464,0,30, United-States, <=50K
+50, Federal-gov,166419, 11th,7, Never-married, Sales, Not-in-family, Black, Female,3674,0,40, 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
+57, ?,300104, 5th-6th,3, Married-civ-spouse, ?, Husband, White, Male,7298,0,84, United-States, >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
+40, Private,316820, Some-college,10, Married-civ-spouse, Other-service, Husband, White, Male,0,1485,40, 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
+39, Private,165215, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1902,18, United-States, >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
+44, Self-emp-not-inc,124692, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, United-States, >50K
+37, Local-gov,128054, Some-college,10, Divorced, Adm-clerical, Unmarried, White, Female,0,0,40, United-States, <=50K
+39, Private,179731, Masters,14, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,2415,65, 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
+31, Private,132996, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,45, United-States, >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
+44, Private,98779, 10th,6, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,4386,0,60, United-States, <=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
+34, Private,195136, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1887,40, United-States, >50K
+41, Private,207685, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,0,45, ?, <=50K
+23, Private,222925, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Own-child, White, Female,2105,0,40, United-States, <=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
+29, Private,144259, Bachelors,13, Married-civ-spouse, Handlers-cleaners, Husband, Black, Male,4386,0,80, ?, >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
+53, Local-gov,221722, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Female,14344,0,50, 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
+42, Private,143046, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,0,1564,38, 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
+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
+39, Private,224531, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+20, Private,107801, Assoc-acdm,12, Never-married, Other-service, Own-child, White, Female,0,2205,18, 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
+43, Private,242488, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,5013,0,40, 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
+40, Local-gov,105717, Masters,14, Never-married, Adm-clerical, Not-in-family, White, Female,0,1876,35, 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
+34, ?,353881, Assoc-voc,11, Married-civ-spouse, ?, Husband, White, Male,3103,0,60, 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
+73, Private,301210, 1st-4th,2, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1735,20, United-States, <=50K
+32, Private,73621, Some-college,10, Divorced, Exec-managerial, Unmarried, White, Female,0,0,42, United-States, <=50K
+37, Private,108140, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,45, 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
+65, Private,149811, HS-grad,9, Divorced, Adm-clerical, Unmarried, White, Female,0,2206,59, Canada, <=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
+48, Private,248164, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,4386,0,50, 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
+26, Local-gov,117833, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,4865,0,35, 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
+49, State-gov,185800, Masters,14, Divorced, Prof-specialty, Unmarried, Black, Female,7430,0,40, 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
+50, Private,285200, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,35, 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
+46, Private,328216, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+62, Local-gov,159908, Bachelors,13, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,1258,38, United-States, <=50K
+43, Private,118308, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, 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
+43, Private,143582, 5th-6th,3, Married-civ-spouse, Machine-op-inspct, Wife, Asian-Pac-Islander, Female,0,2129,72, ?, <=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
+42, Self-emp-not-inc,170721, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2002,40, 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
+69, Private,106595, HS-grad,9, Widowed, Adm-clerical, Not-in-family, White, Female,1848,0,40, 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
+54, State-gov,123592, HS-grad,9, Separated, Adm-clerical, Unmarried, Black, Female,3887,0,35, United-States, <=50K
+25, Private,191921, Some-college,10, Never-married, Transport-moving, Own-child, White, Male,0,0,40, United-States, <=50K
+64, Local-gov,237379, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,3471,0,40, United-States, <=50K
+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
+51, Private,153870, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2603,40, 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
+43, State-gov,33331, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,70, 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
+51, Private,123703, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,4386,0,40, 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
+61, Private,230292, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,7688,0,40, United-States, >50K
+17, Private,114420, 11th,7, Never-married, Sales, Own-child, White, Female,0,0,30, United-States, <=50K
+26, Private,120238, Bachelors,13, Never-married, Craft-repair, Not-in-family, White, Male,3325,0,40, 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
+35, Private,36214, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,4386,0,47, 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
+39, Private,187098, Prof-school,15, Married-civ-spouse, Exec-managerial, Wife, White, Female,15024,0,47, 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
+62, Private,121319, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,3103,0,40, United-States, >50K
+53, Private,151580, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, United-States, >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
+45, Self-emp-not-inc,192203, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,40, 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
+31, State-gov,188900, Assoc-acdm,12, Never-married, Adm-clerical, Not-in-family, White, Female,3325,0,35, 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
+35, State-gov,172475, Bachelors,13, Never-married, Exec-managerial, Not-in-family, Asian-Pac-Islander, Female,2977,0,45, 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
+30, Private,97933, Assoc-acdm,12, Married-civ-spouse, Transport-moving, Wife, White, Female,0,1485,37, 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
+26, Private,164488, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,13550,0,50, United-States, >50K
+48, Private,200471, Bachelors,13, Married-civ-spouse, Transport-moving, Husband, White, Male,0,0,45, United-States, >50K
+69, Private,228921, Bachelors,13, Widowed, Prof-specialty, Not-in-family, White, Male,0,2282,40, 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
+31, Private,255004, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,0,1741,38, 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
+31, Private,369825, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,4101,0,50, 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
+43, Private,115323, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,40, 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
+47, Private,168262, Masters,14, Separated, Exec-managerial, Not-in-family, White, Male,99999,0,50, 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
+78, ?,27979, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,2228,0,32, 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
+52, Private,122109, HS-grad,9, Never-married, Prof-specialty, Unmarried, White, Female,0,323,40, 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
+29, Private,147755, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1672,40, 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
+28, Private,37359, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,50, 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
+30, Private,154950, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, United-States, >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
+38, Self-emp-inc,275223, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7688,0,40, 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
+45, Private,360393, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, 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
+23, Private,193090, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Female,3674,0,40, United-States, <=50K
+64, Private,151364, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Female,0,0,40, United-States, <=50K
+70, Local-gov,88638, Masters,14, Never-married, Prof-specialty, Unmarried, White, Female,7896,0,50, 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
+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
+34, State-gov,154246, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Male,4865,0,55, 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
+42, Local-gov,188291, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1902,40, United-States, >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
+33, Private,133503, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,2635,0,16, United-States, <=50K
+45, Private,146497, Some-college,10, Widowed, Exec-managerial, Unmarried, White, Female,0,0,55, United-States, <=50K
+19, Private,240468, Some-college,10, Married-spouse-absent, Sales, Own-child, White, Female,0,1602,40, 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, Private,306678, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2885,0,40, United-States, <=50K
+19, ?,217769, Some-college,10, Never-married, ?, Own-child, White, Female,594,0,10, United-States, <=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
+23, Private,220993, HS-grad,9, Never-married, Sales, Not-in-family, White, Male,0,1590,48, 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
+29, Self-emp-not-inc,151476, Assoc-voc,11, Never-married, Adm-clerical, Not-in-family, White, Female,2174,0,40, 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
+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
+38, Private,168407, Some-college,10, Divorced, Adm-clerical, Unmarried, White, Female,5721,0,44, 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
+28, Private,215955, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,40, 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
+32, Federal-gov,191385, Assoc-acdm,12, Divorced, Protective-serv, Not-in-family, White, Male,2174,0,40, 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
+30, Self-emp-inc,124420, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Male,4650,0,40, 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
+24, Self-emp-not-inc,322931, 7th-8th,4, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1902,40, 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
+48, Private,141944, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,4386,0,40, United-States, >50K
+32, Private,193042, Prof-school,15, Married-civ-spouse, Sales, Husband, White, Male,15024,0,60, 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
+32, Private,102858, Assoc-acdm,12, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2002,42, United-States, <=50K
+39, Private,84954, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,2829,0,65, 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
+60, Self-emp-not-inc,148492, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,50, United-States, >50K
+23, Private,106957, 11th,7, Never-married, Craft-repair, Own-child, Asian-Pac-Islander, Male,14344,0,40, Vietnam, >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
+29, Self-emp-not-inc,169544, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,5178,0,40, 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
+32, Private,105938, HS-grad,9, Never-married, Machine-op-inspct, Own-child, Black, Female,0,1602,20, United-States, <=50K
+28, Private,274679, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,0,0,50, United-States, <=50K
+25, Private,177499, Bachelors,13, Never-married, Craft-repair, Own-child, White, Male,0,1590,35, 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
+80, ?,29020, Prof-school,15, Married-civ-spouse, ?, Husband, White, Male,10605,0,10, 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
+48, Local-gov,238959, Masters,14, Divorced, Exec-managerial, Unmarried, Black, Female,9562,0,40, 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
+52, Self-emp-inc,181855, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, Other, Male,99999,0,65, 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
+40, Private,187164, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1672,45, 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
+47, State-gov,120429, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, 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
+52, Self-emp-inc,177727, 10th,6, Married-civ-spouse, Sales, Husband, White, Male,4064,0,45, 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
+22, Private,310152, Some-college,10, Never-married, Other-service, Not-in-family, White, Male,3325,0,40, United-States, <=50K
+25, Private,179953, Masters,14, Never-married, Prof-specialty, Own-child, White, Female,2597,0,31, United-States, <=50K
+31, Private,137952, Some-college,10, Married-civ-spouse, Other-service, Husband, Other, Male,0,0,40, Puerto-Rico, <=50K
+36, Private,103323, Assoc-acdm,12, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2829,0,40, United-States, <=50K
+46, Private,174426, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,40, United-States, <=50K
+46, State-gov,192779, Assoc-acdm,12, Divorced, Adm-clerical, Unmarried, White, Male,0,2258,38, 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
+30, Private,132601, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,50, United-States, >50K
+41, Self-emp-inc,253060, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7688,0,45, United-States, >50K
+50, Private,108435, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,60, 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
+39, Private,114678, HS-grad,9, Divorced, Other-service, Unmarried, Black, Female,5455,0,40, United-States, <=50K
+49, State-gov,142856, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,40, United-States, >50K
+36, Private,29702, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7688,0,40, 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
+55, Private,229029, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,48, 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
+18, ?,276864, Some-college,10, Never-married, ?, Own-child, White, Female,0,1602,20, United-States, <=50K
+56, Private,168625, HS-grad,9, Divorced, Prof-specialty, Not-in-family, White, Female,4101,0,40, 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,200453, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,40, 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
+39, Private,70995, Bachelors,13, Married-civ-spouse, Transport-moving, Husband, White, Male,15024,0,99, United-States, >50K
+28, Private,245790, HS-grad,9, Never-married, Craft-repair, Own-child, White, Male,0,0,40, United-States, <=50K
+31, Private,273324, Some-college,10, Never-married, Other-service, Own-child, White, Male,0,1721,16, 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
+90, Private,87372, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,20051,0,72, United-States, >50K
+49, Local-gov,173584, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,0,0,50, United-States, <=50K
+47, Local-gov,80282, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,3137,0,40, 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
+35, Private,186934, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, 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
+41, Self-emp-not-inc,144594, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2179,40, 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
+41, Private,156566, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,4386,0,50, 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
+69, Self-emp-inc,169717, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,6418,0,45, 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
+37, Local-gov,312232, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, White, Male,5178,0,40, 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
+37, Private,186934, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,15024,0,60, 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
+53, Federal-gov,205288, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,7688,0,35, United-States, >50K
+36, Private,154835, HS-grad,9, Separated, Adm-clerical, Own-child, Asian-Pac-Islander, Female,0,0,40, Philippines, <=50K
+45, Private,89028, HS-grad,9, Divorced, Craft-repair, Not-in-family, Asian-Pac-Islander, Male,10520,0,40, United-States, >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
+41, Self-emp-not-inc,200574, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,60, 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
+46, Self-emp-not-inc,182541, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1672,50, 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
+57, Private,173832, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, 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
+32, Self-emp-not-inc,70985, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,4064,0,40, 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
+32, Private,167531, Prof-school,15, Married-civ-spouse, Prof-specialty, Wife, Asian-Pac-Islander, Female,15024,0,50, United-States, >50K
+90, ?,77053, HS-grad,9, Widowed, ?, Not-in-family, White, Female,0,4356,40, 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
+43, Private,99212, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,48, 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
+90, Private,46786, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,9386,0,15, 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
+23, Private,211049, Some-college,10, Never-married, Tech-support, Not-in-family, White, Female,4101,0,40, United-States, <=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,177905, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,3908,0,40, United-States, <=50K
+32, Private,204374, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,60, 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
+58, Self-emp-not-inc,266707, 1st-4th,2, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2179,18, 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
+46, State-gov,119904, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Female,0,1564,55, 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
+56, Private,132026, Bachelors,13, Married-civ-spouse, Sales, Husband, Black, Male,7688,0,45, United-States, >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,103802, Bachelors,13, Never-married, Exec-managerial, Own-child, White, Female,0,1408,40, ?, <=50K
+50, Private,34832, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,15024,0,40, 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
+41, Private,35166, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, United-States, >50K
+24, Private,161092, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,40, United-States, >50K
+23, Private,223019, HS-grad,9, Never-married, Adm-clerical, Own-child, White, Female,0,0,40, 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
+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
+37, Self-emp-not-inc,268598, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Other, Male,7298,0,50, Puerto-Rico, >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
+42, Private,37869, Some-college,10, Divorced, Machine-op-inspct, Not-in-family, White, Male,0,1590,40, 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
+54, Self-emp-not-inc,242606, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,4386,0,45, 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
+38, Private,51100, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Male,3325,0,40, 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
+68, Private,193666, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,20051,0,55, 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
+29, Private,149324, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,40, United-States, >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
+35, Private,126569, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,4064,0,40, United-States, <=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
+77, ?,28678, Masters,14, Married-civ-spouse, ?, Husband, White, Male,9386,0,6, United-States, >50K
+19, ?,180976, 10th,6, Never-married, ?, Unmarried, White, Female,0,0,35, United-States, <=50K
+70, Private,282642, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,2174,40, 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
+44, Local-gov,177240, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Male,10520,0,40, 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
+21, Private,20728, HS-grad,9, Never-married, Sales, Own-child, White, Female,4101,0,40, United-States, <=50K
+47, Federal-gov,117628, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, >50K
+20, Private,91939, HS-grad,9, Never-married, Adm-clerical, Not-in-family, Black, Female,0,1721,30, 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
+21, Private,189888, HS-grad,9, Never-married, Handlers-cleaners, Not-in-family, White, Male,3325,0,60, 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
+72, Private,157593, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,1455,0,6, United-States, <=50K
+34, Private,101345, HS-grad,9, Married-civ-spouse, Other-service, Wife, White, Female,0,0,40, United-States, >50K
+51, Local-gov,176751, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+34, Private,207668, Some-college,10, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,1887,40, 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
+32, Private,134737, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,50, 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
+25, Private,321205, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,4101,0,35, 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
+47, Private,189680, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1977,40, 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
+33, ?,193172, Assoc-voc,11, Married-civ-spouse, ?, Own-child, White, Female,7688,0,50, 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
+50, Private,320510, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,40, 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
+28, Local-gov,175262, Assoc-acdm,12, Married-civ-spouse, Protective-serv, Husband, White, Male,0,2002,40, England, <=50K
+42, Private,152568, HS-grad,9, Widowed, Sales, Unmarried, Amer-Indian-Eskimo, Female,0,0,40, United-States, <=50K
+41, Private,182108, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,27828,0,35, United-States, >50K
+46, Private,273771, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,99999,0,40, 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
+39, Federal-gov,175232, Some-college,10, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,1977,60, United-States, >50K
+23, Private,173851, Some-college,10, Never-married, Craft-repair, Not-in-family, White, Male,0,0,40, United-States, <=50K
+50, Private,162327, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1902,50, ?, >50K
+36, Local-gov,51424, HS-grad,9, Divorced, Adm-clerical, Unmarried, White, Female,0,0,40, United-States, <=50K
+19, Private,123416, 12th,8, Separated, Prof-specialty, Own-child, White, Female,1055,0,40, 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
+41, Private,290660, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,55, United-States, >50K
+22, Private,151105, Some-college,10, Never-married, Sales, Other-relative, White, Female,0,0,18, 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
+72, ?,33608, Some-college,10, Married-civ-spouse, ?, Husband, White, Male,9386,0,30, United-States, >50K
+39, Private,317434, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, <=50K
+35, State-gov,126569, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+41, Private,289886, 5th-6th,3, Married-civ-spouse, Other-service, Husband, Other, Male,0,1579,40, Nicaragua, <=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
+22, Private,215395, Some-college,10, Never-married, Other-service, Not-in-family, White, Male,0,1602,10, 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
+31, Private,110554, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Wife, White, Female,4386,0,40, 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
+59, Private,191965, 11th,7, Married-civ-spouse, Other-service, Wife, White, Female,3908,0,28, United-States, <=50K
+54, Private,96792, HS-grad,9, Widowed, Other-service, Unmarried, White, Female,0,0,32, United-States, <=50K
+48, Private,185041, 7th-8th,4, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1672,55, 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
+52, Private,108435, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, Greece, >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
+36, Private,370767, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2377,60, United-States, <=50K
+43, Private,352005, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,45, 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
+40, Private,144594, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,2829,0,40, United-States, <=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
+45, Private,205100, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, United-States, >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
+64, Private,292639, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,10566,0,35, 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
+53, Private,193720, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,40, 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
+54, Private,234938, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,4064,0,55, United-States, <=50K
+46, Private,315423, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,2042,50, 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
+21, Private,119309, Some-college,10, Never-married, Tech-support, Own-child, White, Male,0,1602,16, United-States, <=50K
+42, Private,175935, HS-grad,9, Divorced, Transport-moving, Not-in-family, White, Male,0,1980,46, 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
+27, Private,152683, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,3908,0,35, 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
+25, Private,193820, Bachelors,13, Never-married, Sales, Not-in-family, White, Female,0,1876,40, United-States, <=50K
+58, Private,222247, 10th,6, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1887,40, 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
+32, Private,173730, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, United-States, >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
+40, State-gov,199381, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,37, 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
+44, Private,199031, Some-college,10, Divorced, Transport-moving, Own-child, White, Male,0,1380,40, 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
+70, Self-emp-not-inc,280639, HS-grad,9, Widowed, Other-service, Other-relative, White, Female,2329,0,20, 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
+46, Self-emp-inc,328216, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1902,42, ?, >50K
+29, Private,349154, 10th,6, Separated, Farming-fishing, Unmarried, White, Female,0,0,40, Guatemala, <=50K
+40, Local-gov,24763, Some-college,10, Divorced, Transport-moving, Unmarried, White, Male,6849,0,40, United-States, <=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
+46, Self-emp-inc,110702, Some-college,10, Divorced, Exec-managerial, Unmarried, White, Female,2036,0,60, 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
+31, Private,454508, 11th,7, Never-married, Craft-repair, Not-in-family, White, Male,0,2001,40, 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
+37, Private,277022, HS-grad,9, Never-married, Handlers-cleaners, Unmarried, White, Female,3887,0,40, Nicaragua, <=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, Private,46221, Doctorate,16, Married-spouse-absent, Other-service, Not-in-family, White, Male,27828,0,60, ?, >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
+36, Self-emp-not-inc,219611, Bachelors,13, Never-married, Sales, Not-in-family, Black, Female,2174,0,50, 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
+27, Federal-gov,105189, HS-grad,9, Divorced, Adm-clerical, Not-in-family, White, Male,4865,0,50, United-States, <=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
+43, Local-gov,209899, Masters,14, Never-married, Tech-support, Not-in-family, Black, Female,8614,0,47, 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
+41, Private,187881, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,3942,0,40, 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
+22, Private,100345, Bachelors,13, Never-married, Craft-repair, Not-in-family, White, Male,13550,0,55, 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
+55, Private,282023, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, 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
+60, Private,128367, Some-college,10, Divorced, Prof-specialty, Unmarried, White, Male,3325,0,42, United-States, <=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
+53, Private,233780, Assoc-voc,11, Divorced, Adm-clerical, Not-in-family, Black, Female,2202,0,40, 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
+38, Private,35429, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,2042,40, United-States, <=50K
+42, Private,154374, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2415,60, 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
+39, Private,43712, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, United-States, >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
+44, Private,120057, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,4386,0,45, 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
+41, Private,162189, HS-grad,9, Never-married, Machine-op-inspct, Own-child, White, Female,1831,0,40, Peru, <=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
+37, State-gov,191841, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Female,8614,0,40, 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
+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
+70, Self-emp-not-inc,155141, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2377,12, 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
+26, Private,247455, Bachelors,13, Married-civ-spouse, Sales, Wife, White, Female,5178,0,42, 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
+24, Private,585203, Bachelors,13, Married-civ-spouse, Exec-managerial, Wife, White, Female,7688,0,45, United-States, >50K
+62, Private,173601, Bachelors,13, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,40, 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
+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
+47, Local-gov,247676, Masters,14, Divorced, Prof-specialty, Unmarried, White, Female,5455,0,45, 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
+48, Self-emp-inc,254291, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,50, United-States, >50K
+62, Private,159908, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,0,38, United-States, >50K
+49, Private,40000, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,4064,0,44, United-States, <=50K
+69, Private,102874, HS-grad,9, Widowed, Adm-clerical, Not-in-family, White, Female,0,0,24, United-States, <=50K
+35, Private,117381, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,8614,0,45, 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
+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
+44, Private,307468, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,29, United-States, >50K
+38, Private,255941, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Female,10520,0,50, 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
+30, Private,235124, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,99999,0,40, United-States, >50K
+37, Local-gov,218490, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,7688,0,35, 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
+34, Private,189759, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,45, United-States, >50K
+39, Private,230467, Bachelors,13, Never-married, Sales, Own-child, White, Male,0,1092,40, Germany, <=50K
+36, Private,218542, Some-college,10, Divorced, Craft-repair, Unmarried, White, Female,0,0,40, United-States, <=50K
+57, Private,298507, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,3103,0,40, 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
+39, Private,179481, HS-grad,9, Never-married, Tech-support, Not-in-family, White, Male,4650,0,44, 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
+36, Self-emp-not-inc,285020, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,2885,0,40, 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
+52, Private,84278, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,55, ?, >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
+56, State-gov,54260, Doctorate,16, Married-civ-spouse, Prof-specialty, Not-in-family, Asian-Pac-Islander, Male,2885,0,40, China, <=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
+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
+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
+35, Private,474136, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,1408,40, United-States, <=50K
+43, Self-emp-not-inc,355856, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,0,0,50, Philippines, <=50K
+20, ?,144685, Some-college,10, Never-married, ?, Own-child, Asian-Pac-Islander, Female,0,1602,40, Taiwan, <=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
+44, Private,68729, Some-college,10, Married-civ-spouse, Sales, Husband, Asian-Pac-Islander, Male,0,1902,40, 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
+36, Private,32776, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,40, 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
+47, Local-gov,285060, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,41, 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
+58, Private,150560, Bachelors,13, Divorced, Adm-clerical, Not-in-family, White, Female,14084,0,40, 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
+59, Private,271571, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,50, 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
+38, Private,450924, 12th,8, Married-civ-spouse, Other-service, Husband, White, Male,3942,0,40, United-States, <=50K
+29, Private,120359, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,0,40, United-States, <=50K
+76, Private,93125, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,1424,0,24, 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
+68, ?,117542, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,1409,0,15, United-States, <=50K
+34, Private,242460, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+47, Self-emp-not-inc,112200, Bachelors,13, Never-married, Exec-managerial, Not-in-family, Black, Male,10520,0,45, United-States, >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
+63, Private,213945, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,40, Iran, >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
+33, State-gov,73296, HS-grad,9, Never-married, Other-service, Unmarried, Black, Female,1831,0,40, 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
+41, Private,116103, HS-grad,9, Widowed, Exec-managerial, Other-relative, White, Male,914,0,40, 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
+43, Local-gov,143828, Masters,14, Divorced, Prof-specialty, Unmarried, Black, Female,9562,0,40, United-States, >50K
+73, Private,242769, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3471,0,40, England, <=50K
+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, Private,151584, HS-grad,9, Divorced, Sales, Own-child, White, Male,0,1876,40, 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
+28, Private,34335, HS-grad,9, Divorced, Sales, Not-in-family, Amer-Indian-Eskimo, Male,14084,0,40, 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
+61, ?,135285, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,0,2603,32, 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
+49, Local-gov,102359, 9th,5, Widowed, Handlers-cleaners, Unmarried, White, Male,0,2231,40, 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
+20, Private,56322, Some-college,10, Never-married, Other-service, Own-child, White, Male,2176,0,25, United-States, <=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
+50, Private,237729, HS-grad,9, Widowed, Sales, Not-in-family, White, Female,0,2444,72, United-States, >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
+34, Private,187215, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,36, 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
+29, Private,184596, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,3942,0,50, United-States, <=50K
+18, Private,186909, HS-grad,9, Never-married, Sales, Other-relative, White, Female,1055,0,30, United-States, <=50K
+43, Private,152420, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,0,0,50, United-States, <=50K
+43, State-gov,261929, Doctorate,16, Married-spouse-absent, Prof-specialty, Unmarried, White, Male,25236,0,64, 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
+50, Local-gov,259377, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,40, 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
+51, Self-emp-inc,167793, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+59, Private,159008, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,20, United-States, >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
+24, Private,196816, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,3908,0,40, United-States, <=50K
+36, Private,237943, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+48, Self-emp-not-inc,164582, Some-college,10, Married-civ-spouse, Farming-fishing, Husband, White, Male,7298,0,60, United-States, >50K
+56, Private,295067, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,14084,0,45, United-States, >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
+40, Private,316820, 7th-8th,4, Married-civ-spouse, Sales, Husband, White, Male,4064,0,40, 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
+29, Private,183627, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3137,0,48, Ireland, <=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
+32, Private,290964, Bachelors,13, Never-married, Sales, Not-in-family, White, Female,0,1590,40, United-States, <=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
+54, Private,135803, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,15024,0,60, South, >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
+31, Private,263561, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2246,45, 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
+52, Private,23780, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,45, 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
+59, Private,230039, HS-grad,9, Never-married, Exec-managerial, Unmarried, White, Female,0,625,38, 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
+44, Private,355728, Some-college,10, Separated, Exec-managerial, Not-in-family, White, Male,0,1980,45, England, <=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
+47, Self-emp-inc,192894, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,45, 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
+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
+25, Private,123095, Some-college,10, Never-married, Adm-clerical, Own-child, White, Male,0,1590,40, United-States, <=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
+39, Private,196673, HS-grad,9, Married-civ-spouse, Other-service, Wife, White, Female,5013,0,40, United-States, <=50K
+51, Federal-gov,73670, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,4386,0,52, 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
+27, Private,60374, HS-grad,9, Widowed, Craft-repair, Unmarried, White, Female,0,1594,26, United-States, <=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
+42, Private,340234, HS-grad,9, Married-civ-spouse, Tech-support, Husband, Asian-Pac-Islander, Male,15024,0,40, 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
+48, Private,161187, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,2463,0,40, 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
+69, Private,370888, Assoc-acdm,12, Divorced, Adm-clerical, Not-in-family, White, Female,2964,0,6, Germany, <=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
+48, Self-emp-not-inc,328606, Prof-school,15, Divorced, Prof-specialty, Unmarried, White, Male,14084,0,63, 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
+61, ?,160625, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,4386,0,15, United-States, >50K
+39, Self-emp-not-inc,331481, Bachelors,13, Divorced, Craft-repair, Not-in-family, Black, Male,0,1669,60, ?, <=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
+32, Private,183811, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,2829,0,40, 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
+65, Private,190568, HS-grad,9, Widowed, Adm-clerical, Not-in-family, White, Female,0,810,36, 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
+32, Private,204567, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,99999,0,60, 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
+43, Private,397963, HS-grad,9, Divorced, Handlers-cleaners, Not-in-family, White, Male,594,0,16, 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
+67, ?,192916, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,3818,0,11, United-States, <=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
+34, Private,36069, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3908,0,46, 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
+29, Private,157612, Bachelors,13, Never-married, Sales, Not-in-family, White, Female,3325,0,45, 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
+45, Local-gov,326064, Some-college,10, Divorced, Adm-clerical, Unmarried, Black, Female,6497,0,35, 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
+65, Private,154171, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,20051,0,60, 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
+36, Private,206951, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1902,45, 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
+63, Private,180911, 11th,7, Married-civ-spouse, Protective-serv, Husband, White, Male,4386,0,37, 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
+31, Private,356882, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,5013,0,40, 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
+42, Self-emp-inc,130126, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,40, 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
+18, ?,255282, 11th,7, Never-married, ?, Own-child, Black, Male,0,1602,48, United-States, <=50K
+20, ?,346341, Some-college,10, Never-married, ?, Not-in-family, White, Female,0,0,35, United-States, <=50K
+27, Private,285897, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1848,45, United-States, >50K
+31, Private,356689, Bachelors,13, Never-married, Farming-fishing, Not-in-family, White, Male,0,0,40, United-States, <=50K
+52, Federal-gov,192386, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,5013,0,40, United-States, <=50K
+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
+49, Private,165468, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,55, United-States, >50K
+24, Private,49218, HS-grad,9, Divorced, Machine-op-inspct, Not-in-family, White, Male,0,0,40, 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
+56, Self-emp-not-inc,162130, 5th-6th,3, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,67, United-States, >50K
+39, Federal-gov,129573, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Male,0,1741,40, United-States, <=50K
+21, Private,306850, HS-grad,9, Never-married, Transport-moving, Own-child, White, Male,0,0,40, United-States, <=50K
+29, Private,135296, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,0,2258,45, United-States, >50K
+43, Self-emp-not-inc,187322, HS-grad,9, Divorced, Other-service, Unmarried, White, Male,0,0,45, United-States, <=50K
+23, Private,55674, Bachelors,13, Never-married, Protective-serv, Not-in-family, White, Female,2907,0,40, 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
+35, Private,44780, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,7688,0,20, 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
+47, Private,340982, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, Asian-Pac-Islander, Male,3103,0,40, Philippines, >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
+41, Private,53956, Bachelors,13, Divorced, Sales, Not-in-family, White, Male,0,1980,56, United-States, <=50K
+90, Private,175491, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,9386,0,50, Ecuador, >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
+38, Federal-gov,248919, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2051,40, 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
+51, Private,102615, Masters,14, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1977,40, United-States, >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
+26, Private,104746, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,60, United-States, <=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
+23, Private,107801, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,0,1617,25, 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
+57, Federal-gov,199114, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Male,0,2258,40, 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
+69, Local-gov,61958, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,1424,0,6, 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,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
+38, Private,132879, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,50, 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
+37, Self-emp-not-inc,241463, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1848,65, 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
+32, Private,351869, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1485,45, 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
+65, Local-gov,146454, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1648,4, Greece, <=50K
+52, Federal-gov,43705, Some-college,10, Married-civ-spouse, Other-service, Husband, White, Male,0,0,50, United-States, <=50K
+59, Private,122283, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,99999,0,40, India, >50K
+18, Private,376647, HS-grad,9, Never-married, Handlers-cleaners, Own-child, White, Male,2176,0,25, 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
+40, Private,226902, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+44, State-gov,150755, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,5013,0,40, 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
+57, Self-emp-not-inc,57071, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,3137,0,40, United-States, <=50K
+71, ?,35303, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,9386,0,30, 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
+64, ?,239529, 11th,7, Widowed, ?, Not-in-family, White, Female,3674,0,35, 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
+58, Self-emp-inc,21626, Assoc-voc,11, Divorced, Sales, Not-in-family, White, Male,2202,0,56, 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
+68, ?,146645, Doctorate,16, Married-civ-spouse, ?, Husband, White, Male,20051,0,50, United-States, >50K
+33, Private,221966, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,2202,0,50, 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
+36, Private,607848, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7688,0,45, 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
+55, Private,208311, Masters,14, Married-civ-spouse, Tech-support, Husband, White, Male,0,1977,20, United-States, >50K
+61, Private,28291, HS-grad,9, Divorced, Farming-fishing, Not-in-family, White, Female,0,0,82, United-States, <=50K
+42, Local-gov,121998, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+26, Private,36936, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2002,40, 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
+25, Private,282313, 10th,6, Never-married, Handlers-cleaners, Own-child, Black, Male,0,1602,40, 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
+36, Private,187847, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, United-States, >50K
+38, Private,116358, Some-college,10, Married-civ-spouse, Other-service, Husband, Asian-Pac-Islander, Male,0,0,40, Philippines, <=50K
+46, Self-emp-inc,198660, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,99999,0,72, United-States, >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
+34, Private,133503, Some-college,10, Divorced, Transport-moving, Not-in-family, White, Male,2174,0,40, 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
+30, Private,162442, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,50, United-States, >50K
+67, Private,279980, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,10605,0,10, 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
+45, Local-gov,215862, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,45, 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
+58, Private,349910, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+20, Private,266525, Some-college,10, Never-married, Prof-specialty, Other-relative, Black, Female,594,0,20, 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
+65, Private,242580, Some-college,10, Divorced, Prof-specialty, Not-in-family, White, Male,11678,0,50, United-States, >50K
+37, Private,173128, HS-grad,9, Divorced, Other-service, Not-in-family, White, Male,0,0,40, United-States, <=50K
+29, Private,87905, HS-grad,9, Divorced, Other-service, Not-in-family, White, Male,10520,0,40, United-States, >50K
+44, Private,173704, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,40, United-States, >50K
+37, Federal-gov,93225, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,7688,0,40, United-States, >50K
+38, Private,323269, Some-college,10, Married-civ-spouse, Other-service, Wife, Black, Female,0,0,40, United-States, <=50K
+35, Private,158046, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,5013,0,70, 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
+50, Private,158294, Assoc-voc,11, Married-civ-spouse, Tech-support, Husband, White, Male,3103,0,40, 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
+21, Private,201603, HS-grad,9, Never-married, Machine-op-inspct, Own-child, White, Male,2176,0,40, 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
+32, Private,330715, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,99999,0,40, 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
+51, Private,123011, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Male,0,2559,50, United-States, >50K
+25, Private,164938, HS-grad,9, Never-married, Machine-op-inspct, Own-child, White, Male,4416,0,40, United-States, <=50K
+28, ?,147471, HS-grad,9, Divorced, ?, Own-child, White, Female,0,0,10, United-States, <=50K
+30, Private,206046, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1848,40, 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
+33, Self-emp-not-inc,58702, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Wife, White, Female,3103,0,50, 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
+36, Private,198237, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, 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
+35, Private,167140, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,5013,0,40, 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
+32, Self-emp-inc,78530, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+47, Self-emp-not-inc,165468, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,7298,0,40, 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
+53, State-gov,43952, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,38, United-States, >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
+28, Private,184723, Bachelors,13, Never-married, Tech-support, Not-in-family, White, Female,0,1980,35, 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
+21, Private,148211, HS-grad,9, Never-married, Handlers-cleaners, Not-in-family, White, Male,3674,0,50, 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
+72, Local-gov,144515, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1258,40, 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
+36, Private,175232, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, United-States, >50K
+21, Private,51047, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,0,0,25, United-States, <=50K
+21, Private,334618, Some-college,10, Never-married, Protective-serv, Not-in-family, Black, Female,99999,0,40, United-States, >50K
+52, Local-gov,152795, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, <=50K
+56, Self-emp-inc,205601, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,70, United-States, >50K
+52, Private,129177, Bachelors,13, Widowed, Other-service, Not-in-family, White, Female,0,2824,20, 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
+54, Private,145714, HS-grad,9, Married-civ-spouse, Tech-support, Husband, White, Male,7688,0,25, 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
+38, Private,111499, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1977,99, 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
+60, Local-gov,124987, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, 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
+28, Private,181291, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,0,1564,50, United-States, >50K
+31, Private,206512, 11th,7, Never-married, Handlers-cleaners, Own-child, White, Male,0,0,25, United-States, <=50K
+28, State-gov,38309, Bachelors,13, Never-married, Prof-specialty, Own-child, White, Male,6849,0,40, United-States, <=50K
+37, Private,312766, HS-grad,9, Divorced, Other-service, Not-in-family, White, Female,0,0,40, United-States, <=50K
+52, Private,139671, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, United-States, >50K
+66, Federal-gov,38621, Assoc-voc,11, Widowed, Other-service, Unmarried, Black, Female,3273,0,40, 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, Federal-gov,56904, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,5013,0,45, 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
+54, Private,139703, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,40, Germany, >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
+49, Private,323798, Some-college,10, Divorced, Exec-managerial, Not-in-family, White, Male,3325,0,50, 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
+60, Federal-gov,165630, HS-grad,9, Married-civ-spouse, Tech-support, Husband, White, Male,0,1977,40, United-States, >50K
+45, Private,264526, Assoc-acdm,12, Divorced, Machine-op-inspct, Own-child, White, Male,0,0,40, United-States, <=50K
+48, Private,102359, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,60, 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
+46, Self-emp-not-inc,43348, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,55, United-States, >50K
+39, State-gov,239409, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,0,0,50, United-States, <=50K
+50, Private,337606, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1485,40, United-States, <=50K
+34, Private,32528, Assoc-voc,11, Married-spouse-absent, Adm-clerical, Unmarried, White, Female,0,974,40, 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
+43, Private,216042, Some-college,10, Divorced, Tech-support, Own-child, White, Female,0,1617,72, 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
+34, Private,164190, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,38, 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
+34, Self-emp-not-inc,234960, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, Black, Male,0,1887,48, 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
+52, Local-gov,40641, 10th,6, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, United-States, <=50K
+47, Private,169388, 11th,7, Divorced, Other-service, Unmarried, White, Female,0,0,15, United-States, <=50K
+36, Local-gov,410034, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,40, United-States, >50K
+48, Private,237525, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,65, United-States, >50K
+35, Private,150057, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,40, United-States, >50K
+49, Private,148549, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, 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
+49, Private,102583, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1848,44, United-States, >50K
+40, Private,277647, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,40, United-States, >50K
+55, Private,124808, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, Germany, >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
+45, Private,198223, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1902,45, 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
+40, Private,45687, Some-college,10, Divorced, Other-service, Not-in-family, Black, Male,4787,0,50, 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
+52, Self-emp-inc,254211, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,60, 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
+41, Federal-gov,185616, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,0,1980,40, United-States, <=50K
+43, Private,185832, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,48, United-States, >50K
+24, Private,254767, 7th-8th,4, Married-civ-spouse, Farming-fishing, Husband, White, Male,2105,0,50, 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
+39, Private,156897, HS-grad,9, Never-married, Craft-repair, Own-child, White, Male,0,2258,42, United-States, >50K
+48, Local-gov,145886, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Female,0,0,60, United-States, <=50K
+47, Local-gov,29819, Masters,14, Married-civ-spouse, Exec-managerial, Husband, Black, Male,0,1977,50, 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
+32, Private,112137, Preschool,1, Married-civ-spouse, Machine-op-inspct, Wife, Asian-Pac-Islander, Female,4508,0,40, Cambodia, <=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
+28, Self-emp-inc,219705, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5013,0,55, 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
+42, Private,94600, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, 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
+25, Private,40512, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,3674,0,30, 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
+46, Private,54985, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1887,40, 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
+32, Private,222221, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,42, 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
+46, Private,172581, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, 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
+47, Local-gov,114459, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,45, United-States, >50K
+47, ?,109832, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,5178,0,30, Canada, >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
+62, Self-emp-inc,118725, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, Black, Male,20051,0,72, 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
+46, Private,102771, Masters,14, Married-civ-spouse, Tech-support, Husband, White, Male,0,1977,40, United-States, >50K
+51, Private,89652, HS-grad,9, Divorced, Adm-clerical, Unmarried, White, Female,4787,0,24, 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
+33, Private,202046, Bachelors,13, Never-married, Handlers-cleaners, Not-in-family, White, Male,0,2001,40, 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
+37, Private,125550, HS-grad,9, Never-married, Tech-support, Not-in-family, White, Female,14084,0,35, United-States, >50K
+66, Private,116468, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,2936,0,20, 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
+70, Self-emp-inc,379819, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,10566,0,40, 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
+27, Local-gov,92431, Some-college,10, Never-married, Protective-serv, Not-in-family, White, Male,0,2231,40, 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
+32, Private,244147, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,0,1876,50, United-States, <=50K
+66, Self-emp-inc,253741, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1825,10, 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
+53, Self-emp-inc,96062, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,48, 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
+30, Private,84119, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2051,40, 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
+54, Private,225599, Masters,14, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,7298,0,40, India, >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
+25, Private,121102, Assoc-acdm,12, Never-married, Tech-support, Not-in-family, White, Female,0,2001,30, 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
+38, Private,173047, Bachelors,13, Divorced, Adm-clerical, Unmarried, Asian-Pac-Islander, Female,0,213,40, Philippines, <=50K
+59, Self-emp-not-inc,241297, Some-college,10, Widowed, Farming-fishing, Not-in-family, White, Female,6849,0,40, 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
+35, Private,200117, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,0,1887,50, ?, >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
+51, Private,29580, 11th,7, Married-civ-spouse, Sales, Husband, White, Male,4386,0,30, 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
+36, Private,20507, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,50, United-States, >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
+63, State-gov,194682, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, 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
+75, Self-emp-not-inc,205860, Some-college,10, Married-civ-spouse, Craft-repair, Husband, Black, Male,0,1735,40, 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
+65, Private,113323, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,3818,0,40, United-States, <=50K
+50, Self-emp-not-inc,312477, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,40, 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
+41, State-gov,518030, Bachelors,13, Never-married, Protective-serv, Not-in-family, Black, Male,0,1590,40, Puerto-Rico, <=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
+37, Self-emp-not-inc,32239, HS-grad,9, Divorced, Farming-fishing, Not-in-family, White, Male,27828,0,40, 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
+53, Self-emp-inc,251675, Some-college,10, Divorced, Sales, Not-in-family, White, Male,8614,0,50, Cuba, >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
+28, Self-emp-not-inc,209205, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, United-States, >50K
+32, Private,209808, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1740,47, 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
+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,145441, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,48, 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
+48, Private,254809, 10th,6, Divorced, Machine-op-inspct, Unmarried, White, Female,0,1594,32, 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
+34, Private,98283, Prof-school,15, Never-married, Tech-support, Not-in-family, Asian-Pac-Islander, Male,0,1564,40, India, >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
+59, Local-gov,114401, HS-grad,9, Widowed, Other-service, Not-in-family, White, Female,0,1504,19, United-States, <=50K
+45, Private,186272, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, Black, Male,7298,0,40, United-States, >50K
+46, Private,182689, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,0,40, United-States, <=50K
+25, Private,231016, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,4650,0,37, 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
+52, Private,143953, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+38, Private,275338, Bachelors,13, Divorced, Sales, Unmarried, White, Female,1151,0,40, 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
+33, Private,99339, Assoc-acdm,12, Divorced, Adm-clerical, Not-in-family, White, Female,0,880,40, 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
+23, Private,188409, 11th,7, Married-civ-spouse, Transport-moving, Husband, White, Male,4508,0,25, 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
+69, Private,108196, 9th,5, Never-married, Craft-repair, Other-relative, White, Male,2993,0,40, 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
+43, Private,208613, Prof-school,15, Married-spouse-absent, Prof-specialty, Not-in-family, White, Male,99999,0,40, 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
+30, Private,148524, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2057,40, 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
+33, Private,54782, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1579,42, 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
+41, Private,150533, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,2829,0,40, 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
+43, Private,403467, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Black, Male,7688,0,40, 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
+43, Private,115806, Masters,14, Divorced, Exec-managerial, Unmarried, White, Female,0,2547,40, 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
+27, Self-emp-inc,120126, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,45, 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
+47, Private,151584, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,60, 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
+62, Private,208711, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,50, 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
+41, ?,27187, Assoc-voc,11, Married-civ-spouse, ?, Husband, White, Male,0,2415,12, 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
+71, ?,100820, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,0,2489,15, United-States, <=50K
+56, Private,208431, Some-college,10, Widowed, Exec-managerial, Not-in-family, Black, Female,0,0,32, United-States, <=50K
+51, Private,143822, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, United-States, >50K
+20, Private,163205, Some-college,10, Separated, Other-service, Own-child, White, Female,0,0,30, United-States, <=50K
+53, Private,171924, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Male,14344,0,55, United-States, >50K
+33, State-gov,137616, Masters,14, Never-married, Prof-specialty, Not-in-family, Black, Female,0,0,35, United-States, <=50K
+27, Private,156516, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, Black, Female,0,2377,20, United-States, <=50K
+40, Private,119101, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, United-States, >50K
+45, Private,117556, Some-college,10, Divorced, Adm-clerical, Unmarried, Black, Female,0,0,32, United-States, <=50K
+54, Private,147863, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, Asian-Pac-Islander, Male,5013,0,40, Vietnam, <=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
+47, Private,33710, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,60, 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
+30, Private,164190, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,52, 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
+40, Private,145439, 5th-6th,3, Married-civ-spouse, Other-service, Husband, Other, Male,4064,0,40, Mexico, <=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
+23, Private,275818, Some-college,10, Never-married, Sales, Not-in-family, White, Female,0,1974,40, 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
+47, Local-gov,138342, 11th,7, Married-civ-spouse, Transport-moving, Husband, White, Male,3411,0,40, El-Salvador, <=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
+30, Self-emp-inc,321990, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, ?, >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
+29, Private,196116, Prof-school,15, Divorced, Prof-specialty, Own-child, White, Female,2174,0,72, 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
+35, Private,246449, HS-grad,9, Never-married, Other-service, Not-in-family, White, Male,3325,0,50, 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
+49, Private,30219, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,1669,40, United-States, <=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
+26, Private,302097, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3464,0,48, United-States, <=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
+28, Federal-gov,526528, Some-college,10, Never-married, Adm-clerical, Unmarried, Black, Female,3887,0,40, 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
+67, Self-emp-inc,411007, HS-grad,9, Widowed, Exec-managerial, Not-in-family, White, Female,15831,0,40, United-States, >50K
+44, Private,222434, HS-grad,9, Divorced, Machine-op-inspct, Own-child, White, Male,0,0,40, United-States, <=50K
+26, Private,180246, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+20, Private,146879, HS-grad,9, Never-married, Other-service, Not-in-family, White, Male,0,2001,40, 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,286750, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Black, Male,0,1902,40, 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
+61, Self-emp-inc,61040, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7688,0,36, 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
+19, Private,158118, HS-grad,9, Never-married, Other-service, Not-in-family, White, Female,0,1719,40, United-States, <=50K
+30, Private,447739, Doctorate,16, Never-married, Prof-specialty, Not-in-family, White, Male,0,0,60, United-States, <=50K
+90, ?,39824, HS-grad,9, Widowed, ?, Not-in-family, White, Male,401,0,4, United-States, <=50K
+76, ?,312500, 5th-6th,3, Widowed, ?, Unmarried, White, Female,0,0,40, United-States, <=50K
+47, Private,223342, HS-grad,9, Divorced, Adm-clerical, Unmarried, White, Female,0,1504,35, 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
+37, Private,200374, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, 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
+37, Federal-gov,22201, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, Asian-Pac-Islander, Male,7298,0,40, Philippines, >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
+69, Private,36956, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,20051,0,50, 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
+57, Self-emp-inc,161662, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,60, United-States, >50K
+56, Private,367200, HS-grad,9, Divorced, Craft-repair, Other-relative, White, Male,0,0,40, United-States, <=50K
+35, Private,86648, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,45, 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
+78, ?,135839, HS-grad,9, Widowed, ?, Not-in-family, White, Female,1086,0,20, United-States, <=50K
+18, Private,36251, 10th,6, Never-married, Other-service, Own-child, White, Female,0,0,15, United-States, <=50K
+40, Private,149102, HS-grad,9, Married-spouse-absent, Handlers-cleaners, Not-in-family, White, Male,2174,0,60, Poland, <=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
+31, Private,164243, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1579,40, 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
+38, State-gov,134069, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,60, United-States, >50K
+35, Private,209214, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,4386,0,35, 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
+41, Private,204410, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,44, United-States, >50K
+59, Self-emp-inc,223215, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, 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
+33, Private,207937, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,1092,40, 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
+36, State-gov,108320, Masters,14, Divorced, Prof-specialty, Unmarried, White, Male,5455,0,30, 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
+59, State-gov,398626, Doctorate,16, Divorced, Prof-specialty, Unmarried, White, Male,25236,0,45, 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
+49, Federal-gov,586657, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, United-States, >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
+31, Private,286406, HS-grad,9, Never-married, Exec-managerial, Not-in-family, White, Male,3325,0,40, 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
+26, Private,101812, HS-grad,9, Never-married, Machine-op-inspct, Unmarried, White, Male,5721,0,40, 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
+47, Private,328216, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,7298,0,40, United-States, >50K
+40, Private,280362, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,0,35, United-States, <=50K
+34, Private,212064, HS-grad,9, Separated, Adm-clerical, Unmarried, White, Female,7443,0,35, 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
+34, Private,216864, HS-grad,9, Divorced, Other-service, Unmarried, White, Female,0,3770,45, United-States, <=50K
+34, Private,245211, HS-grad,9, Never-married, Craft-repair, Unmarried, White, Male,2036,0,30, United-States, <=50K
+57, Private,437727, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,45, 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
+44, State-gov,136546, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+32, Private,185027, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,40, Ireland, >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
+25, Private,335005, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,3137,0,40, United-States, <=50K
+50, Local-gov,311551, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, 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
+24, Private,24243, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,1590,40, United-States, <=50K
+44, Self-emp-inc,151089, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,70, 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
+51, Private,192182, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,7298,0,40, 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
+53, Private,104461, Bachelors,13, Never-married, Other-service, Not-in-family, White, Male,8614,0,50, Italy, >50K
+33, Local-gov,183923, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,35, United-States, >50K
+30, Private,129707, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,35, 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
+46, Private,167515, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, 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
+36, Local-gov,241998, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1672,50, 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
+20, Private,169600, Some-college,10, Never-married, Prof-specialty, Own-child, White, Female,2176,0,12, 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
+46, Private,113806, 12th,8, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, ?, >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
+46, Private,184169, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,35, 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
+45, Private,178319, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, 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
+37, Private,220237, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,40, 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
+53, Private,139671, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, United-States, >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
+46, Federal-gov,213140, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,40, United-States, >50K
+54, Private,188136, Bachelors,13, Divorced, Sales, Not-in-family, White, Female,0,1408,38, United-States, <=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
+55, State-gov,71630, HS-grad,9, Divorced, Adm-clerical, Not-in-family, White, Female,0,1617,40, 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
+39, Private,77005, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,40, 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
+52, Private,204447, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,4386,0,40, United-States, >50K
+24, ?,151153, Some-college,10, Never-married, ?, Not-in-family, Asian-Pac-Islander, Male,99999,0,50, South, >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
+36, Private,247558, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,60, ?, >50K
+25, Private,178421, Bachelors,13, Never-married, Other-service, Not-in-family, White, Female,0,0,20, United-States, <=50K
+43, Private,484861, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,4064,0,38, 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
+54, Self-emp-not-inc,58898, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1579,48, United-States, <=50K
+39, Private,355468, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1887,46, 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
+72, Private,496538, HS-grad,9, Widowed, Adm-clerical, Not-in-family, White, Female,6360,0,40, 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
+69, Private,177374, HS-grad,9, Widowed, Adm-clerical, Unmarried, White, Female,1848,0,12, 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
+46, Self-emp-inc,120131, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,60, 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
+33, Private,34748, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,1887,20, 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
+33, Private,150570, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,3103,0,43, 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
+53, Private,122109, HS-grad,9, Separated, Adm-clerical, Unmarried, White, Female,0,1876,38, 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
+39, Self-emp-not-inc,230329, Some-college,10, Never-married, Prof-specialty, Not-in-family, White, Male,0,1564,12, 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
+55, Local-gov,99131, HS-grad,9, Married-civ-spouse, Prof-specialty, Other-relative, White, Female,0,2246,40, United-States, >50K
+52, State-gov,125796, Masters,14, Married-civ-spouse, Prof-specialty, Wife, Black, Female,0,1848,40, United-States, >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
+47, Private,133758, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Female,0,1974,40, United-States, <=50K
+22, Private,106843, 10th,6, Never-married, Craft-repair, Other-relative, White, Male,0,0,30, United-States, <=50K
+24, Private,117959, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,4386,0,40, 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
+40, Private,198692, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,5178,0,60, 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
+52, Private,168553, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1977,40, 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
+33, Private,144949, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, United-States, >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
+58, Private,106546, HS-grad,9, Divorced, Adm-clerical, Unmarried, White, Female,2174,0,40, 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
+37, Local-gov,99935, Masters,14, Married-civ-spouse, Protective-serv, Husband, White, Male,7688,0,50, 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
+32, Private,137076, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+43, Private,194726, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,55, 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
+50, Private,89041, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,50, 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
+21, Private,180339, Assoc-voc,11, Never-married, Farming-fishing, Not-in-family, White, Female,0,1602,30, 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
+60, ?,56248, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,0,1485,70, 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
+55, Private,223594, Some-college,10, Married-civ-spouse, Craft-repair, Husband, Black, Male,7688,0,40, Puerto-Rico, >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
+36, Private,169469, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, 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
+46, Self-emp-not-inc,197836, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1672,50, United-States, <=50K
+53, Private,158294, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, United-States, >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
+38, State-gov,103925, HS-grad,9, Divorced, Other-service, Unmarried, White, Female,2036,0,20, 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
+41, Self-emp-not-inc,169023, Bachelors,13, Married-civ-spouse, Adm-clerical, Wife, White, Female,7688,0,40, 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
+61, Private,107438, 7th-8th,4, Married-civ-spouse, Transport-moving, Husband, Black, Male,0,1651,40, United-States, <=50K
+70, Private,405362, 7th-8th,4, Widowed, Other-service, Unmarried, Black, Female,0,0,38, United-States, <=50K
+32, Private,175856, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,0,1902,40, United-States, >50K
+21, ?,262241, HS-grad,9, Never-married, ?, Other-relative, White, Male,0,0,40, 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
+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
+45, Private,199058, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,50, United-States, >50K
+29, Private,192010, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,0,0,60, Poland, <=50K
+34, Federal-gov,419691, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, White, Male,7298,0,54, United-States, >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
+50, State-gov,289207, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,45, 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
+39, Local-gov,423605, 12th,8, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1848,40, Nicaragua, >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
+22, Private,347867, HS-grad,9, Married-spouse-absent, Sales, Not-in-family, White, Male,0,1719,40, 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
+30, Private,189620, Some-college,10, Divorced, Prof-specialty, Not-in-family, White, Female,6849,0,40, England, <=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
+55, ?,216941, HS-grad,9, Married-civ-spouse, ?, Wife, White, Female,2885,0,40, 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
+59, Federal-gov,117299, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,40, 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
+50, Self-emp-not-inc,114758, Bachelors,13, Never-married, Craft-repair, Not-in-family, White, Male,4416,0,45, 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
+23, Private,213955, HS-grad,9, Never-married, Adm-clerical, Own-child, Black, Male,0,2001,40, 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
+41, Self-emp-not-inc,57924, Some-college,10, Married-civ-spouse, Farming-fishing, Husband, White, Male,7688,0,50, United-States, >50K
+90, ?,225063, Some-college,10, Never-married, ?, Own-child, Asian-Pac-Islander, Male,0,0,10, South, <=50K
+35, Self-emp-not-inc,202027, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,55, United-States, >50K
+20, Private,281356, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, Other, Male,0,0,40, United-States, <=50K
+42, Private,30824, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Female,2354,0,16, United-States, <=50K
+56, Private,98809, 7th-8th,4, Married-civ-spouse, Machine-op-inspct, Wife, White, Female,5013,0,45, 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
+36, Private,111499, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Female,14084,0,40, 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
+31, Local-gov,176185, Bachelors,13, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,4064,0,40, ?, <=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
+59, Private,530099, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,55, 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
+46, Private,85109, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1628,40, United-States, <=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
+60, Private,88055, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,3781,0,16, United-States, <=50K
+33, Private,238381, Some-college,10, Never-married, Craft-repair, Not-in-family, Black, Male,8614,0,40, 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
+33, Private,141841, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Black, Male,5178,0,40, 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
+46, State-gov,30219, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,38, 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
+65, Private,172510, Some-college,10, Widowed, Prof-specialty, Not-in-family, White, Female,1848,0,20, Hungary, <=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
+50, Self-emp-not-inc,155118, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Female,99999,0,35, 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
+60, Private,191446, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,40, 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
+41, Private,116797, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7298,0,50, 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
+45, Private,363677, Doctorate,16, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1977,30, United-States, >50K
+56, Private,219762, HS-grad,9, Married-civ-spouse, Sales, Wife, White, Female,0,0,35, 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
+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
+31, Private,213643, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,3908,0,40, 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
+35, Private,261241, HS-grad,9, Divorced, Transport-moving, Not-in-family, White, Male,0,1741,60, United-States, <=50K
+42, Federal-gov,108183, Masters,14, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,1902,40, South, >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
+65, ?,143118, HS-grad,9, Widowed, ?, Unmarried, White, Female,0,2206,10, United-States, <=50K
+31, Private,66278, Some-college,10, Married-civ-spouse, Prof-specialty, Wife, White, Female,3908,0,40, 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
+44, State-gov,154176, Some-college,10, Divorced, Adm-clerical, Not-in-family, Black, Female,0,1590,40, United-States, <=50K
+49, Private,180899, Masters,14, Divorced, Exec-managerial, Unmarried, White, Male,0,1755,45, United-States, >50K
+28, Private,205337, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, <=50K
+57, Private,180779, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, 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
+49, Private,176814, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,5178,0,40, United-States, >50K
+74, State-gov,88638, Doctorate,16, Never-married, Prof-specialty, Other-relative, White, Female,0,3683,20, United-States, >50K
+48, Private,248059, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5013,0,45, United-States, <=50K
+38, Private,409604, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+46, Private,332884, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,65, 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
+29, Self-emp-not-inc,70604, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,3464,0,40, 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
+43, State-gov,139734, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, United-States, >50K
+62, Private,197286, 12th,8, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,0,48, Germany, <=50K
+52, Private,229983, Prof-school,15, Married-civ-spouse, Prof-specialty, Wife, White, Female,3103,0,30, United-States, >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
+39, Federal-gov,193583, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Female,5455,0,60, United-States, <=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
+36, Self-emp-inc,216711, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,50, ?, >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
+37, Federal-gov,90881, Some-college,10, Separated, Exec-managerial, Not-in-family, White, Male,8614,0,55, 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
+53, Private,177916, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,40, 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
+47, Private,193047, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,50, 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
+37, Private,105813, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,40, 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
+51, State-gov,155594, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1887,40, 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
+28, Private,230856, Some-college,10, Never-married, Prof-specialty, Not-in-family, Black, Female,3325,0,50, 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
+37, Self-emp-not-inc,164526, Doctorate,16, Never-married, Prof-specialty, Not-in-family, White, Male,14084,0,45, 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
+50, Private,160724, Masters,14, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,7298,0,40, Philippines, >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
+39, Private,306646, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,3103,0,50, United-States, >50K
+50, Private,138179, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, 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
+40, Private,111483, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, 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
+47, Private,121836, Masters,14, Married-civ-spouse, Adm-clerical, Wife, White, Female,7688,0,38, 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
+38, State-gov,364958, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,3464,0,40, 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
+38, Private,126675, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,2205,40, 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
+48, Private,247685, Some-college,10, Divorced, Craft-repair, Not-in-family, White, Male,3325,0,40, 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
+50, Local-gov,50178, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,4064,0,55, United-States, <=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
+44, Private,239723, Some-college,10, Married-spouse-absent, Craft-repair, Unmarried, White, Female,1506,0,45, United-States, <=50K
+57, Private,231232, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, <=50K
+33, Private,236396, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1902,55, 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
+39, Self-emp-not-inc,134475, Bachelors,13, Divorced, Adm-clerical, Not-in-family, White, Male,0,1762,40, 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
+32, Private,207685, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Wife, Black, Female,3908,0,40, 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
+26, Private,144483, Assoc-voc,11, Divorced, Sales, Own-child, White, Female,594,0,35, United-States, <=50K
+19, Private,209826, Some-college,10, Never-married, Sales, Own-child, White, Female,0,0,15, United-States, <=50K
+53, Private,30244, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+46, Private,213611, 7th-8th,4, Married-spouse-absent, Priv-house-serv, Unmarried, White, Female,0,1594,24, Guatemala, <=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
+51, Self-emp-not-inc,118259, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3137,0,60, United-States, <=50K
+60, Private,145493, Some-college,10, Divorced, Adm-clerical, Not-in-family, White, Female,0,0,40, United-States, <=50K
+37, Private,219546, Bachelors,13, Married-civ-spouse, Exec-managerial, Other-relative, White, Male,3411,0,47, 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
+30, Private,340917, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, United-States, >50K
+37, Private,241998, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,0,1977,40, 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
+46, Private,337050, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,45, 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
+33, Private,164190, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+37, Private,252947, Bachelors,13, Never-married, Machine-op-inspct, Not-in-family, Black, Male,0,1719,32, 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
+41, Private,529216, Bachelors,13, Divorced, Tech-support, Unmarried, Black, Male,7430,0,45, ?, >50K
+33, Private,195576, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,4386,0,60, United-States, <=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
+59, Self-emp-not-inc,201263, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,55, United-States, >50K
+17, Private,75333, 10th,6, Never-married, Sales, Own-child, Black, Female,0,0,24, United-States, <=50K
+65, ?,299494, 11th,7, Married-civ-spouse, ?, Husband, White, Male,1797,0,40, United-States, <=50K
+56, Self-emp-not-inc,163212, HS-grad,9, Widowed, Adm-clerical, Unmarried, White, Female,99999,0,40, 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
+26, Private,177147, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Male,6849,0,65, 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
+44, Private,157249, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, Black, Male,0,1977,50, United-States, >50K
+65, Private,80174, HS-grad,9, Divorced, Exec-managerial, Other-relative, White, Female,1848,0,50, 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
+67, Self-emp-not-inc,106143, Doctorate,16, Married-civ-spouse, Sales, Husband, White, Male,20051,0,40, 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, Local-gov,117760, Assoc-voc,11, Never-married, Protective-serv, Not-in-family, White, Male,4650,0,40, United-States, <=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
+46, State-gov,27243, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,45, 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
+29, Private,39484, Bachelors,13, Married-civ-spouse, Other-service, Husband, White, Male,7298,0,42, 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,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
+76, ?,79445, 10th,6, Married-civ-spouse, ?, Husband, White, Male,1173,0,40, United-States, <=50K
+19, Private,187724, Some-college,10, Never-married, Other-service, Own-child, White, Female,0,0,25, United-States, <=50K
+28, Private,66777, Assoc-voc,11, Married-civ-spouse, Other-service, Other-relative, White, Female,3137,0,40, 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
+50, Self-emp-not-inc,176867, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,3781,0,40, 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
+44, Private,116825, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,80, 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
+32, Private,226975, Some-college,10, Never-married, Sales, Own-child, White, Male,0,1876,60, United-States, <=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
+71, ?,144872, Some-college,10, Married-civ-spouse, ?, Husband, White, Male,6514,0,40, 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
+45, Private,273194, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,3137,0,35, 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
+42, Private,184837, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Wife, White, Female,7298,0,40, 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
+61, Private,162391, 7th-8th,4, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1651,40, 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
+67, Local-gov,103315, Masters,14, Never-married, Exec-managerial, Other-relative, White, Female,15831,0,72, 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
+44, Private,196545, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+36, Private,544686, HS-grad,9, Never-married, Adm-clerical, Other-relative, White, Female,2907,0,40, Nicaragua, <=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
+66, Private,142624, Assoc-acdm,12, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,5556,0,40, Yugoslavia, >50K
+37, Self-emp-not-inc,192251, 10th,6, Married-civ-spouse, Other-service, Wife, White, Female,2635,0,40, United-States, <=50K
+35, Private,146091, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Female,0,0,40, United-States, <=50K
+42, Local-gov,174575, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,40, United-States, >50K
+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
+50, Local-gov,168672, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1902,40, 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
+35, Private,70447, Some-college,10, Never-married, Prof-specialty, Unmarried, Asian-Pac-Islander, Male,4650,0,20, United-States, <=50K
+30, Private,189759, Bachelors,13, Never-married, Transport-moving, Not-in-family, White, Male,4865,0,40, 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
+28, Private,38309, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Husband, White, Male,2407,0,40, United-States, <=50K
+53, Local-gov,202733, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,70, 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
+43, Local-gov,337469, Some-college,10, Divorced, Adm-clerical, Not-in-family, White, Female,594,0,20, Mexico, <=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
+32, Private,127610, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1902,32, 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
+37, Private,167735, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,40, 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
+55, Private,105582, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,3103,0,40, United-States, >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
+78, Self-emp-inc,188044, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2392,40, 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
+34, Private,208043, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,45, United-States, >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
+39, Private,52978, Some-college,10, Divorced, Other-service, Not-in-family, White, Female,0,1721,55, United-States, <=50K
+57, Private,169329, HS-grad,9, Married-civ-spouse, Tech-support, Husband, Black, Male,0,1887,40, Trinadad&Tobago, >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
+38, Private,192337, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+41, Private,287306, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+41, Private,101593, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, 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
+53, Private,223660, HS-grad,9, Widowed, Machine-op-inspct, Not-in-family, White, Male,6849,0,40, 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
+59, Private,182062, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,5013,0,40, United-States, <=50K
+32, Private,252752, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Female,13550,0,60, 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
+54, ?,31588, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,2635,0,40, 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
+49, Self-emp-inc,141058, Some-college,10, Divorced, Exec-managerial, Not-in-family, White, Male,0,2339,50, 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
+38, Private,76878, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, 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
+30, Private,43953, HS-grad,9, Never-married, Adm-clerical, Other-relative, White, Female,0,1974,40, 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
+26, Private,97153, Assoc-acdm,12, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,5178,0,40, 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
+54, Private,167770, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,55, 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
+38, ?,70282, Masters,14, Married-civ-spouse, ?, Wife, Black, Female,15024,0,2, 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
+42, Private,259757, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Male,0,653,50, 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
+57, Private,211804, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,3103,0,50, 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
+33, Self-emp-not-inc,155151, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1740,50, 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
+25, Private,203871, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1887,40, United-States, >50K
+57, State-gov,25045, Bachelors,13, Divorced, Adm-clerical, Unmarried, White, Male,2174,0,37, 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
+39, Private,291665, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,4508,0,24, United-States, <=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
+53, Private,366957, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,99999,0,50, India, >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
+38, Private,190895, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,50, United-States, >50K
+18, Private,126021, HS-grad,9, Never-married, Craft-repair, Own-child, White, Female,0,0,20, United-States, <=50K
+47, Private,27815, 9th,5, Divorced, Other-service, Not-in-family, White, Female,0,1719,30, 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
+60, Private,103344, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,40, 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
+21, Private,83033, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,2176,0,20, United-States, <=50K
+25, Private,172581, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,0,0,40, United-States, <=50K
+56, State-gov,274111, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Male,0,1669,40, United-States, <=50K
+42, Private,187795, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,55, 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
+42, Self-emp-not-inc,336513, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,60, 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
+42, Self-emp-not-inc,24763, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, 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
+32, Private,136204, Masters,14, Separated, Exec-managerial, Not-in-family, White, Male,0,2824,55, 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
+34, Private,394447, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,2463,0,50, France, <=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
+50, Private,238959, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,99999,0,60, ?, >50K
+59, Private,159048, HS-grad,9, Divorced, Other-service, Not-in-family, White, Female,0,0,40, United-States, <=50K
+46, Private,423222, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+47, Private,233511, Masters,14, Divorced, Sales, Not-in-family, White, Male,27828,0,60, United-States, >50K
+30, Private,327112, Bachelors,13, Divorced, Sales, Not-in-family, White, Male,0,1564,40, 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
+47, Private,138107, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Male,0,2258,40, 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
+43, Private,55213, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1977,52, United-States, >50K
+48, Private,38950, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+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
+54, Private,163671, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1887,65, 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
+54, Local-gov,185846, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,40, United-States, >50K
+42, Private,212894, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Husband, White, Male,2407,0,40, 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
+40, Private,220977, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,3103,0,40, India, >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
+43, Private,191814, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,7688,0,50, 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
+40, Private,222011, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,3325,0,40, 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
+39, Private,101146, HS-grad,9, Divorced, Prof-specialty, Not-in-family, White, Female,4650,0,40, 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
+49, Private,173115, 10th,6, Separated, Exec-managerial, Not-in-family, Black, Male,4416,0,99, United-States, <=50K
+33, Private,333701, Assoc-voc,11, Never-married, Other-service, Unmarried, Black, Male,0,0,40, United-States, <=50K
+21, State-gov,48121, Some-college,10, Never-married, Exec-managerial, Own-child, White, Male,0,1602,10, 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
+25, Private,104097, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,2829,0,60, 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
+50, Private,150999, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,40, 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
+45, Private,358886, 12th,8, Married-civ-spouse, Adm-clerical, Husband, White, Male,2407,0,50, 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
+36, Self-emp-not-inc,35945, 7th-8th,4, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,7298,0,45, 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
+55, Private,199067, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,42, 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
+49, State-gov,391585, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+46, Private,326857, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,0,2415,65, 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
+40, Private,207025, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,6849,0,38, United-States, <=50K
+39, Federal-gov,82622, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Male,0,0,45, United-States, <=50K
+51, Private,199688, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,60, ?, >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
+50, Private,205803, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,15024,0,40, 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
+37, Private,190987, Some-college,10, Married-civ-spouse, Sales, Wife, White, Female,7298,0,40, 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
+45, Private,225456, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,40, 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
+48, Local-gov,493862, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, Black, Male,7298,0,38, 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
+36, Private,192939, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,60, United-States, >50K
+43, Private,138184, HS-grad,9, Divorced, Other-service, Not-in-family, Black, Female,0,1762,35, United-States, <=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
+46, Private,181810, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, Black, Male,4064,0,40, United-States, <=50K
+24, Federal-gov,283918, Some-college,10, Divorced, Adm-clerical, Unmarried, Black, Female,0,0,25, United-States, <=50K
+42, Private,107276, Some-college,10, Never-married, Exec-managerial, Not-in-family, White, Female,0,2444,40, 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
+58, Private,123436, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, 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
+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
+42, Private,424855, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3908,0,40, 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
+27, Private,183627, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, 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
+59, Private,169982, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2002,50, 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
+39, Federal-gov,432555, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, Black, Male,0,1628,40, 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
+31, Private,43819, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,43, 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
+34, Private,25322, Bachelors,13, Married-spouse-absent, Machine-op-inspct, Not-in-family, Asian-Pac-Islander, Male,0,2339,40, ?, <=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
+58, Private,142076, HS-grad,9, Divorced, Tech-support, Not-in-family, White, Male,4787,0,39, 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
+36, Private,189404, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1977,35, 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
+34, Private,277314, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, Black, Male,0,1902,50, 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
+42, Private,117319, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1672,40, 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
+44, Local-gov,241851, Assoc-voc,11, Married-civ-spouse, Transport-moving, Husband, White, Male,4386,0,40, 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
+37, Private,204277, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1848,48, United-States, >50K
+55, Private,182460, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,35, 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
+47, Local-gov,162187, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1887,40, 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
+54, Private,154728, Assoc-voc,11, Married-civ-spouse, Tech-support, Husband, White, Male,7688,0,40, 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
+81, Self-emp-not-inc,123959, Bachelors,13, Widowed, Prof-specialty, Not-in-family, White, Female,0,1668,3, Hungary, <=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
+47, Private,155124, Assoc-voc,11, Divorced, Prof-specialty, Not-in-family, White, Female,0,1669,40, United-States, <=50K
+25, Private,396633, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, Black, Female,0,0,56, United-States, >50K
+45, Private,182313, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, 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
+41, Self-emp-inc,140365, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,55, 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
+66, Self-emp-inc,197816, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,10605,0,40, 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
+40, Private,160369, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2415,45, 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
+44, Private,267717, Masters,14, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,45, 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
+29, Private,190539, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,0,1590,50, United-States, <=50K
+30, Private,183620, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,0,45, United-States, <=50K
+48, Private,25468, Masters,14, Divorced, Exec-managerial, Not-in-family, White, Male,99999,0,50, 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
+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
+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
+60, State-gov,194252, Masters,14, Married-civ-spouse, Exec-managerial, Wife, White, Female,3103,0,40, 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
+45, Private,160647, Bachelors,13, Divorced, Adm-clerical, Unmarried, White, Female,4687,0,35, 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
+57, Self-emp-not-inc,291529, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,4386,0,13, 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
+29, Private,170301, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,2829,0,40, 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
+57, Private,299358, HS-grad,9, Widowed, Other-service, Other-relative, White, Female,0,1719,25, 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
+24, Private,163665, HS-grad,9, Never-married, Other-service, Not-in-family, White, Female,2174,0,40, 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
+26, Local-gov,242464, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,3103,0,40, United-States, >50K
+54, Private,155233, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Female,14084,0,40, 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
+35, Self-emp-not-inc,77146, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,2829,0,45, 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
+53, Private,152810, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,55, 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
+41, Private,320984, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,65, 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
+40, Private,105794, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Female,14084,0,50, 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
+32, Private,107793, HS-grad,9, Divorced, Other-service, Own-child, White, Male,2174,0,40, 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
+32, Private,396745, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,48, United-States, >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
+36, Private,100681, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Male,2463,0,40, United-States, <=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
+66, Private,169804, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,20051,0,40, United-States, >50K
+66, Local-gov,376506, Doctorate,16, Divorced, Prof-specialty, Not-in-family, White, Female,3273,0,40, United-States, <=50K
+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
+37, Local-gov,80680, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Female,1151,0,35, 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
+31, Private,188108, HS-grad,9, Never-married, Craft-repair, Own-child, White, Male,4101,0,40, 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
+34, Private,160261, HS-grad,9, Never-married, Tech-support, Own-child, Asian-Pac-Islander, Male,14084,0,35, China, >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
+30, Private,149368, HS-grad,9, Divorced, Sales, Unmarried, White, Male,1151,0,30, 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
+41, Self-emp-inc,151089, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2415,55, United-States, >50K
+46, Private,186820, Some-college,10, Married-civ-spouse, Other-service, Wife, White, Female,5013,0,40, 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
+25, Private,77071, Bachelors,13, Never-married, Prof-specialty, Own-child, White, Female,0,2339,35, United-States, <=50K
+42, Private,115085, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,0,50, United-States, <=50K
+43, Private,170525, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Female,14344,0,40, United-States, >50K
+17, Private,209949, 11th,7, Never-married, Sales, Own-child, White, Female,0,1602,12, 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
+72, Self-emp-inc,172407, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,50, 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
+69, Private,141181, 5th-6th,3, Married-civ-spouse, Adm-clerical, Husband, White, Male,1797,0,40, United-States, <=50K
+24, Private,267843, Bachelors,13, Never-married, Prof-specialty, Own-child, Black, Female,0,0,35, United-States, <=50K
+36, Private,181382, Assoc-voc,11, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3103,0,40, 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
+39, Self-emp-inc,239755, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,50, 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
+47, Private,274200, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, United-States, >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
+42, Federal-gov,52781, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+54, Self-emp-not-inc,172898, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,50, 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
+39, Private,186191, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1848,50, 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
+36, Private,184456, Prof-school,15, Never-married, Exec-managerial, Not-in-family, White, Male,27828,0,50, United-States, >50K
+26, Private,192302, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,0,25, United-States, <=50K
+22, Private,156822, 10th,6, Never-married, Sales, Not-in-family, White, Female,0,1762,25, 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
+31, Private,201122, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1902,45, 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
+38, Private,36989, Bachelors,13, Married-civ-spouse, Other-service, Husband, White, Male,3908,0,70, 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
+67, ?,129188, Doctorate,16, Married-civ-spouse, ?, Husband, White, Male,20051,0,5, 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
+45, Private,362883, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, 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, Private,127089, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,38, 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
+42, Private,87284, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,35, United-States, >50K
+46, Private,330087, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,45, 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
+40, Private,88909, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+45, Private,341995, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,42, 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
+43, Local-gov,209544, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Female,10520,0,50, United-States, >50K
+42, Local-gov,201723, Some-college,10, Never-married, Craft-repair, Not-in-family, White, Male,0,0,40, United-States, <=50K
+39, Self-emp-not-inc,343476, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, Japan, >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
+41, Private,106900, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,0,1902,42, 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
+21, Private,118712, Assoc-voc,11, Never-married, Craft-repair, Own-child, White, Male,0,1504,40, 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
+51, State-gov,454063, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, United-States, >50K
+67, Private,180539, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,0,10, United-States, <=50K
+42, Private,397346, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,3325,0,40, 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
+44, Self-emp-not-inc,274562, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,14344,0,40, 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
+43, Local-gov,198096, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, United-States, >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
+38, Private,184655, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1740,48, 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
+45, State-gov,213646, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, 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
+32, Private,29933, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,5178,0,40, 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
+59, Private,140569, Some-college,10, Separated, Sales, Not-in-family, White, Male,14084,0,60, United-States, >50K
+39, Private,87556, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,6849,0,40, 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
+46, Private,138370, 7th-8th,4, Married-civ-spouse, Other-service, Husband, Asian-Pac-Islander, Male,0,1651,40, China, <=50K
+27, Private,29523, 10th,6, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,0,40, United-States, <=50K
+29, Local-gov,383745, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1485,40, 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
+35, Self-emp-inc,189404, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1740,40, 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
+30, Local-gov,182926, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,15024,0,40, 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
+41, Private,204682, HS-grad,9, Divorced, Craft-repair, Unmarried, White, Male,2174,0,40, Japan, <=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
+19, Self-emp-not-inc,342384, 11th,7, Married-civ-spouse, Craft-repair, Own-child, White, Male,0,2129,55, 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
+33, Private,222221, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,45, 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
+60, Self-emp-inc,336188, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,80, United-States, >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
+55, Private,197399, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,55, 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
+58, Self-emp-inc,112945, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Male,27828,0,40, United-States, >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
+51, Private,339905, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7688,0,40, United-States, >50K
+42, Private,112956, HS-grad,9, Never-married, Transport-moving, Own-child, White, Male,0,0,40, United-States, <=50K
+43, Self-emp-not-inc,421837, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7298,0,50, Mexico, >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
+55, Private,147989, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,52, 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, Private,172571, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1848,54, 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
+44, Private,203761, Bachelors,13, Never-married, Prof-specialty, Own-child, White, Male,10520,0,40, United-States, >50K
+27, Private,167405, HS-grad,9, Married-spouse-absent, Farming-fishing, Own-child, White, Female,0,0,40, Mexico, <=50K
+40, Local-gov,188436, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,7298,0,40, United-States, >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
+27, Private,267325, HS-grad,9, Married-civ-spouse, Sales, Wife, White, Female,3464,0,40, 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
+33, Private,153151, HS-grad,9, Never-married, Handlers-cleaners, Own-child, White, Male,4416,0,40, 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
+72, Private,298070, Assoc-voc,11, Separated, Other-service, Unmarried, White, Female,6723,0,25, 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
+51, Private,237630, HS-grad,9, Married-civ-spouse, Tech-support, Husband, White, Male,7298,0,50, 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
+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,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
+67, Local-gov,342175, Masters,14, Divorced, Adm-clerical, Not-in-family, White, Female,2009,0,40, 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
+55, ?,123382, HS-grad,9, Separated, ?, Not-in-family, Black, Female,0,2001,40, 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
+65, ?,249043, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,10605,0,40, United-States, >50K
+31, Private,72630, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,14084,0,50, 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
+49, Private,153536, Some-college,10, Divorced, Prof-specialty, Not-in-family, White, Male,14084,0,44, 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
+32, Private,205152, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,40, 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
+49, Private,149949, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,1876,40, 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
+44, Private,109912, Doctorate,16, Married-civ-spouse, Exec-managerial, Wife, White, Female,15024,0,32, 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
+56, Private,99359, HS-grad,9, Divorced, Adm-clerical, Unmarried, White, Female,0,1617,40, United-States, <=50K
+38, Private,242559, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,0,0,38, United-States, <=50K
+20, Private,286391, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,2176,0,20, United-States, <=50K
+82, Private,132870, HS-grad,9, Widowed, Exec-managerial, Not-in-family, White, Female,0,4356,18, 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
+30, Private,72887, HS-grad,9, Married-civ-spouse, Craft-repair, Own-child, Asian-Pac-Islander, Male,3411,0,40, 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
+39, State-gov,221059, Masters,14, Married-civ-spouse, Prof-specialty, Other-relative, Other, Female,7688,0,38, United-States, >50K
+26, Private,340787, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,40, United-States, <=50K
+48, Private,140782, Masters,14, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1902,38, 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
+39, Federal-gov,257175, Bachelors,13, Divorced, Tech-support, Unmarried, Black, Female,0,625,40, United-States, <=50K
+59, Private,174864, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,45, 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
+55, Private,195329, HS-grad,9, Widowed, Other-service, Not-in-family, White, Female,2202,0,35, Italy, <=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
+55, Self-emp-not-inc,141409, 10th,6, Married-civ-spouse, Sales, Husband, White, Male,7688,0,50, 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
+44, Private,230684, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, United-States, >50K
+34, Private,345705, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,1408,38, United-States, <=50K
+33, Private,248584, Some-college,10, Married-civ-spouse, Other-service, Husband, White, Male,0,0,50, United-States, <=50K
+55, Private,436861, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Female,14084,0,40, 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
+33, Private,162572, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,40, 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
+60, Self-emp-inc,376133, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,15024,0,15, 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
+29, Private,193152, HS-grad,9, Never-married, Handlers-cleaners, Not-in-family, White, Male,0,1408,40, United-States, <=50K
+42, Private,248094, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1740,43, 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
+32, Self-emp-inc,161153, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1902,55, 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
+72, Private,97304, HS-grad,9, Married-spouse-absent, Machine-op-inspct, Unmarried, White, Male,2346,0,40, ?, <=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
+60, Private,142494, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+37, Self-emp-inc,26698, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1485,44, 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
+19, Private,184737, HS-grad,9, Never-married, Other-service, Own-child, White, Female,0,1721,40, 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
+36, Private,201769, 11th,7, Never-married, Protective-serv, Not-in-family, Black, Male,13550,0,40, 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
+67, ?,188903, 7th-8th,4, Married-civ-spouse, ?, Husband, White, Male,2414,0,40, United-States, <=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
+38, Private,297449, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,50, 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
+36, Private,184112, Prof-school,15, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,45, 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
+36, Private,225399, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+51, Private,348099, HS-grad,9, Never-married, Machine-op-inspct, Not-in-family, White, Female,0,1590,40, United-States, <=50K
+34, Private,185041, HS-grad,9, Never-married, Prof-specialty, Not-in-family, White, Female,0,1669,45, United-States, <=50K
+28, Private,309196, Bachelors,13, Never-married, Protective-serv, Not-in-family, White, Female,0,0,40, United-States, <=50K
+52, State-gov,254285, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,70, Germany, >50K
+39, Self-emp-inc,336226, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,60, 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
+43, Private,258049, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,53, United-States, >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
+36, Self-emp-inc,77146, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,45, United-States, >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
+39, Private,322143, 12th,8, Married-civ-spouse, Transport-moving, Husband, White, Male,15024,0,70, United-States, >50K
+55, Private,158702, Some-college,10, Never-married, Adm-clerical, Not-in-family, Black, Female,0,2339,45, ?, <=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
+36, Federal-gov,930948, Some-college,10, Separated, Adm-clerical, Unmarried, Black, Female,6497,0,56, United-States, <=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
+39, Private,174924, HS-grad,9, Separated, Exec-managerial, Not-in-family, White, Male,14344,0,40, 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
+46, Federal-gov,207022, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, United-States, >50K
+51, Local-gov,123011, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,35, United-States, >50K
+20, Private,184678, HS-grad,9, Never-married, Sales, Not-in-family, White, Female,0,0,32, United-States, <=50K
+40, Self-emp-inc,182437, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, 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
+40, Private,242619, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,4650,0,40, United-States, <=50K
+60, Local-gov,138502, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, White, Male,7298,0,48, United-States, >50K
+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
+62, Self-emp-inc,245491, Bachelors,13, Divorced, Sales, Not-in-family, White, Male,99999,0,40, 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
+76, Local-gov,169133, Some-college,10, Widowed, Adm-clerical, Not-in-family, White, Female,0,0,30, United-States, <=50K
+50, Private,99307, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,45, 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
+42, Local-gov,125461, Bachelors,13, Never-married, Exec-managerial, Own-child, White, Male,4650,0,35, 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
+35, Private,54595, 10th,6, Widowed, Other-service, Not-in-family, Black, Female,0,1980,40, 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
+49, Private,149049, Some-college,10, Divorced, Exec-managerial, Not-in-family, White, Male,14344,0,45, 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
+54, Private,203635, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,60, 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
+41, Private,274363, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,7298,0,42, United-States, >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
+31, Private,158162, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,13550,0,50, United-States, >50K
+46, Private,241935, 11th,7, Married-civ-spouse, Other-service, Husband, Black, Male,7688,0,40, 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
+27, Federal-gov,196386, Assoc-acdm,12, Married-civ-spouse, Adm-clerical, Husband, White, Male,4064,0,40, El-Salvador, <=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,114158, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1977,24, 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
+22, Private,200109, HS-grad,9, Married-civ-spouse, Priv-house-serv, Wife, White, Female,4508,0,40, 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
+62, Private,238913, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,2829,0,24, 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
+31, Private,323069, Assoc-acdm,12, Divorced, Sales, Unmarried, White, Female,0,880,45, United-States, <=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
+47, Self-emp-not-inc,228660, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1977,40, 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
+49, Private,84298, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7688,0,40, 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
+31, Private,279015, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2415,70, Taiwan, >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
+47, Private,209460, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,47, 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
+47, Federal-gov,20956, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1740,40, 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
+51, Private,90363, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,15024,0,40, 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
+27, Private,34273, Assoc-voc,11, Never-married, Prof-specialty, Not-in-family, White, Female,0,1876,36, Canada, <=50K
+25, Private,161027, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,5178,0,40, 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
+44, Private,74680, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,50, United-States, >50K
+52, Self-emp-inc,334273, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,65, 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
+39, Private,237943, HS-grad,9, Divorced, Machine-op-inspct, Unmarried, White, Male,0,1726,40, 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
+41, Private,267252, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,0,1902,40, United-States, >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
+60, State-gov,165827, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,60, 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
+38, Private,87556, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,55, 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
+57, Private,61761, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1672,45, United-States, <=50K
+62, Private,103344, Bachelors,13, Widowed, Exec-managerial, Not-in-family, White, Male,10520,0,50, 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
+46, Federal-gov,341762, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,45, 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
+28, Self-emp-not-inc,315417, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Male,2176,0,40, 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
+55, Self-emp-not-inc,145574, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Male,34095,0,60, 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
+45, Private,101452, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, England, >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
+44, Private,126199, Some-college,10, Divorced, Transport-moving, Unmarried, White, Male,1831,0,50, 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
+51, Private,338620, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+34, ?,286689, Masters,14, Never-married, ?, Not-in-family, White, Male,4650,0,30, 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
+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
+29, Private,286452, Assoc-acdm,12, Divorced, Sales, Unmarried, White, Female,3418,0,40, United-States, <=50K
+47, Private,162034, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,0,60, United-States, >50K
+30, Private,186932, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,75, 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
+27, Private,165365, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, Asian-Pac-Islander, Male,2885,0,40, Laos, <=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
+31, Self-emp-not-inc,325355, Bachelors,13, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1902,40, 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
+30, Self-emp-inc,173858, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,0,1902,40, South, >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
+42, Private,175943, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Wife, White, Female,7298,0,35, United-States, >50K
+66, ?,306178, 10th,6, Divorced, ?, Not-in-family, White, Male,2050,0,40, 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
+41, Private,352812, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1902,40, 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
+45, Private,233511, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,60, 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
+36, Private,174717, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, United-States, >50K
+67, Private,224984, HS-grad,9, Widowed, Adm-clerical, Not-in-family, White, Female,15831,0,16, Germany, >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
+47, Private,149700, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,15024,0,40, 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
+26, Private,82246, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,0,1876,38, 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
+59, Private,153484, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,50, 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
+40, Private,104196, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,40, 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
+33, Local-gov,281784, Bachelors,13, Never-married, Tech-support, Not-in-family, Black, Male,0,1564,52, 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
+75, Self-emp-not-inc,309955, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2174,50, 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
+50, Federal-gov,299831, Some-college,10, Divorced, Adm-clerical, Unmarried, White, Female,0,880,40, United-States, <=50K
+47, Private,162741, Assoc-acdm,12, Married-civ-spouse, Prof-specialty, Wife, Black, Female,15024,0,40, United-States, >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
+45, Local-gov,159816, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1977,35, 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
+50, Private,124963, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,55, 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
+28, Private,190067, Bachelors,13, Never-married, Prof-specialty, Own-child, White, Female,0,1564,40, United-States, >50K
+63, Private,181828, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,0,48, ?, <=50K
+32, Private,203674, Assoc-acdm,12, Divorced, Prof-specialty, Unmarried, White, Female,0,880,36, United-States, <=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
+43, Private,220109, Some-college,10, Married-civ-spouse, Other-service, Husband, White, Male,0,1672,44, United-States, <=50K
+41, Private,208470, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,40, United-States, >50K
+54, Private,28683, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,3464,0,40, 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
+66, Local-gov,36364, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2267,40, 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
+27, Private,31659, Bachelors,13, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1887,60, 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
+50, Private,211319, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,50, 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
+46, Federal-gov,102308, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, 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,467579, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Black, Male,0,1887,40, United-States, >50K
+31, Private,145139, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, >50K
+39, Private,231141, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2829,0,40, 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
+60, Self-emp-not-inc,73091, HS-grad,9, Separated, Other-service, Not-in-family, Black, Male,0,1876,50, 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
+48, Private,109832, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, United-States, >50K
+39, Self-emp-inc,116358, Bachelors,13, Married-civ-spouse, Sales, Husband, Asian-Pac-Islander, Male,7688,0,40, ?, >50K
+68, Self-emp-not-inc,195881, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,2414,0,40, United-States, <=50K
+33, Private,183000, Some-college,10, Never-married, Other-service, Not-in-family, White, Male,0,0,24, United-States, <=50K
+22, Without-pay,302347, HS-grad,9, Never-married, Handlers-cleaners, Own-child, White, Male,4416,0,40, 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
+18, Private,144711, HS-grad,9, Never-married, Sales, Not-in-family, White, Female,0,1721,40, United-States, <=50K
+39, Private,382802, 10th,6, Widowed, Machine-op-inspct, Not-in-family, Black, Male,0,1590,40, 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
+56, Self-emp-not-inc,50791, Masters,14, Divorced, Sales, Not-in-family, White, Male,0,1876,60, 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
+37, Private,125933, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, 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
+41, Self-emp-inc,223671, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1887,55, 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
+28, Self-emp-inc,201186, HS-grad,9, Married-civ-spouse, Sales, Husband, Black, Male,99999,0,40, United-States, >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
+52, Federal-gov,291096, Assoc-acdm,12, Married-civ-spouse, Other-service, Husband, White, Male,7298,0,40, 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
+53, Self-emp-inc,42924, Doctorate,16, Divorced, Exec-managerial, Not-in-family, White, Male,14084,0,50, 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
+27, Private,191628, HS-grad,9, Never-married, Transport-moving, Not-in-family, Black, Male,2174,0,40, 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
+42, Private,322385, Assoc-voc,11, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2407,0,40, 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
+35, Private,81232, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, 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
+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
+41, Self-emp-inc,73431, Bachelors,13, Widowed, Prof-specialty, Unmarried, White, Female,0,0,40, United-States, <=50K
+48, Private,155664, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,70, United-States, >50K
+27, ?,182386, 11th,7, Divorced, ?, Unmarried, White, Female,0,0,35, United-States, <=50K
+53, State-gov,281074, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Male,0,1092,40, 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
+41, Private,174575, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1887,45, United-States, >50K
+67, Private,101132, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, White, Male,1797,0,40, 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
+34, Self-emp-not-inc,213226, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1485,35, ?, <=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,223352, HS-grad,9, Never-married, Other-service, Not-in-family, White, Female,1055,0,30, 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
+44, Private,207685, HS-grad,9, Never-married, Exec-managerial, Not-in-family, White, Male,0,1564,55, England, >50K
+49, Local-gov,46537, HS-grad,9, Divorced, Adm-clerical, Not-in-family, White, Female,594,0,10, 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
+32, Federal-gov,42900, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, 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
+22, Private,31387, Bachelors,13, Married-civ-spouse, Adm-clerical, Own-child, Amer-Indian-Eskimo, Female,2885,0,25, 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
+60, State-gov,234854, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+25, Private,120238, 11th,7, Married-civ-spouse, Transport-moving, Husband, White, Male,5178,0,40, Poland, >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
+47, Self-emp-not-inc,208407, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2002,30, 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
+62, ?,160155, 7th-8th,4, Married-civ-spouse, ?, Husband, White, Male,6418,0,40, 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
+40, Private,166662, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,45, United-States, >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
+35, Private,252897, Assoc-acdm,12, Never-married, Adm-clerical, Not-in-family, White, Female,14344,0,40, 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
+23, Private,565313, Some-college,10, Never-married, Other-service, Own-child, Black, Male,2202,0,80, 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
+45, Federal-gov,207107, Assoc-acdm,12, Divorced, Adm-clerical, Unmarried, Asian-Pac-Islander, Male,0,2080,40, Philippines, <=50K
+26, Local-gov,138597, HS-grad,9, Never-married, Other-service, Unmarried, Black, Female,0,0,25, United-States, <=50K
+42, Local-gov,180985, 10th,6, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,99999,0,40, 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
+34, Private,34862, Bachelors,13, Divorced, Sales, Not-in-family, Amer-Indian-Eskimo, Male,0,1564,60, 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
+32, Private,48458, HS-grad,9, Never-married, Sales, Own-child, Black, Female,0,1669,45, United-States, <=50K
+58, Private,201393, Assoc-acdm,12, Divorced, Adm-clerical, Not-in-family, White, Male,0,1876,40, 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
+58, Private,126104, Masters,14, Divorced, Adm-clerical, Not-in-family, White, Female,0,1980,45, 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
+35, Private,115214, HS-grad,9, Never-married, Machine-op-inspct, Unmarried, White, Male,6497,0,65, 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
+58, Private,244605, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,3908,0,40, United-States, <=50K
+38, Private,150601, 10th,6, Separated, Adm-clerical, Unmarried, White, Male,0,3770,40, 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
+28, Private,346406, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1672,50, 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
+39, Private,99357, Masters,14, Divorced, Prof-specialty, Own-child, White, Female,1506,0,40, 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
+38, Private,275223, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7298,0,40, United-States, >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
+41, Private,200671, Bachelors,13, Divorced, Transport-moving, Own-child, Black, Male,6497,0,40, 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
+44, Private,222978, HS-grad,9, Divorced, Sales, Not-in-family, White, Female,0,1504,40, 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
+38, Private,22494, Some-college,10, Divorced, Adm-clerical, Not-in-family, White, Female,7443,0,40, 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
+27, Private,221366, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,3103,0,50, 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
+64, ?,159938, HS-grad,9, Divorced, ?, Not-in-family, White, Male,8614,0,40, 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
+48, Private,118889, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,2885,0,15, United-States, <=50K
+50, Private,166220, Assoc-acdm,12, Married-civ-spouse, Sales, Wife, White, Female,3942,0,40, 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
+24, Private,141113, 7th-8th,4, Married-civ-spouse, Sales, Husband, White, Male,2580,0,40, 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
+69, Private,159522, 7th-8th,4, Divorced, Machine-op-inspct, Unmarried, Black, Female,2964,0,40, United-States, <=50K
+22, Private,112130, HS-grad,9, Never-married, Other-service, Not-in-family, Black, Female,0,0,40, United-States, <=50K
+45, Private,192835, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,3942,0,40, United-States, <=50K
+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
+38, Self-emp-not-inc,93206, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,0,1902,65, 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
+37, Private,287031, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,75, 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
+59, Private,159724, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,7298,0,55, 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
+51, Private,145714, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,50, ?, >50K
+27, Private,133937, Some-college,10, Never-married, Exec-managerial, Not-in-family, White, Male,0,0,45, United-States, <=50K
+41, State-gov,293485, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,3103,0,40, 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
+40, Private,139193, HS-grad,9, Divorced, Machine-op-inspct, Not-in-family, White, Male,0,1980,48, 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
+18, Private,193290, Some-college,10, Never-married, Other-service, Own-child, White, Male,0,1721,20, 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
+33, Private,460408, HS-grad,9, Never-married, Sales, Not-in-family, White, Male,3325,0,50, United-States, <=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
+27, Private,57052, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,2885,0,40, 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
+57, Private,142791, 7th-8th,4, Widowed, Sales, Other-relative, White, Female,0,1602,3, United-States, <=50K
+58, Self-emp-not-inc,43221, Some-college,10, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,2415,40, 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
+41, Private,152742, Assoc-voc,11, Divorced, Tech-support, Not-in-family, White, Female,3325,0,40, 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
+39, Private,114844, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,0,1876,50, 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
+50, Private,150876, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, Black, Male,0,1887,55, United-States, >50K
+51, Private,257337, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,0,50, United-States, <=50K
+47, Private,329144, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,4386,0,45, 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
+42, Private,190179, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,40, United-States, >50K
+40, Private,168071, Assoc-voc,11, Divorced, Tech-support, Not-in-family, White, Male,3325,0,40, United-States, <=50K
+39, Self-emp-not-inc,202027, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, 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
+51, Private,101722, 7th-8th,4, Married-civ-spouse, Exec-managerial, Husband, Amer-Indian-Eskimo, Male,3908,0,47, 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
+36, Private,116608, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,4865,0,40, 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
+70, Private,278139, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,3432,0,40, 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
+41, Private,352834, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,55, United-States, >50K
+36, Private,99146, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1887,40, United-States, >50K
+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
+25, Private,194897, HS-grad,9, Never-married, Sales, Own-child, Amer-Indian-Eskimo, Male,6849,0,40, 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
+36, Private,175759, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,50, 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
+28, Self-emp-not-inc,54683, Some-college,10, Never-married, Craft-repair, Not-in-family, White, Male,0,1590,40, 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
+28, Private,119793, Assoc-voc,11, Divorced, Exec-managerial, Not-in-family, White, Male,10520,0,50, 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
+61, Private,170262, HS-grad,9, Married-civ-spouse, Exec-managerial, Wife, White, Female,15024,0,38, 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
+31, Private,184306, Assoc-voc,11, Never-married, Transport-moving, Own-child, White, Male,0,1980,60, 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
+34, Local-gov,105540, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2051,40, United-States, <=50K
+44, Private,408717, HS-grad,9, Divorced, Sales, Not-in-family, White, Male,3674,0,50, 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
+34, ?,205256, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,2885,0,80, 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
+33, Private,168981, Masters,14, Divorced, Exec-managerial, Own-child, White, Female,14084,0,50, 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
+27, Private,169117, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, Black, Female,0,1887,40, 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
+28, Private,124680, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,6849,0,60, United-States, <=50K
+52, Local-gov,43909, HS-grad,9, Divorced, Adm-clerical, Unmarried, Black, Female,0,0,40, United-States, <=50K
+34, Private,112820, HS-grad,9, Separated, Handlers-cleaners, Not-in-family, White, Male,2463,0,40, United-States, <=50K
+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
+46, Private,190115, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1887,40, 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
+28, Private,72443, Some-college,10, Never-married, Exec-managerial, Not-in-family, White, Male,0,1669,60, 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
+54, Private,249322, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7688,0,50, 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
+59, Local-gov,171328, HS-grad,9, Separated, Protective-serv, Other-relative, Black, Female,0,2339,40, United-States, <=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
+67, Private,264095, Some-college,10, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,9386,0,24, Cuba, >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
+41, Federal-gov,197069, Some-college,10, Married-spouse-absent, Adm-clerical, Not-in-family, Black, Male,4650,0,40, 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
+57, Private,127728, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+51, ?,172175, Doctorate,16, Never-married, ?, Not-in-family, White, Male,0,2824,40, 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
+44, Federal-gov,240628, Assoc-acdm,12, Divorced, Exec-managerial, Not-in-family, White, Female,2354,0,40, 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
+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
+26, Private,58098, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Female,0,1974,40, United-States, <=50K
+46, ?,37672, HS-grad,9, Divorced, ?, Not-in-family, White, Female,0,0,15, United-States, <=50K
+55, Private,198145, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, 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
+48, State-gov,212954, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, 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
+51, Private,221672, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, 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
+46, Private,147640, 5th-6th,3, Married-civ-spouse, Transport-moving, Husband, Amer-Indian-Eskimo, Male,0,1902,40, 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
+51, State-gov,105943, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,3908,0,40, 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
+45, Private,148549, Some-college,10, Divorced, Craft-repair, Not-in-family, White, Male,27828,0,56, 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
+61, Private,160942, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,3103,0,50, United-States, <=50K
+44, Private,107584, Masters,14, Married-civ-spouse, Adm-clerical, Husband, White, Male,3908,0,50, 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
+19, Private,42069, HS-grad,9, Never-married, Transport-moving, Own-child, White, Male,2176,0,45, United-States, <=50K
+26, ?,131777, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,0,2002,40, 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
+63, Self-emp-not-inc,179400, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,2290,0,20, 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
+48, Local-gov,121622, Masters,14, Never-married, Prof-specialty, Unmarried, White, Female,0,1380,40, 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
+44, Private,192381, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1848,40, 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
+70, Self-emp-not-inc,36311, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,20051,0,35, 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
+61, Self-emp-not-inc,215591, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,40, 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
+25, Private,114345, 9th,5, Never-married, Craft-repair, Unmarried, White, Male,914,0,40, 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
+30, Private,145231, Assoc-acdm,12, Divorced, Adm-clerical, Own-child, White, Female,0,1762,40, 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
+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
+39, Private,218490, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,40, 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
+36, Private,175360, Masters,14, Never-married, Adm-clerical, Not-in-family, White, Male,13550,0,50, 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
+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
+27, Private,112754, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1485,60, 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
+49, Local-gov,159641, Bachelors,13, Divorced, Exec-managerial, Unmarried, White, Female,0,625,40, 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
+39, Local-gov,132879, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,40, 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,215384, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,0,1974,55, 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, Private,168232, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1887,45, 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
+78, Self-emp-inc,385242, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,9386,0,45, 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
+26, Private,183171, 11th,7, Never-married, Other-service, Own-child, Black, Male,1055,0,32, 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
+55, Self-emp-not-inc,248841, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,40, 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
+28, Private,147560, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1902,55, 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
+41, Self-emp-inc,495061, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,70, United-States, >50K
+34, Local-gov,134886, HS-grad,9, Married-civ-spouse, Other-service, Wife, White, Female,0,1740,35, 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
+42, Private,384236, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+38, Private,383239, 10th,6, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,40, 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
+26, Private,116044, 11th,7, Separated, Craft-repair, Other-relative, White, Male,2907,0,50, 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
+37, Private,177858, Some-college,10, Never-married, Exec-managerial, Not-in-family, White, Male,2174,0,40, 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
+64, Self-emp-inc,59145, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,60, 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
+31, Private,187901, Some-college,10, Never-married, Sales, Not-in-family, White, Female,0,1504,40, United-States, <=50K
+50, Private,266529, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, <=50K
+18, ?,256179, Some-college,10, Never-married, ?, Own-child, White, Male,594,0,10, 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
+37, Self-emp-inc,30529, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,2415,50, 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
+39, Local-gov,203482, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, 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
+45, Private,168262, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1887,40, 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
+31, ?,85077, Bachelors,13, Married-civ-spouse, ?, Wife, White, Female,0,1902,20, 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
+55, State-gov,153451, HS-grad,9, Married-civ-spouse, Tech-support, Wife, White, Female,0,1887,40, United-States, >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
+23, ?,381741, Assoc-acdm,12, Never-married, ?, Own-child, White, Male,0,1721,20, 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
+32, Private,95885, 11th,7, Never-married, Craft-repair, Not-in-family, Amer-Indian-Eskimo, Male,13550,0,60, 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
+71, Private,196610, 7th-8th,4, Widowed, Exec-managerial, Not-in-family, White, Male,6097,0,40, 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
+35, Private,139770, HS-grad,9, Never-married, Adm-clerical, Own-child, White, Female,6849,0,40, 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
+42, Private,54202, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,10520,0,50, 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
+53, Private,178356, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,2407,0,99, 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
+37, Private,245053, Some-college,10, Divorced, Handlers-cleaners, Own-child, White, Male,0,1504,40, 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
+40, Self-emp-not-inc,167081, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,3103,0,50, 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
+40, Private,219266, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, United-States, >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
+40, Federal-gov,121012, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,48, 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,143003, Assoc-voc,11, Married-civ-spouse, Other-service, Husband, Asian-Pac-Islander, Male,7298,0,60, India, >50K
+34, Self-emp-not-inc,198664, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, Asian-Pac-Islander, Male,15024,0,70, South, >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
+38, Private,257250, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,60, 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
+40, Local-gov,163725, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+58, Private,298601, 9th,5, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,3781,0,40, 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
+25, Private,99126, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,40, United-States, >50K
+62, Private,109190, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, United-States, >50K
+34, Private,34848, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,4064,0,40, United-States, <=50K
+27, Private,29732, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,4865,0,36, United-States, <=50K
+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
+44, Private,184105, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,4386,0,40, 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
+62, Private,71751, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,98, United-States, >50K
+28, Private,176683, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,50, 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
+75, ?,248833, HS-grad,9, Married-AF-spouse, ?, Wife, White, Female,2653,0,14, 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
+40, Private,175935, Bachelors,13, Divorced, Sales, Not-in-family, White, Male,14084,0,40, 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
+32, Private,216145, Some-college,10, Never-married, Craft-repair, Not-in-family, White, Male,4650,0,45, United-States, <=50K
+20, Private,157894, Some-college,10, Never-married, Other-service, Own-child, Black, Male,0,0,20, 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
+18, Private,252993, 12th,8, Never-married, Handlers-cleaners, Own-child, White, Male,0,0,40, Columbia, <=50K
+42, Private,145711, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,50, United-States, >50K
+43, Private,358199, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,3103,0,40, United-States, >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
+25, Private,195914, Some-college,10, Never-married, Sales, Own-child, Black, Female,3418,0,30, 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
+72, ?,289930, Bachelors,13, Separated, ?, Not-in-family, White, Female,991,0,7, United-States, <=50K
+42, Private,367049, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Female,4650,0,40, 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
+42, Private,252518, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, United-States, >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
+43, Private,112181, Assoc-voc,11, Married-civ-spouse, Tech-support, Wife, White, Female,0,1902,32, 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
+20, ?,273701, Some-college,10, Never-married, ?, Other-relative, Black, Male,34095,0,10, 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
+61, Self-emp-inc,139391, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1902,35, United-States, >50K
+45, Private,187370, Masters,14, Divorced, Exec-managerial, Unmarried, White, Male,7430,0,70, United-States, >50K
+31, Private,473133, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,40, 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
+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
+38, Private,203761, Assoc-voc,11, Never-married, Tech-support, Not-in-family, White, Female,2354,0,40, 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
+23, Private,193586, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,3908,0,40, 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
+48, Private,245948, HS-grad,9, Never-married, Machine-op-inspct, Not-in-family, Black, Female,2174,0,40, 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
+50, Private,158948, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, White, Male,3411,0,40, 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
+49, Private,137192, Bachelors,13, Married-civ-spouse, Sales, Husband, Asian-Pac-Islander, Male,0,1977,50, South, >50K
+45, Private,204057, Bachelors,13, Divorced, Adm-clerical, Unmarried, White, Female,0,0,40, Germany, <=50K
+46, Private,198774, Masters,14, Divorced, Exec-managerial, Unmarried, White, Female,0,323,45, United-States, <=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
+44, Self-emp-not-inc,201742, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2415,50, 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
+45, Private,120724, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,4386,0,40, United-States, <=50K
+27, Private,314240, Assoc-acdm,12, Never-married, Exec-managerial, Not-in-family, White, Male,3325,0,40, United-States, <=50K
+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
+59, Private,165922, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, 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
+34, Private,122612, Bachelors,13, Married-civ-spouse, Other-service, Wife, Asian-Pac-Islander, Female,7688,0,50, Philippines, >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
+48, Private,99096, Some-college,10, Divorced, Adm-clerical, Not-in-family, White, Female,0,1590,38, United-States, <=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
+41, Local-gov,103759, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,3942,0,40, 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
+44, Private,99651, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,40, 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
+57, Private,206343, HS-grad,9, Separated, Machine-op-inspct, Not-in-family, White, Male,2174,0,40, Cuba, <=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
+34, Private,238305, Some-college,10, Married-civ-spouse, Other-service, Wife, White, Female,0,1628,12, ?, <=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
+21, Private,257781, Some-college,10, Never-married, Craft-repair, Own-child, White, Male,0,1719,30, United-States, <=50K
+44, Private,175669, 11th,7, Married-civ-spouse, Prof-specialty, Wife, White, Female,5178,0,36, 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
+27, Private,188941, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,3908,0,40, 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
+41, Local-gov,33068, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Male,0,1974,40, 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
+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
+65, Private,101104, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,9386,0,10, 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
+63, Federal-gov,39181, Doctorate,16, Divorced, Exec-managerial, Not-in-family, White, Female,0,2559,60, 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
+57, Self-emp-inc,123053, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,15024,0,50, India, >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
+38, Self-emp-not-inc,43712, 11th,7, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,45, United-States, >50K
+44, Private,379919, Assoc-acdm,12, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,0,60, United-States, >50K
+34, Private,104509, Assoc-voc,11, Never-married, Prof-specialty, Not-in-family, White, Female,1639,0,20, 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
+73, Self-emp-not-inc,233882, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, Asian-Pac-Islander, Male,0,2457,40, Vietnam, <=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
+40, Private,65866, Some-college,10, Divorced, Tech-support, Unmarried, White, Female,0,213,40, 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
+59, State-gov,303176, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2179,40, United-States, <=50K
+29, Private,138190, HS-grad,9, Never-married, Sales, Unmarried, Black, Female,0,1138,40, 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
+59, Self-emp-inc,31359, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,80, 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
+44, Private,262684, HS-grad,9, Divorced, Adm-clerical, Not-in-family, White, Female,0,1504,45, 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
+31, Private,651396, HS-grad,9, Never-married, Sales, Own-child, White, Female,0,1594,30, 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
+53, Private,174020, Masters,14, Divorced, Prof-specialty, Unmarried, White, Female,0,1876,38, 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
+50, Private,98975, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+47, Private,102308, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,50, 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
+32, Private,154120, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,40, 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
+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
+70, Self-emp-not-inc,143833, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2246,40, 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
+57, Private,314153, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1887,55, 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
+36, Private,177907, Bachelors,13, Never-married, Other-service, Not-in-family, White, Male,2176,0,20, ?, <=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
+27, Private,292472, Some-college,10, Never-married, Craft-repair, Not-in-family, Asian-Pac-Islander, Male,0,1876,45, Cambodia, <=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
+39, State-gov,119421, HS-grad,9, Separated, Adm-clerical, Unmarried, White, Female,0,625,35, 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
+29, Private,133696, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,8614,0,45, United-States, >50K
+39, Private,141584, Masters,14, Never-married, Sales, Not-in-family, White, Male,0,2444,45, 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
+45, Private,54744, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1848,40, 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
+38, Self-emp-not-inc,122493, 10th,6, Married-civ-spouse, Sales, Husband, White, Male,0,1887,40, United-States, >50K
+22, Private,311376, Bachelors,13, Never-married, Adm-clerical, Own-child, White, Female,0,0,40, United-States, <=50K
+37, Private,78928, 9th,5, Married-civ-spouse, Other-service, Husband, White, Male,3137,0,40, 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
+41, Private,115411, Some-college,10, Divorced, Sales, Own-child, White, Male,2174,0,45, United-States, <=50K
+51, Private,313146, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,40, 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
+39, Self-emp-inc,543042, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,50, United-States, >50K
+43, Private,271807, Some-college,10, Divorced, Craft-repair, Not-in-family, White, Male,0,0,40, United-States, <=50K
+51, Federal-gov,97934, Bachelors,13, Married-civ-spouse, Farming-fishing, Husband, White, Male,5178,0,40, 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
+51, Private,139347, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,7688,0,40, 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
+61, Local-gov,180079, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,4064,0,40, United-States, <=50K
+18, Private,205894, Some-college,10, Never-married, Sales, Own-child, White, Male,0,0,25, ?, <=50K
+39, Self-emp-not-inc,218490, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,50, ?, >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
+61, Private,119684, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,20, United-States, >50K
+69, Private,124930, 5th-6th,3, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,2267,40, 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
+70, Private,216390, 9th,5, Married-civ-spouse, Machine-op-inspct, Wife, White, Female,2653,0,40, 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
+53, Self-emp-not-inc,100109, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,40, 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
+38, Federal-gov,37683, Prof-school,15, Never-married, Prof-specialty, Not-in-family, Asian-Pac-Islander, Female,99999,0,57, Canada, >50K
+47, Local-gov,193012, Masters,14, Divorced, Protective-serv, Not-in-family, Black, Male,0,0,50, United-States, >50K
+48, Private,143098, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,1902,40, China, >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
+64, Federal-gov,301383, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,9386,0,45, 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
+23, Private,209034, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Wife, White, Female,3942,0,40, 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
+71, Private,182395, Bachelors,13, Never-married, Craft-repair, Not-in-family, White, Male,11678,0,45, 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
+27, Private,311446, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,5178,0,40, 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
+49, Private,169042, HS-grad,9, Separated, Prof-specialty, Unmarried, White, Female,0,625,40, Puerto-Rico, <=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
+55, Private,226875, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,4064,0,40, 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
+79, Self-emp-inc,97082, 12th,8, Widowed, Sales, Not-in-family, White, Male,18481,0,45, 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
+60, Self-emp-inc,105339, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,60, United-States, >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
+26, Private,279833, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,0,2258,45, 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
+50, Federal-gov,98980, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, 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
+61, ?,139391, Some-college,10, Married-civ-spouse, ?, Husband, White, Male,99999,0,30, 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
+28, Private,51461, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1887,40, 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
+57, Self-emp-not-inc,95280, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,99999,0,45, 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
+68, Self-emp-not-inc,133736, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,20051,0,40, United-States, >50K
+63, Private,169983, 11th,7, Widowed, Sales, Not-in-family, White, Female,2176,0,30, United-States, <=50K
+37, Private,126675, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,57, United-States, <=50K
+46, Local-gov,175754, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Female,0,1876,60, 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
+49, Private,190115, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1672,44, 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
+46, Local-gov,114160, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,45, 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
+40, Private,187802, Some-college,10, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,1887,40, United-States, >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
+21, Private,540712, HS-grad,9, Never-married, Other-service, Other-relative, Black, Male,0,1719,25, 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
+51, Self-emp-not-inc,268639, Some-college,10, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,2057,60, Canada, <=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
+44, Private,181762, Bachelors,13, Married-civ-spouse, Transport-moving, Husband, White, Male,15024,0,55, 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
+41, Private,150755, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, Canada, >50K
+62, Private,69867, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,50, 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
+31, Private,183043, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,48, United-States, >50K
+42, Local-gov,209752, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,55, United-States, >50K
+48, ?,175653, Assoc-acdm,12, Divorced, ?, Not-in-family, White, Female,14084,0,40, United-States, >50K
+49, Private,196707, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,7298,0,43, 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
+42, Self-emp-inc,188738, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,60, Italy, >50K
+39, Self-emp-not-inc,160808, Some-college,10, Married-civ-spouse, Other-service, Husband, Black, Male,0,0,40, United-States, <=50K
+54, Private,93605, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1848,40, 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
+37, Private,219546, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,4386,0,44, 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
+42, Self-emp-not-inc,201908, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,50, 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
+67, Private,172756, 1st-4th,2, Widowed, Machine-op-inspct, Not-in-family, White, Female,2062,0,34, Ecuador, <=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
+40, Private,195394, Assoc-acdm,12, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+44, Private,325461, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, United-States, >50K
+60, Local-gov,313852, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Female,0,0,25, United-States, <=50K
+38, Local-gov,30509, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,0,1669,55, 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
+49, Private,120629, Bachelors,13, Divorced, Exec-managerial, Not-in-family, Black, Female,27828,0,60, 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
+31, Private,123397, HS-grad,9, Married-civ-spouse, Transport-moving, Wife, White, Female,5178,0,35, 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
+54, Self-emp-not-inc,199741, HS-grad,9, Widowed, Craft-repair, Not-in-family, White, Male,0,2001,35, 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
+39, Private,155603, Some-college,10, Never-married, Other-service, Own-child, Black, Female,0,2205,40, 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
+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
+29, Private,163003, Bachelors,13, Never-married, Adm-clerical, Own-child, Asian-Pac-Islander, Female,2202,0,40, Taiwan, <=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
+40, Local-gov,197012, Bachelors,13, Divorced, Tech-support, Not-in-family, White, Female,8614,0,40, England, >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
+23, Private,53245, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,0,1602,12, United-States, <=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
+21, Private,34310, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2603,40, United-States, <=50K
+54, Private,346014, Some-college,10, Married-civ-spouse, Craft-repair, Wife, White, Female,0,0,40, United-States, <=50K
+39, Local-gov,163278, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Female,2202,0,44, 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
+58, Private,275859, HS-grad,9, Widowed, Craft-repair, Unmarried, White, Male,8614,0,52, Mexico, >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
+58, Private,156040, Assoc-acdm,12, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,0,1848,40, 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
+28, State-gov,381789, Some-college,10, Separated, Exec-managerial, Own-child, White, Male,0,2339,40, 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
+68, Local-gov,242095, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,20051,0,40, 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
+43, Private,345789, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,50, 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
+34, Private,245173, HS-grad,9, Divorced, Sales, Not-in-family, White, Male,0,1669,45, 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
+46, Private,102569, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,65, United-States, >50K
+21, Private,213341, 11th,7, Married-spouse-absent, Handlers-cleaners, Own-child, White, Male,0,1762,40, Dominican-Republic, <=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
+44, State-gov,96249, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,3411,0,40, United-States, <=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
+31, Private,194293, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Female,2463,0,38, 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
+30, Private,326199, 9th,5, Married-civ-spouse, Craft-repair, Husband, White, Male,2580,0,40, 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
+36, Private,178815, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,8614,0,40, 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
+46, State-gov,238648, HS-grad,9, Married-civ-spouse, Other-service, Husband, Black, Male,7298,0,40, United-States, >50K
+47, Private,166181, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, Black, Female,0,0,48, United-States, >50K
+66, Self-emp-inc,249043, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,5556,0,26, 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
+36, Federal-gov,186934, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1848,55, 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
+39, Private,201410, Bachelors,13, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1977,45, Philippines, >50K
+36, Private,220585, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,50, United-States, >50K
+60, Self-emp-not-inc,282066, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,45, 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
+43, ?,152569, Assoc-voc,11, Widowed, ?, Not-in-family, White, Female,0,2339,36, 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
+46, Private,33842, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,3103,0,40, United-States, >50K
+27, Private,150080, Bachelors,13, Never-married, Exec-managerial, Own-child, White, Female,0,0,40, United-States, <=50K
+39, Federal-gov,30916, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, United-States, >50K
+40, Private,151294, HS-grad,9, Divorced, Handlers-cleaners, Not-in-family, White, Female,0,0,48, United-States, <=50K
+30, Private,48829, HS-grad,9, Never-married, Sales, Not-in-family, White, Female,0,1602,30, 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
+36, Private,174938, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,50, United-States, >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
+47, Private,354148, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,48, 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
+56, Private,178033, Some-college,10, Widowed, Exec-managerial, Not-in-family, White, Male,4416,0,60, 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,344920, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Female,0,1617,20, 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
+51, Self-emp-not-inc,111283, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Female,99999,0,35, 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
+44, Private,172032, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,51, 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
+30, Private,207301, HS-grad,9, Never-married, Sales, Not-in-family, White, Female,0,1980,40, 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
+23, Private,278107, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1573,30, United-States, <=50K
+27, Private,96219, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Female,0,0,45, United-States, <=50K
+46, Self-emp-not-inc,131091, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, 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
+36, Private,180667, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,60, United-States, >50K
+21, Private,72119, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Male,0,0,45, 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
+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
+49, Private,116338, HS-grad,9, Separated, Prof-specialty, Unmarried, White, Female,0,653,60, United-States, <=50K
+48, Private,276664, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,50, United-States, >50K
+22, Private,59924, HS-grad,9, Never-married, Other-service, Own-child, White, Female,0,0,40, United-States, <=50K
+30, Private,194141, Some-college,10, Divorced, Machine-op-inspct, Not-in-family, White, Male,0,1617,40, 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
+42, Private,119359, Prof-school,15, Married-civ-spouse, Sales, Wife, Amer-Indian-Eskimo, Female,15024,0,40, South, >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
+31, Private,240771, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,4386,0,50, 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
+53, State-gov,151580, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,4386,0,40, 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
+34, ?,166545, Some-college,10, Married-civ-spouse, ?, Wife, White, Female,7688,0,6, United-States, >50K
+30, Private,271710, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7298,0,50, 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
+37, Private,359001, Assoc-voc,11, Married-civ-spouse, Transport-moving, Husband, White, Male,15024,0,50, 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
+74, Self-emp-inc,228075, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,20051,0,25, 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
+61, Local-gov,144723, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,60, United-States, >50K
+29, Private,148431, Assoc-acdm,12, Married-civ-spouse, Sales, Wife, Other, Female,7688,0,45, 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
+35, Private,143152, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,3908,0,27, 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
+46, Private,393715, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+30, Private,130021, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, White, Male,2829,0,40, 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
+27, Private,160786, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, 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
+57, Private,548256, 12th,8, Married-civ-spouse, Transport-moving, Husband, Black, Male,7688,0,40, United-States, >50K
+42, Local-gov,175642, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Female,99999,0,40, 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
+43, Self-emp-inc,247981, HS-grad,9, Divorced, Craft-repair, Unmarried, White, Male,5455,0,50, 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
+22, Federal-gov,32950, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1902,37, United-States, <=50K
+26, Private,160445, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,0,40, United-States, <=50K
+45, Private,223999, 9th,5, Married-civ-spouse, Other-service, Husband, White, Male,0,1848,40, United-States, >50K
+39, Private,81487, Some-college,10, Divorced, Exec-managerial, Unmarried, White, Female,0,625,40, 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
+50, Private,145333, Doctorate,16, Divorced, Prof-specialty, Other-relative, White, Male,10520,0,50, 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
+30, Self-emp-not-inc,146161, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,50, United-States, >50K
+37, Private,196529, Some-college,10, Widowed, Other-service, Not-in-family, White, Female,2354,0,40, ?, <=50K
+74, Self-emp-not-inc,192413, Prof-school,15, Divorced, Prof-specialty, Other-relative, White, Male,0,0,40, 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
+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
+18, Private,238867, 11th,7, Never-married, Handlers-cleaners, Own-child, White, Male,0,1602,40, United-States, <=50K
+31, Private,265706, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+34, Private,90705, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,0,1485,40, 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
+49, Self-emp-not-inc,208872, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1672,98, 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
+47, Self-emp-inc,181130, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,50, United-States, >50K
+69, ?,254834, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,10605,0,10, 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
+43, Federal-gov,156996, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,2415,55, ?, >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
+35, Private,401930, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,1887,42, 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
+19, Local-gov,210308, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,0,1721,30, 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
+34, Self-emp-inc,174215, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Female,4787,0,45, France, >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
+33, Federal-gov,293550, Some-college,10, Married-civ-spouse, Tech-support, Wife, White, Female,4064,0,40, United-States, <=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
+61, Private,298400, Bachelors,13, Divorced, Sales, Not-in-family, Black, Male,4787,0,48, United-States, >50K
+51, Federal-gov,163671, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,40, 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
+74, Private,188709, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,50, 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
+34, Private,209691, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,4386,0,50, 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
+54, Private,169719, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,3103,0,40, 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
+28, Private,183597, Doctorate,16, Never-married, Prof-specialty, Not-in-family, White, Male,594,0,50, Germany, <=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
+54, Self-emp-not-inc,108435, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,2829,0,30, 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
+32, State-gov,200469, Some-college,10, Never-married, Protective-serv, Unmarried, Black, Female,3887,0,40, 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
+71, Federal-gov,422149, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,20051,0,40, 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
+48, State-gov,31141, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1902,40, 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
+65, ?,178931, HS-grad,9, Married-civ-spouse, ?, Husband, Amer-Indian-Eskimo, Male,3818,0,40, United-States, <=50K
+31, Private,226696, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,0,50, United-States, >50K
+53, Private,195813, 5th-6th,3, Married-civ-spouse, Craft-repair, Husband, Other, Male,5178,0,40, Puerto-Rico, >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
+63, ?,222289, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,7688,0,54, United-States, >50K
+67, Self-emp-inc,171564, HS-grad,9, Married-civ-spouse, Prof-specialty, Wife, White, Female,20051,0,30, England, >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
+37, Private,282872, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1628,40, 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
+53, Private,89587, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,45, United-States, >50K
+58, Private,234328, Bachelors,13, Divorced, Sales, Not-in-family, White, Male,0,0,40, United-States, <=50K
+37, Local-gov,365430, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, 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
+56, Self-emp-inc,216636, 12th,8, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1651,40, United-States, <=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
+46, Self-emp-not-inc,366089, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, 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
+24, Private,216129, HS-grad,9, Never-married, Craft-repair, Own-child, White, Male,0,1408,50, United-States, <=50K
+29, Private,51944, HS-grad,9, Married-civ-spouse, Other-service, Wife, White, Female,4386,0,40, 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
+18, Private,173255, HS-grad,9, Never-married, Transport-moving, Own-child, White, Male,1055,0,25, United-States, <=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
+33, Private,163110, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,3781,0,40, 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
+35, Private,127306, Assoc-voc,11, Never-married, Adm-clerical, Own-child, White, Female,14344,0,40, 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
+41, Private,283116, HS-grad,9, Divorced, Craft-repair, Unmarried, White, Female,1506,0,50, 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
+47, Private,61885, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, 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
+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
+48, State-gov,118330, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,40, 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
+39, Private,190297, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,55, 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
+25, Private,378322, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,2001,50, United-States, <=50K
+29, Federal-gov,196912, Bachelors,13, Never-married, Prof-specialty, Not-in-family, Black, Male,0,0,40, United-States, <=50K
+56, Private,116143, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,5178,0,44, 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
+47, Private,167159, HS-grad,9, Divorced, Machine-op-inspct, Not-in-family, White, Male,4650,0,40, United-States, <=50K
+36, Private,58343, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,3103,0,42, 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
+45, Local-gov,318280, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, 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
+70, Self-emp-not-inc,124449, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2246,8, United-States, >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
+46, Private,121124, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+59, Self-emp-inc,169982, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+47, Private,133969, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,2885,0,65, Japan, <=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
+45, Private,197240, 12th,8, Married-civ-spouse, Sales, Husband, White, Male,7688,0,40, 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
+26, Private,291968, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,40, United-States, >50K
+73, Federal-gov,127858, Some-college,10, Widowed, Tech-support, Not-in-family, White, Female,3273,0,40, United-States, <=50K
+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
+46, Federal-gov,349230, Assoc-voc,11, Married-civ-spouse, Tech-support, Husband, White, Male,0,1848,40, 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
+34, Private,54850, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,0,1590,50, 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
+90, Local-gov,153602, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,6767,0,40, 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
+37, Private,126569, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,40, United-States, >50K
+65, ?,315728, HS-grad,9, Widowed, ?, Unmarried, White, Female,2329,0,75, 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,122473, 9th,5, Never-married, Machine-op-inspct, Unmarried, Black, Female,0,625,40, 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
+41, Self-emp-not-inc,89942, HS-grad,9, Divorced, Sales, Not-in-family, White, Male,3674,0,45, United-States, <=50K
+45, State-gov,103406, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,60, 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
+44, Private,225263, Some-college,10, Divorced, Sales, Unmarried, White, Female,0,1408,46, United-States, <=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
+68, Private,144056, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,3818,0,40, United-States, <=50K
+46, Private,45363, Prof-school,15, Divorced, Prof-specialty, Not-in-family, White, Male,0,2824,40, 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
+31, ?,182191, Bachelors,13, Married-civ-spouse, ?, Wife, White, Female,4064,0,30, Canada, <=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
+45, Private,293691, HS-grad,9, Divorced, Adm-clerical, Not-in-family, Asian-Pac-Islander, Female,0,1590,40, Japan, <=50K
+41, Self-emp-inc,220821, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+58, Self-emp-inc,113806, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,30, United-States, >50K
+25, Private,52536, Assoc-acdm,12, Divorced, Tech-support, Own-child, White, Female,0,1594,25, 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
+33, Private,190511, 7th-8th,4, Divorced, Handlers-cleaners, Not-in-family, White, Male,2176,0,35, 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
+35, Private,282979, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,5178,0,50, 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
+66, Self-emp-not-inc,174995, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,2290,0,30, Hungary, <=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
+73, Private,183213, Assoc-voc,11, Widowed, Prof-specialty, Not-in-family, White, Male,25124,0,60, United-States, >50K
+35, Local-gov,177305, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2377,40, 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
+47, Private,150768, Bachelors,13, Divorced, Handlers-cleaners, Not-in-family, White, Male,0,1564,51, 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
+53, Private,96062, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1740,40, United-States, <=50K
+36, Local-gov,578377, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,0,40, United-States, <=50K
+30, Private,509500, Bachelors,13, Never-married, Tech-support, Not-in-family, White, Female,4787,0,45, 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
+52, Private,144361, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, United-States, >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
+44, Private,889965, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Wife, White, Female,3137,0,30, 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
+43, Private,462180, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,60, 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
+53, Local-gov,216931, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,4386,0,40, United-States, >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
+38, Private,241998, 12th,8, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, 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
+43, State-gov,506329, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,15024,0,40, ?, >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
+41, Private,428499, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,50, United-States, >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
+31, Self-emp-not-inc,182177, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, United-States, >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
+48, ?,151584, Some-college,10, Never-married, ?, Not-in-family, White, Male,8614,0,60, 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
+50, Local-gov,153064, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,40, 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
+45, Self-emp-not-inc,319122, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,14084,0,45, 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
+34, Private,154874, HS-grad,9, Never-married, Machine-op-inspct, Not-in-family, White, Male,4416,0,30, 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
+32, Private,133861, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,13550,0,48, 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
+53, Private,149650, HS-grad,9, Never-married, Sales, Not-in-family, White, Male,0,2559,48, 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
+48, Private,182541, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,45, 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
+68, Private,195868, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,20051,0,40, United-States, >50K
+24, Private,276851, HS-grad,9, Divorced, Protective-serv, Own-child, White, Female,0,1762,40, 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
+47, Private,323798, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,55, 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
+42, Private,230684, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,5178,0,50, 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
+65, Self-emp-not-inc,131417, 5th-6th,3, Married-civ-spouse, Farming-fishing, Husband, White, Male,1797,0,21, 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
+31, Local-gov,127651, 10th,6, Never-married, Transport-moving, Other-relative, White, Male,0,1741,40, 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
+47, Private,155659, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,55, 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
+39, Private,258276, Bachelors,13, Married-civ-spouse, Tech-support, Husband, Asian-Pac-Islander, Male,3137,0,40, ?, <=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
+56, Private,266091, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,2907,0,52, Cuba, <=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
+47, Private,181307, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,99999,0,60, 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
+52, Self-emp-not-inc,140985, Bachelors,13, Married-civ-spouse, Adm-clerical, Wife, White, Female,99999,0,30, 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
+43, Private,130126, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+58, Federal-gov,30111, Some-college,10, Widowed, Prof-specialty, Unmarried, Amer-Indian-Eskimo, Female,0,0,40, United-States, <=50K
+18, ?,214989, Some-college,10, Never-married, ?, Own-child, White, Female,0,1602,24, 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
+49, Private,54772, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,45, 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
+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
+58, Private,280309, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,60, United-States, >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
+69, ?,323016, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,99999,0,40, 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
+45, Private,172822, 11th,7, Divorced, Transport-moving, Not-in-family, White, Male,0,2824,76, 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
+53, Local-gov,216691, Doctorate,16, Divorced, Prof-specialty, Not-in-family, White, Female,10520,0,40, 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
+47, Private,98012, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,40, United-States, >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
+41, Private,351161, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1848,45, 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
+44, Local-gov,189956, Bachelors,13, Married-civ-spouse, Protective-serv, Wife, Black, Female,15024,0,40, 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
+21, Private,253612, Some-college,10, Never-married, Prof-specialty, Own-child, White, Female,1055,0,32, 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
+17, Private,148522, 11th,7, Never-married, Other-service, Own-child, White, Male,0,1721,15, 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
+37, Private,109133, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,0,1977,45, United-States, >50K
+57, Private,148315, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,0,30, 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
+48, Private,210424, HS-grad,9, Separated, Adm-clerical, Unmarried, White, Female,914,0,40, 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
+28, Private,190836, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3411,0,40, 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
+17, Private,225106, 10th,6, Never-married, Other-service, Own-child, White, Female,0,1602,18, 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
+37, Private,212512, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3464,0,50, 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
+36, Private,32709, Some-college,10, Divorced, Sales, Not-in-family, White, Female,3325,0,45, 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
+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
+49, Self-emp-not-inc,107597, HS-grad,9, Divorced, Exec-managerial, Unmarried, White, Female,14084,0,30, United-States, >50K
+59, Private,97168, 10th,6, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, >50K
+44, Private,155930, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,55, 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
+65, Self-emp-not-inc,139960, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,10605,0,60, 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
+37, Private,200598, Assoc-acdm,12, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1740,45, 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
+38, Private,82552, HS-grad,9, Never-married, Handlers-cleaners, Not-in-family, White, Male,594,0,50, 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
+45, Private,266860, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+68, Private,192829, Assoc-acdm,12, Divorced, Exec-managerial, Not-in-family, White, Female,0,0,43, United-States, <=50K
+60, Federal-gov,237317, Assoc-voc,11, Divorced, Prof-specialty, Unmarried, White, Male,4934,0,40, United-States, >50K
+38, State-gov,110426, Doctorate,16, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,40, ?, >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
+55, Self-emp-inc,298449, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2415,50, United-States, >50K
+35, State-gov,226789, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,75, United-States, <=50K
+52, Private,210736, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,55, 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
+40, Private,360884, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,7298,0,40, 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
+39, Private,165106, Bachelors,13, Married-spouse-absent, Craft-repair, Not-in-family, White, Male,0,1564,50, ?, >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
+67, Self-emp-not-inc,148690, Masters,14, Widowed, Prof-specialty, Not-in-family, White, Male,18481,0,2, United-States, >50K
+60, Private,125019, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Female,8614,0,48, United-States, >50K
+39, Self-emp-inc,172538, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,50, 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
+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
+32, Private,195602, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1977,45, 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
+43, Local-gov,188291, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,45, 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
+55, Private,101468, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,40, 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
+40, Private,99604, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,24, 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
+62, Private,147627, 9th,5, Never-married, Priv-house-serv, Not-in-family, Black, Female,1055,0,22, United-States, <=50K
+31, Private,149507, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,3464,0,38, United-States, <=50K
+31, Private,164870, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, Mexico, <=50K
+30, Private,236861, HS-grad,9, Never-married, Exec-managerial, Not-in-family, White, Male,0,1876,45, United-States, <=50K
+37, Private,220314, HS-grad,9, Divorced, Adm-clerical, Unmarried, White, Female,0,0,40, Mexico, <=50K
+38, Local-gov,329980, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,1876,40, Canada, <=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
+28, Private,334368, Assoc-voc,11, Never-married, Prof-specialty, Not-in-family, White, Female,4650,0,40, 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
+33, Private,251120, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7688,0,50, 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
+58, ?,266792, Some-college,10, Married-civ-spouse, ?, Husband, White, Male,99999,0,40, 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
+30, Federal-gov,321990, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,48, Cuba, >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
+23, Private,162945, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,2377,40, United-States, <=50K
+37, Private,225504, Masters,14, Never-married, Sales, Not-in-family, White, Male,0,0,50, United-States, <=50K
+44, Self-emp-inc,191712, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,55, United-States, >50K
+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
+55, Private,193130, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,1887,40, 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
+50, Local-gov,117496, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,7298,0,30, 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
+53, Private,95469, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1902,40, 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
+29, Private,383745, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1887,30, 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
+81, Self-emp-inc,247232, 10th,6, Married-civ-spouse, Exec-managerial, Wife, White, Female,2936,0,28, United-States, <=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
+30, Private,190912, 11th,7, Married-civ-spouse, Handlers-cleaners, Husband, Asian-Pac-Islander, Male,0,1651,40, Vietnam, <=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
+39, Self-emp-inc,135500, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,40, 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
+27, Self-emp-not-inc,208577, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,2258,50, 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
+37, Self-emp-inc,183800, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,0,1887,40, United-States, >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
+34, Private,181091, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, United-States, >50K
+38, Private,309122, 10th,6, Divorced, Machine-op-inspct, Not-in-family, White, Female,0,0,40, United-States, <=50K
+43, Federal-gov,105936, Assoc-voc,11, Never-married, Prof-specialty, Not-in-family, White, Female,13550,0,40, United-States, >50K
+43, Private,40024, 11th,7, Never-married, Transport-moving, Not-in-family, White, Male,0,0,42, United-States, <=50K
+36, Federal-gov,192443, Some-college,10, Never-married, Exec-managerial, Not-in-family, Black, Male,13550,0,40, 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
+51, Private,22211, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,60, 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
+38, Private,188503, Some-college,10, Never-married, Adm-clerical, Unmarried, White, Female,6497,0,35, 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
+53, Self-emp-not-inc,145419, 1st-4th,2, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,67, Italy, >50K
+44, Local-gov,193425, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,4386,0,40, 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
+41, Private,315834, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,0,1876,40, 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
+51, Private,87205, Bachelors,13, Married-civ-spouse, Adm-clerical, Wife, White, Female,7688,0,20, 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
+33, Private,213002, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,0,1408,36, United-States, <=50K
+32, Private,27882, Some-college,10, Never-married, Machine-op-inspct, Other-relative, White, Female,0,2205,40, Holand-Netherlands, <=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
+63, Private,137843, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7298,0,48, 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,204447, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,65, 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
+27, Private,38918, HS-grad,9, Never-married, Transport-moving, Not-in-family, White, Male,0,1876,75, 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
+68, Private,32779, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,419,12, United-States, <=50K
+31, Private,161765, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,2051,57, United-States, <=50K
+32, Private,207668, Bachelors,13, Never-married, Exec-managerial, Other-relative, White, Male,0,2444,50, 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
+24, Private,41838, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,2407,0,40, 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
+23, Private,102942, Bachelors,13, Never-married, Prof-specialty, Own-child, White, Female,0,2258,40, 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
+58, Self-emp-not-inc,147653, 10th,6, Married-civ-spouse, Craft-repair, Wife, White, Female,0,1977,35, ?, >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
+38, Self-emp-not-inc,280169, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7298,0,50, 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
+38, Self-emp-not-inc,146042, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,3103,0,60, 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
+58, Federal-gov,244830, Bachelors,13, Separated, Prof-specialty, Not-in-family, White, Male,4787,0,40, 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
+37, Private,116358, HS-grad,9, Never-married, Craft-repair, Other-relative, Amer-Indian-Eskimo, Male,27828,0,48, 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
+50, Self-emp-inc,302708, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,7688,0,50, Japan, >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
+34, Self-emp-not-inc,56460, HS-grad,9, Married-civ-spouse, Farming-fishing, Wife, White, Female,0,2179,12, 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
+32, Private,178615, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,2407,0,40, 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
+36, Private,86459, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,50, 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
+32, Self-emp-not-inc,37232, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,45, 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
+42, Private,124792, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, Black, Male,7688,0,45, 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
+58, Private,111625, Bachelors,13, Widowed, Exec-managerial, Unmarried, White, Male,8614,0,40, 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
+48, Private,108557, Bachelors,13, Married-civ-spouse, Tech-support, Wife, White, Female,99999,0,40, 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
+46, Local-gov,398986, Doctorate,16, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1902,52, 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
+61, ?,226989, HS-grad,9, Divorced, ?, Not-in-family, White, Male,4865,0,40, 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
+79, Private,172220, 7th-8th,4, Widowed, Priv-house-serv, Not-in-family, White, Female,2964,0,30, 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
+60, Private,163729, HS-grad,9, Divorced, Tech-support, Unmarried, White, Female,2597,0,40, United-States, <=50K
+37, Private,434097, Assoc-acdm,12, Divorced, Craft-repair, Not-in-family, Black, Male,0,0,40, United-States, <=50K
+47, Private,192053, HS-grad,9, Divorced, Transport-moving, Not-in-family, White, Male,0,1590,40, 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
+55, ?,270228, Assoc-acdm,12, Married-civ-spouse, ?, Husband, Black, Male,7688,0,40, 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
+45, Private,167523, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2179,45, 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
+39, Private,151023, Some-college,10, Divorced, Adm-clerical, Unmarried, White, Female,114,0,45, United-States, <=50K
+29, Private,236436, Assoc-acdm,12, Never-married, Prof-specialty, Not-in-family, White, Female,8614,0,40, 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
+77, Self-emp-inc,84979, Doctorate,16, Married-civ-spouse, Farming-fishing, Husband, White, Male,20051,0,40, 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
+50, Self-emp-not-inc,68898, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,7688,0,55, 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
+19, Private,208656, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,594,0,20, 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
+42, ?,212206, Masters,14, Married-civ-spouse, ?, Wife, White, Female,0,1887,48, United-States, >50K
+29, Private,119004, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,2179,40, 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
+55, Self-emp-inc,392325, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,99999,0,60, United-States, >50K
+40, State-gov,174283, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,50, 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
+33, Private,55699, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,3908,0,40, United-States, <=50K
+28, Private,183151, 11th,7, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,7688,0,40, United-States, >50K
+40, Private,198790, 11th,7, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,30, United-States, <=50K
+33, Self-emp-not-inc,272359, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7298,0,80, 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
+67, Private,118363, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Female,0,2206,5, 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
+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
+28, Private,315287, HS-grad,9, Never-married, Adm-clerical, Other-relative, Black, Male,0,0,40, ?, <=50K
+34, Private,269723, HS-grad,9, Divorced, Exec-managerial, Unmarried, White, Female,2977,0,50, United-States, <=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
+47, Private,175925, 10th,6, Married-civ-spouse, Sales, Husband, White, Male,0,2179,52, 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
+45, Private,145636, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,43, 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
+49, Private,261688, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,60, 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
+71, ?,108390, Some-college,10, Married-civ-spouse, ?, Husband, White, Male,3432,0,20, 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
+35, Private,105821, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,40, 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
+26, Private,258768, Some-college,10, Never-married, Transport-moving, Not-in-family, Black, Male,2174,0,75, 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
+50, Private,183173, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,40, 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
+65, Without-pay,172949, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,2414,0,20, United-States, <=50K
+46, Private,110171, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, 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
+56, Private,105363, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,4508,0,40, 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
+26, Private,255193, 11th,7, Married-civ-spouse, Exec-managerial, Husband, White, Male,3411,0,40, 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
+26, Private,164488, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,40, 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
+39, Private,194287, 7th-8th,4, Never-married, Other-service, Own-child, White, Male,0,1602,35, 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
+44, Private,67065, Assoc-voc,11, Never-married, Priv-house-serv, Not-in-family, White, Male,594,0,25, 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
+28, Local-gov,327533, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,3908,0,40, 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
+35, Private,241998, HS-grad,9, Never-married, Sales, Not-in-family, White, Male,4787,0,40, 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
+39, Private,173476, Prof-school,15, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, United-States, >50K
+38, Private,217349, Assoc-voc,11, Divorced, Prof-specialty, Not-in-family, White, Female,14344,0,40, United-States, >50K
+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
+31, Private,178623, Bachelors,13, Never-married, Prof-specialty, Not-in-family, Black, Female,14084,0,60, 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
+45, Private,203653, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, Black, Male,7298,0,40, United-States, >50K
+42, Local-gov,227890, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1485,40, 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
+52, Self-emp-inc,114758, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, 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
+63, Self-emp-not-inc,289741, Masters,14, Married-civ-spouse, Farming-fishing, Husband, White, Male,41310,0,50, United-States, <=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
+33, ?,173998, HS-grad,9, Married-civ-spouse, ?, Wife, White, Female,0,1485,38, 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
+40, Self-emp-inc,50644, Assoc-acdm,12, Divorced, Sales, Unmarried, White, Female,1506,0,40, United-States, <=50K
+30, Private,178841, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,0,0,40, United-States, <=50K
+25, Private,177017, HS-grad,9, Never-married, Sales, Not-in-family, White, Male,0,1504,37, United-States, <=50K
+25, Private,253267, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, Black, Male,0,1902,36, United-States, >50K
+37, Private,202027, Masters,14, Married-civ-spouse, Adm-clerical, Husband, White, Male,7688,0,50, 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
+52, ?,92968, Masters,14, Married-civ-spouse, ?, Wife, White, Female,15024,0,40, United-States, >50K
+45, Private,474617, HS-grad,9, Divorced, Sales, Unmarried, Black, Male,5455,0,40, United-States, <=50K
+19, Private,264390, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,0,2001,40, 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
+25, Private,182227, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1579,40, 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
+26, Private,456618, Some-college,10, Never-married, Adm-clerical, Own-child, White, Male,2597,0,40, 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
+65, State-gov,215908, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,2174,40, United-States, >50K
+48, Private,212120, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,40, United-States, >50K
+37, Private,109133, Masters,14, Separated, Exec-managerial, Not-in-family, White, Male,27828,0,60, Iran, >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
+41, Federal-gov,253770, Some-college,10, Married-civ-spouse, Transport-moving, Wife, White, Female,7298,0,40, 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
+39, Private,280570, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,50, 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
+33, Private,197424, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,5013,0,40, 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
+28, Private,140845, 10th,6, Never-married, Machine-op-inspct, Not-in-family, White, Female,0,155,40, 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
+49, State-gov,423222, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,99999,0,80, 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
+46, Private,403911, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, Black, Male,0,1902,40, United-States, >50K
+21, ?,228649, Some-college,10, Never-married, ?, Own-child, White, Male,0,0,20, United-States, <=50K
+40, Private,177027, Bachelors,13, Married-civ-spouse, Other-service, Wife, Asian-Pac-Islander, Female,7688,0,52, Japan, >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
+46, Local-gov,230979, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Female,4787,0,25, United-States, >50K
+41, Private,137126, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,45, 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
+28, Private,111696, HS-grad,9, Separated, Craft-repair, Not-in-family, White, Male,0,1974,40, 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
+41, Private,41090, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2002,60, 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
+48, Private,449354, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,4386,0,45, 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
+63, Private,125954, HS-grad,9, Never-married, Machine-op-inspct, Not-in-family, White, Male,2174,0,40, United-States, <=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
+41, Private,332703, HS-grad,9, Divorced, Adm-clerical, Not-in-family, Other, Female,0,625,40, United-States, <=50K
+40, Private,198873, Prof-school,15, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,30, United-States, >50K
+32, Private,317809, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,4064,0,50, United-States, <=50K
+37, Local-gov,160910, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,40, 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
+42, Self-emp-not-inc,199143, Prof-school,15, Divorced, Prof-specialty, Unmarried, White, Female,7430,0,44, 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
+29, Local-gov,419722, Assoc-acdm,12, Never-married, Adm-clerical, Not-in-family, White, Male,3674,0,40, United-States, <=50K
+40, Private,154374, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+54, Private,140359, 7th-8th,4, Divorced, Machine-op-inspct, Unmarried, White, Female,0,3900,40, United-States, <=50K
+42, Self-emp-inc,23510, Masters,14, Divorced, Exec-managerial, Unmarried, Asian-Pac-Islander, Male,0,2201,60, India, >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
+44, Private,148138, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,15024,0,40, Japan, >50K
+68, Private,50351, Masters,14, Never-married, Adm-clerical, Not-in-family, White, Female,6360,0,20, United-States, <=50K
+42, Private,306496, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,0,0,40, United-States, <=50K
+24, Private,210029, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,0,2001,37, United-States, <=50K
+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
+70, ?,207627, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,2228,0,24, United-States, <=50K
+57, Self-emp-inc,199768, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1902,30, 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
+17, Private,93235, 12th,8, Never-married, Other-service, Own-child, White, Female,0,1721,25, 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
+44, Private,151089, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,60, 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
+34, State-gov,177331, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, Black, Male,4386,0,40, 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
+36, Self-emp-not-inc,36270, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1977,65, United-States, >50K
+60, Private,308608, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,0,50, 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
+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
+39, Private,198654, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,2415,67, India, >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,81243, Bachelors,13, Divorced, Tech-support, Not-in-family, White, Male,0,1876,40, 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
+51, Private,99064, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, United-States, <=50K
+52, Local-gov,194788, Masters,14, Divorced, Exec-managerial, Not-in-family, White, Female,4787,0,60, 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
+47, Private,355320, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, 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
+44, Private,151089, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,50, United-States, >50K
+51, State-gov,285747, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,60, United-States, >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
+25, Private,164229, HS-grad,9, Divorced, Other-service, Not-in-family, White, Male,2597,0,40, 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
+35, Local-gov,300681, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, Black, Male,7298,0,35, 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
+52, Private,195635, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,2051,38, 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
+33, Private,192002, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,60, Canada, >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, Private,154210, HS-grad,9, Married-civ-spouse, Other-service, Husband, Asian-Pac-Islander, Male,2829,0,60, China, <=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
+73, Private,336007, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2246,40, 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
+18, Private,198616, 12th,8, Never-married, Craft-repair, Own-child, White, Male,594,0,20, United-States, <=50K
+35, Private,202027, Bachelors,13, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,7298,0,35, 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
+42, Private,344624, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1902,50, 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
+54, Private,185407, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, 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
+54, ?,155755, HS-grad,9, Divorced, ?, Not-in-family, White, Female,4416,0,25, 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
+41, Private,58880, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,10, United-States, >50K
+40, Private,285787, Assoc-acdm,12, Married-civ-spouse, Tech-support, Husband, White, Male,0,0,40, United-States, >50K
+46, Private,173243, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,5178,0,40, United-States, >50K
+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
+42, Self-emp-not-inc,120837, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2042,48, 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
+30, Self-emp-not-inc,115932, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,99999,0,50, 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
+27, State-gov,142621, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,4101,0,40, 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
+46, Local-gov,148995, Bachelors,13, Never-married, Prof-specialty, Own-child, White, Male,4787,0,45, 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
+45, Private,138626, Assoc-voc,11, Divorced, Exec-managerial, Not-in-family, White, Male,2174,0,50, United-States, <=50K
+46, Private,102359, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Male,0,0,40, United-States, <=50K
+23, Private,151888, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,4650,0,50, Ireland, <=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
+58, Self-emp-inc,89922, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+50, Private,138852, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+59, Private,154100, Masters,14, Never-married, Sales, Not-in-family, White, Female,27828,0,45, United-States, >50K
+36, Private,183739, HS-grad,9, Married-civ-spouse, Craft-repair, Own-child, White, Female,0,2002,40, 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
+28, Local-gov,50512, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,2202,0,50, 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
+49, Private,297884, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,4064,0,50, 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
+62, ?,302142, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,2961,0,30, United-States, <=50K
+39, Private,80324, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,62, 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
+32, Private,317378, Bachelors,13, Never-married, Exec-managerial, Own-child, White, Female,10520,0,40, 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
+42, Private,172297, Masters,14, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1902,40, 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
+50, Private,234373, Masters,14, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1485,40, 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
+30, Federal-gov,164552, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,0,1876,40, 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
+28, Private,378460, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Male,10520,0,60, United-States, >50K
+30, Private,105908, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, <=50K
+33, Private,232356, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1672,55, 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
+50, Private,48358, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, United-States, >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
+54, Self-emp-inc,129432, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+26, Private,102476, Bachelors,13, Never-married, Prof-specialty, Own-child, White, Male,10520,0,64, 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
+30, Private,347166, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,13550,0,45, 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
+47, Private,266281, 11th,7, Never-married, Machine-op-inspct, Unmarried, Black, Female,6849,0,40, 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
+39, Private,121590, Some-college,10, Never-married, Prof-specialty, Not-in-family, Black, Male,4787,0,40, 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
+46, Self-emp-not-inc,102308, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,2415,40, United-States, >50K
+24, Private,157894, Some-college,10, Never-married, Handlers-cleaners, Own-child, Black, Male,0,0,40, United-States, <=50K
+26, Private,345405, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,2885,0,40, 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
+50, Private,145409, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, United-States, >50K
+22, Private,190968, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,2407,0,40, United-States, <=50K
+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
+43, Private,64631, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+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
+53, Federal-gov,271544, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, Black, Male,0,1977,40, United-States, >50K
+79, ?,142171, 7th-8th,4, Married-civ-spouse, ?, Husband, White, Male,1409,0,35, 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
+51, Private,115066, Some-college,10, Divorced, Adm-clerical, Unmarried, White, Female,0,2547,40, 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
+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
+34, Private,90614, Assoc-acdm,12, Married-civ-spouse, Tech-support, Husband, White, Male,0,2042,10, United-States, <=50K
+23, Private,211160, 12th,8, Married-civ-spouse, Handlers-cleaners, Own-child, White, Male,0,0,40, United-States, <=50K
+20, Private,194630, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,3781,0,50, United-States, <=50K
+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
+44, Private,167005, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,4386,0,55, United-States, <=50K
+55, Private,342121, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,0,0,40, 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
+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
+52, Private,186303, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,55, Canada, >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
+59, Private,340591, 10th,6, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,3942,0,40, 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
+34, Private,36385, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,0,2258,50, 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
+28, Private,123147, Some-college,10, Never-married, Tech-support, Not-in-family, White, Female,4865,0,40, 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
+52, Local-gov,146565, Assoc-acdm,12, Divorced, Other-service, Not-in-family, White, Female,4865,0,30, United-States, <=50K
+36, Private,267556, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,4064,0,40, United-States, <=50K
+47, Private,284871, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,40, 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
+52, Private,163998, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,99999,0,45, 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
+21, Private,52753, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,1504,40, 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
+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
+42, Private,230684, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,5013,0,40, United-States, <=50K
+33, Private,132601, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,45, United-States, <=50K
+47, Private,193285, HS-grad,9, Married-civ-spouse, Other-service, Wife, Black, Female,5013,0,40, United-States, <=50K
+51, Private,279156, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, 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
+35, Private,185556, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,40, 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
+51, Local-gov,349431, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,4386,0,40, United-States, >50K
+31, Private,219619, HS-grad,9, Never-married, Sales, Other-relative, White, Male,0,0,48, United-States, <=50K
+28, Local-gov,127491, HS-grad,9, Separated, Adm-clerical, Not-in-family, White, Female,5721,0,40, 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
+25, Private,117833, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,0,1876,40, 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
+30, Private,159187, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,55, United-States, >50K
+21, Private,100462, Assoc-voc,11, Never-married, Exec-managerial, Own-child, White, Female,2174,0,60, 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
+55, Private,145214, Some-college,10, Divorced, Adm-clerical, Unmarried, White, Female,4650,0,20, 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
+44, Self-emp-not-inc,172479, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,15024,0,60, 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
+42, Private,242564, 7th-8th,4, Never-married, Handlers-cleaners, Not-in-family, Black, Male,0,2205,40, 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
+56, Federal-gov,61885, Bachelors,13, Never-married, Transport-moving, Not-in-family, Black, Male,0,2001,65, 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
+41, Private,163287, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,43, United-States, >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
+54, State-gov,103179, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, United-States, >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
+33, Private,176185, 12th,8, Divorced, Craft-repair, Not-in-family, White, Male,0,2258,42, 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
+32, Private,199529, Some-college,10, Separated, Tech-support, Not-in-family, Amer-Indian-Eskimo, Male,0,1980,40, United-States, <=50K
+61, Local-gov,35001, 7th-8th,4, Married-civ-spouse, Adm-clerical, Husband, White, Male,2885,0,40, United-States, <=50K
+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
+67, Private,257557, 7th-8th,4, Married-civ-spouse, Transport-moving, Husband, Black, Male,10566,0,40, 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
+76, ?,224680, Prof-school,15, Married-civ-spouse, ?, Husband, White, Male,0,1258,20, 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
+43, Self-emp-not-inc,343061, 7th-8th,4, Married-civ-spouse, Farming-fishing, Husband, White, Male,4508,0,40, Cuba, <=50K
+48, ?,193047, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,0,0,40, United-States, >50K
+39, Private,348521, Some-college,10, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,2415,99, 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
+36, Private,224566, Assoc-acdm,12, Never-married, Prof-specialty, Not-in-family, White, Male,0,1669,45, 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
+59, Private,258579, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,3103,0,35, United-States, >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
+49, Self-emp-inc,26502, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Male,6497,0,45, United-States, <=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
+58, Private,34788, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1887,40, 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
+24, Local-gov,187397, Some-college,10, Never-married, Protective-serv, Unmarried, Other, Male,1151,0,40, 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
+46, Private,28419, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,50, 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
+71, Self-emp-inc,118119, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,20051,0,50, 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
+58, Private,147707, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+46, Self-emp-not-inc,176319, HS-grad,9, Married-civ-spouse, Sales, Own-child, White, Female,7298,0,40, 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
+65, ?,404601, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,2414,0,30, 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
+69, Private,182862, HS-grad,9, Never-married, Transport-moving, Not-in-family, White, Male,15831,0,40, 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
+45, Private,148171, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,40, 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
+28, Private,129460, 10th,6, Widowed, Adm-clerical, Unmarried, White, Female,0,2238,35, 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
+62, Self-emp-inc,56248, Bachelors,13, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,2415,60, United-States, >50K
+65, Private,105252, HS-grad,9, Married-civ-spouse, Tech-support, Husband, White, Male,0,0,40, 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
+35, Private,167735, 11th,7, Never-married, Craft-repair, Own-child, White, Male,6849,0,40, 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
+33, Private,146440, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1740,40, 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
+27, Private,189462, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,0,1504,45, 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
+18, Private,414721, 11th,7, Never-married, Other-service, Own-child, Black, Male,0,1602,23, 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
+42, Self-emp-not-inc,320744, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,3908,0,45, 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
+65, Self-emp-not-inc,78875, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,2290,0,40, 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
+30, Private,196385, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,35, 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
+40, Self-emp-not-inc,175943, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1977,15, United-States, >50K
+28, Private,163265, 9th,5, Married-civ-spouse, Sales, Husband, White, Male,4508,0,40, 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
+41, Federal-gov,36651, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1848,40, 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
+50, Private,188186, Masters,14, Divorced, Sales, Not-in-family, White, Female,0,1590,45, 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
+44, Private,198096, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7688,0,40, 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
+74, ?,33114, 10th,6, Married-civ-spouse, ?, Husband, Amer-Indian-Eskimo, Male,1797,0,30, 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
+40, Self-emp-inc,191429, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, 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
+19, ?,218471, HS-grad,9, Never-married, ?, Own-child, White, Female,0,1602,30, 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
+42, Private,210275, Masters,14, Divorced, Tech-support, Unmarried, Black, Female,4687,0,35, United-States, >50K
+53, Private,150980, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3137,0,40, 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
+21, ?,357029, Some-college,10, Married-civ-spouse, ?, Wife, Black, Female,2105,0,20, United-States, <=50K
+32, State-gov,213389, Some-college,10, Divorced, Protective-serv, Unmarried, White, Female,0,1726,38, United-States, <=50K
+48, Self-emp-inc,287647, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,55, United-States, >50K
+39, Private,150061, Masters,14, Divorced, Exec-managerial, Unmarried, Black, Female,15020,0,60, 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
+29, Private,157612, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,14344,0,40, United-States, >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
+28, Private,112403, HS-grad,9, Never-married, Craft-repair, Unmarried, White, Male,2354,0,40, United-States, <=50K
+59, Private,31137, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, >50K
+30, Private,116138, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,27828,0,60, 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
+58, Private,136841, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,99999,0,35, United-States, >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
+81, Private,177408, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2377,26, 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
+49, Self-emp-inc,58359, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+52, Self-emp-inc,89041, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+32, Private,199655, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, Other, Female,0,1740,40, ?, <=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
+47, Self-emp-not-inc,237731, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,2829,0,65, United-States, <=50K
+37, Private,60313, HS-grad,9, Never-married, Craft-repair, Unmarried, White, Male,0,0,40, United-States, <=50K
+37, Private,270059, Some-college,10, Divorced, Adm-clerical, Unmarried, White, Female,25236,0,25, 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
+55, Private,117299, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, 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
+48, Private,155659, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, United-States, >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
+30, Private,33688, HS-grad,9, Never-married, Transport-moving, Unmarried, White, Female,0,1669,70, 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
+44, Federal-gov,469454, Assoc-voc,11, Married-civ-spouse, Protective-serv, Husband, White, Male,7298,0,48, 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
+37, Self-emp-not-inc,68899, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2129,40, 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
+35, Private,186183, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,15024,0,80, 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
+27, Private,128730, Assoc-voc,11, Never-married, Exec-managerial, Not-in-family, White, Male,10520,0,65, Greece, >50K
+37, Private,215503, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,4386,0,45, United-States, >50K
+44, Private,226129, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,50, United-States, >50K
+34, Private,175856, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,55, 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
+41, Self-emp-inc,125831, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1887,55, 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
+45, Private,357540, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,2002,55, 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
+34, Private,169527, Some-college,10, Married-civ-spouse, Sales, Wife, White, Female,4386,0,20, 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
+34, Private,191856, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,7298,0,40, United-States, >50K
+36, Private,215503, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,0,65, United-States, <=50K
+31, Private,187560, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Male,2174,0,40, 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
+38, Local-gov,210991, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1740,40, 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
+69, Self-emp-not-inc,204645, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,9386,0,72, 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
+34, Private,209101, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,55, United-States, >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
+42, Private,195096, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,4064,0,40, 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
+68, ?,192052, Some-college,10, Married-civ-spouse, ?, Wife, White, Female,0,2457,40, United-States, <=50K
+41, Private,193524, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,40, 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
+42, Private,78765, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,45, United-States, >50K
+29, Private,184078, HS-grad,9, Never-married, Other-service, Other-relative, White, Female,0,0,40, 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
+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
+41, Private,194360, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,40, United-States, >50K
+22, Private,246965, Some-college,10, Never-married, Prof-specialty, Not-in-family, White, Male,0,0,12, 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
+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
+77, Local-gov,177550, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,3818,0,14, 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
+23, Private,242912, Some-college,10, Never-married, Other-service, Own-child, White, Female,4650,0,40, United-States, <=50K
+39, Private,70240, 5th-6th,3, Married-spouse-absent, Other-service, Unmarried, Asian-Pac-Islander, Female,0,0,40, Philippines, <=50K
+38, Local-gov,286405, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,50, United-States, >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
+30, Private,104052, HS-grad,9, Never-married, Machine-op-inspct, Not-in-family, White, Male,0,1741,42, 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
+45, Private,111994, Some-college,10, Divorced, Sales, Not-in-family, White, Male,4650,0,40, 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
+50, Local-gov,157043, Masters,14, Divorced, Prof-specialty, Not-in-family, Black, Female,2202,0,30, ?, <=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
+34, Private,58305, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1573,40, 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
+18, ?,261276, Some-college,10, Never-married, ?, Own-child, Black, Female,0,1602,40, Cambodia, <=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
+45, Self-emp-inc,208802, Prof-school,15, Divorced, Prof-specialty, Unmarried, White, Male,25236,0,36, 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
+45, State-gov,190406, Prof-school,15, Divorced, Prof-specialty, Unmarried, Black, Male,25236,0,36, United-States, >50K
+24, Private,230229, 5th-6th,3, Never-married, Machine-op-inspct, Other-relative, White, Male,0,0,40, Mexico, <=50K
+28, Private,46987, Assoc-voc,11, Never-married, Tech-support, Own-child, White, Female,2174,0,36, United-States, <=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
+36, Private,115834, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Wife, White, Female,7298,0,55, 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
+35, Local-gov,302149, Bachelors,13, Married-civ-spouse, Sales, Husband, Asian-Pac-Islander, Male,7298,0,40, Philippines, >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
+57, Private,141570, Masters,14, Married-civ-spouse, Exec-managerial, Husband, Black, Male,0,1977,40, 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
+40, Private,409922, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, United-States, >50K
+65, ?,224472, Prof-school,15, Never-married, ?, Not-in-family, White, Male,25124,0,80, 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
+71, Local-gov,303860, Masters,14, Widowed, Exec-managerial, Not-in-family, White, Male,2050,0,20, 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,187870, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,50, 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
+39, Private,117166, 10th,6, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2635,0,40, 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
+67, Private,105252, Some-college,10, Divorced, Adm-clerical, Not-in-family, White, Male,7978,0,35, 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
+46, Private,192963, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, Asian-Pac-Islander, Male,0,2415,35, Philippines, >50K
+34, Self-emp-inc,209538, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,0,50, United-States, >50K
+21, Self-emp-not-inc,103277, 12th,8, Married-civ-spouse, Adm-clerical, Wife, White, Female,4508,0,30, Portugal, <=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
+62, Private,194167, HS-grad,9, Divorced, Machine-op-inspct, Not-in-family, White, Female,2174,0,40, 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
+32, Private,317219, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,0,1590,40, 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
+59, Self-emp-not-inc,165315, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,43, United-States, >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
+56, Private,188856, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,8614,0,55, United-States, >50K
+25, Private,69847, Bachelors,13, Never-married, Adm-clerical, Own-child, Asian-Pac-Islander, Female,0,0,40, United-States, <=50K
+46, Self-emp-not-inc,198759, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,80, 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
+33, Private,168030, Some-college,10, Married-civ-spouse, Prof-specialty, Wife, White, Female,7298,0,21, 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
+50, Local-gov,124963, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1977,35, 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
+26, Private,104834, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,0,1669,40, 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
+25, Private,247025, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,3325,0,48, United-States, <=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
+23, State-gov,287988, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,10520,0,40, United-States, >50K
+47, Self-emp-not-inc,122307, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1887,40, 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
+46, Private,423222, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,60, United-States, >50K
+43, Private,214781, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,40, United-States, >50K
+21, Private,242912, HS-grad,9, Never-married, Other-service, Other-relative, White, Female,0,0,35, United-States, <=50K
+52, Private,191529, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1740,60, 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
+40, Private,70539, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,4386,0,50, 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
+21, ?,262280, Some-college,10, Married-civ-spouse, ?, Wife, White, Female,3781,0,40, 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
+55, Self-emp-not-inc,157486, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, 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
+27, Private,38606, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,0,1504,45, United-States, <=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
+34, Private,55717, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1848,50, 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
+53, Self-emp-not-inc,159876, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, Black, Male,3103,0,72, United-States, <=50K
+46, Private,160474, HS-grad,9, Divorced, Adm-clerical, Unmarried, White, Female,0,1590,43, 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
+35, ?,98080, Prof-school,15, Never-married, ?, Not-in-family, Asian-Pac-Islander, Male,4787,0,45, Japan, >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
+41, Private,45156, HS-grad,9, Never-married, Machine-op-inspct, Not-in-family, White, Male,2174,0,41, 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
+28, Private,233796, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,7298,0,32, United-States, >50K
+67, Local-gov,191800, Bachelors,13, Divorced, Adm-clerical, Unmarried, Black, Female,6360,0,35, 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
+45, Local-gov,160173, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, 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
+33, Private,154981, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1902,50, 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
+50, Self-emp-not-inc,401118, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,99999,0,50, 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
+38, Private,159179, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, 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
+45, Self-emp-not-inc,28497, Bachelors,13, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1485,70, United-States, >50K
+29, Private,180758, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,0,0,40, United-States, <=50K
+56, Self-emp-not-inc,346635, Masters,14, Divorced, Sales, Unmarried, White, Female,0,2339,60, 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
+25, Local-gov,190107, HS-grad,9, Never-married, Farming-fishing, Own-child, White, Male,0,1719,16, 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
+40, Private,79586, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,99999,0,40, ?, >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
+42, Local-gov,109684, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,0,1741,35, 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
+39, Private,184117, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,20, 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
+38, Local-gov,162613, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,0,2258,60, 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
+52, Private,152373, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2105,0,40, 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
+43, Private,58447, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,55, 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
+47, Private,246739, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,55, 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
+51, Self-emp-not-inc,156802, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,3103,0,60, United-States, >50K
+50, Private,168212, Masters,14, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,45, United-States, >50K
+38, Private,331395, 7th-8th,4, Married-civ-spouse, Farming-fishing, Husband, White, Male,3942,0,84, Portugal, <=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
+39, State-gov,122011, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,5178,0,38, 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
+45, Private,229967, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Male,13550,0,50, 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
+42, Self-emp-inc,23813, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, Amer-Indian-Eskimo, Male,2885,0,30, 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
+32, Private,343789, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,5013,0,55, 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
+46, Private,155659, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, 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
+50, Self-emp-not-inc,172281, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, United-States, >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
+32, Private,197457, HS-grad,9, Divorced, Tech-support, Unmarried, White, Female,1471,0,38, 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
+39, Self-emp-inc,143123, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2415,40, 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
+36, Private,275653, 7th-8th,4, Married-spouse-absent, Machine-op-inspct, Unmarried, White, Female,2977,0,40, Puerto-Rico, <=50K
+45, Private,88061, 11th,7, Married-spouse-absent, Machine-op-inspct, Unmarried, Asian-Pac-Islander, Female,0,0,40, South, <=50K
+43, Federal-gov,195897, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,7298,0,40, United-States, >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
+34, Private,112115, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,55, 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
+40, Private,48087, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7298,0,45, 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
+68, Self-emp-inc,52052, Assoc-voc,11, Widowed, Sales, Not-in-family, White, Female,25124,0,50, United-States, >50K
+24, Private,208882, HS-grad,9, Never-married, Craft-repair, Not-in-family, Black, Male,0,0,40, United-States, <=50K
+24, Private,229393, 11th,7, Never-married, Farming-fishing, Unmarried, White, Male,2463,0,40, 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
+40, Private,212847, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,2179,40, 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
+41, Private,24763, HS-grad,9, Divorced, Transport-moving, Unmarried, White, Male,7443,0,40, 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
+50, Private,164198, Assoc-acdm,12, Married-civ-spouse, Handlers-cleaners, Husband, Black, Male,15024,0,45, 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
+37, Private,82576, Prof-school,15, Divorced, Prof-specialty, Not-in-family, White, Male,14084,0,36, 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
+31, Private,156763, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,2829,0,40, 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
+28, Local-gov,168524, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,35, 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
+35, Private,99357, Bachelors,13, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1977,30, 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
+46, Federal-gov,97863, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Husband, White, Male,5178,0,40, 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
+55, Private,162205, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,5178,0,72, 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
+39, Private,191227, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Female,13550,0,50, 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
+30, Private,48520, Assoc-acdm,12, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2002,40, United-States, <=50K
+50, Private,55527, Assoc-acdm,12, Divorced, Craft-repair, Not-in-family, Black, Male,0,0,45, 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
+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
+19, Private,243373, 12th,8, Never-married, Sales, Other-relative, White, Male,1055,0,40, 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
+37, Private,143582, Assoc-voc,11, Never-married, Adm-clerical, Not-in-family, Other, Female,4101,0,35, United-States, <=50K
+38, Private,108140, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,2202,0,45, 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
+34, Private,340917, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,2829,0,50, ?, <=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
+57, Private,61474, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,45, United-States, >50K
+47, ?,99127, Assoc-voc,11, Married-civ-spouse, ?, Husband, White, Male,0,0,40, United-States, >50K
+27, Private,215955, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,2829,0,40, 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
+40, Local-gov,153031, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,35, United-States, >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
+32, Self-emp-inc,275094, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7688,0,55, Mexico, >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
+49, Private,87928, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, 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
+49, Private,139268, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+33, Private,288273, 12th,8, Separated, Adm-clerical, Unmarried, White, Female,1471,0,40, United-States, <=50K
+31, Private,167725, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,15024,0,48, Philippines, >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
+17, Local-gov,170916, 10th,6, Never-married, Protective-serv, Own-child, White, Female,0,1602,40, United-States, <=50K
+53, Local-gov,283602, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,40, 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
+39, Private,237713, Prof-school,15, Married-civ-spouse, Sales, Husband, White, Male,0,2415,99, 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
+34, Private,203488, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,40, 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
+66, ?,186032, Assoc-voc,11, Widowed, ?, Not-in-family, White, Female,2964,0,30, 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
+44, Self-emp-not-inc,194636, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3137,0,50, 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
+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
+41, Self-emp-not-inc,186909, Masters,14, Married-civ-spouse, Sales, Wife, White, Female,0,1902,35, United-States, >50K
+65, Private,105491, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,40, 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
+71, Private,110380, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,2467,52, 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
+39, Private,176296, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, Black, Male,0,1887,40, 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
+26, Private,149734, HS-grad,9, Separated, Craft-repair, Unmarried, Black, Female,0,1594,40, 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
+33, Private,134886, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,99999,0,30, 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
+33, Private,175412, 9th,5, Divorced, Craft-repair, Unmarried, White, Male,114,0,55, 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
+28, Private,54042, Assoc-voc,11, Never-married, Other-service, Not-in-family, White, Female,2463,0,35, 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
+65, Self-emp-not-inc,115498, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,3818,0,10, United-States, <=50K
+57, Private,317847, Masters,14, Divorced, Exec-managerial, Not-in-family, White, Male,0,2824,50, United-States, >50K
+36, Private,98389, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,44, United-States, >50K
+42, Private,173704, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1887,50, 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
+37, Local-gov,48976, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,4865,0,45, 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
+33, Federal-gov,331615, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1848,40, United-States, >50K
+54, Private,202415, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, >50K
+40, Private,180032, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,0,1669,40, 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
+35, Private,272019, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2057,40, 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
+19, ?,200790, 12th,8, Married-civ-spouse, ?, Other-relative, White, Female,15024,0,40, 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
+30, Self-emp-not-inc,404062, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,15, 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
+37, Private,219141, 11th,7, Married-civ-spouse, Handlers-cleaners, Husband, Black, Male,7688,0,40, United-States, >50K
+46, Federal-gov,20956, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, United-States, >50K
+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
+18, Self-emp-not-inc,230373, 11th,7, Never-married, Other-service, Own-child, White, Female,594,0,4, 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
+44, State-gov,141858, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,75, United-States, >50K
+51, Federal-gov,20795, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,7688,0,40, 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
+33, Private,108328, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Female,6849,0,50, 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
+56, Private,193453, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,65, United-States, >50K
+45, Private,148995, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,40, 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
+39, Local-gov,267893, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, Black, Male,7298,0,40, 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
+42, Private,212894, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1887,40, 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
+59, Private,66356, 7th-8th,4, Never-married, Farming-fishing, Unmarried, White, Male,4865,0,40, 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
+34, Private,198265, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,3103,0,40, 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
+68, Federal-gov,422013, HS-grad,9, Divorced, Prof-specialty, Not-in-family, White, Female,0,3683,40, 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
+37, Private,257042, HS-grad,9, Divorced, Craft-repair, Unmarried, White, Male,1506,0,40, 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
+34, Private,209297, HS-grad,9, Never-married, Machine-op-inspct, Not-in-family, Black, Male,0,2001,40, United-States, <=50K
+53, Private,355802, Some-college,10, Widowed, Sales, Unmarried, White, Female,0,0,30, United-States, <=50K
+32, Private,165949, Bachelors,13, Divorced, Machine-op-inspct, Not-in-family, White, Female,0,1590,42, 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
+50, Private,43764, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, 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
+38, Self-emp-not-inc,184456, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,3464,0,80, Italy, <=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
+53, Private,124076, Doctorate,16, Married-civ-spouse, Prof-specialty, Wife, White, Female,99999,0,37, 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
+24, Private,270872, HS-grad,9, Never-married, Craft-repair, Other-relative, White, Male,594,0,40, ?, <=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
+21, State-gov,145651, Some-college,10, Never-married, Sales, Own-child, Black, Female,0,1602,12, 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
+41, Private,162140, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,2339,40, 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
+40, Private,27821, Assoc-voc,11, Married-civ-spouse, Transport-moving, Husband, White, Male,2829,0,40, 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
+72, Local-gov,259762, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,2290,0,10, 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
+31, Private,511289, HS-grad,9, Never-married, Farming-fishing, Not-in-family, White, Male,2907,0,99, United-States, <=50K
+33, Private,159574, 7th-8th,4, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,0,45, United-States, <=50K
+27, Private,224105, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,7298,0,40, 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
+25, Private,111058, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Male,0,1980,40, 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
+49, Self-emp-not-inc,181307, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,65, 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
+35, Self-emp-not-inc,37778, Assoc-voc,11, Married-civ-spouse, Farming-fishing, Husband, White, Male,3103,0,55, 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
+49, ?,271346, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,15024,0,60, 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
+50, Private,266945, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Wife, White, Female,3137,0,40, El-Salvador, <=50K
+20, Private,234663, HS-grad,9, Never-married, Handlers-cleaners, Own-child, White, Male,0,0,30, 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
+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
+43, Private,227065, HS-grad,9, Never-married, Prof-specialty, Not-in-family, White, Male,4650,0,40, 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
+30, Private,281030, Assoc-voc,11, Married-civ-spouse, Sales, Husband, White, Male,4064,0,40, United-States, <=50K
+42, Private,126701, Bachelors,13, Divorced, Adm-clerical, Unmarried, White, Male,9562,0,45, 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
+54, Self-emp-inc,304570, Bachelors,13, Married-civ-spouse, Machine-op-inspct, Husband, Asian-Pac-Islander, Male,7688,0,40, ?, >50K
+47, ?,89806, Some-college,10, Divorced, ?, Not-in-family, Amer-Indian-Eskimo, Female,0,0,35, United-States, <=50K
+39, Private,106183, HS-grad,9, Divorced, Other-service, Unmarried, Amer-Indian-Eskimo, Female,6849,0,40, 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
+25, Private,148460, HS-grad,9, Never-married, Adm-clerical, Own-child, Black, Female,4416,0,40, Puerto-Rico, <=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
+36, Private,353524, HS-grad,9, Divorced, Exec-managerial, Own-child, White, Female,1831,0,40, United-States, <=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
+41, Self-emp-not-inc,174395, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,55, United-States, >50K
+63, Private,383058, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1848,40, 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
+37, Private,178948, Bachelors,13, Married-civ-spouse, Exec-managerial, Wife, White, Female,7688,0,45, United-States, >50K
+51, Private,173987, 9th,5, Married-civ-spouse, Sales, Husband, White, Male,0,0,40, United-States, <=50K
+45, Private,34419, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, United-States, >50K
+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
+66, Self-emp-not-inc,427422, Doctorate,16, Married-civ-spouse, Sales, Husband, White, Male,0,2377,25, 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
+29, Private,326330, Some-college,10, Divorced, Exec-managerial, Own-child, White, Female,1831,0,40, 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
+41, Private,439919, 5th-6th,3, Married-civ-spouse, Farming-fishing, Husband, White, Male,3411,0,40, Mexico, <=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
+39, Self-emp-not-inc,154641, HS-grad,9, Divorced, Farming-fishing, Not-in-family, White, Male,8614,0,50, 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
+58, Private,146477, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, Greece, >50K
+66, Local-gov,188220, HS-grad,9, Widowed, Adm-clerical, Unmarried, White, Female,0,0,35, United-States, >50K
+37, Private,292855, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1887,35, 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
+39, Private,284166, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,50, 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
+44, Self-emp-inc,357679, Bachelors,13, Married-civ-spouse, Farming-fishing, Husband, White, Male,15024,0,65, 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
+56, Local-gov,52953, Doctorate,16, Divorced, Prof-specialty, Not-in-family, White, Female,0,1669,38, 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
+39, Private,103925, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,32, 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
+31, Private,288825, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,5013,0,40, 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
+36, Self-emp-inc,306156, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,15024,0,60, 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
+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
+76, Private,199949, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,20051,0,50, United-States, >50K
+19, Private,213024, 12th,8, Never-married, Handlers-cleaners, Own-child, White, Male,0,0,40, United-States, <=50K
+45, Private,213140, 10th,6, Married-civ-spouse, Craft-repair, Husband, White, Male,2829,0,40, 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
+53, Local-gov,200190, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,55, 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
+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
+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
+34, Private,198103, HS-grad,9, Never-married, Transport-moving, Own-child, White, Male,0,1980,40, 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
+31, State-gov,207505, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,70, 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
+55, Private,98361, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,55, 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
+30, Private,19302, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+50, Private,160572, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3137,0,47, 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
+24, Private,103277, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,2597,0,40, United-States, <=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
+83, Self-emp-inc,240150, 10th,6, Married-civ-spouse, Farming-fishing, Husband, White, Male,20051,0,50, 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
+71, Private,152307, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2377,45, 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
+42, Self-emp-not-inc,269733, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,99999,0,80, United-States, >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
+38, Private,43770, Some-college,10, Separated, Other-service, Not-in-family, White, Female,4650,0,72, 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
+39, Private,58972, Assoc-acdm,12, Divorced, Exec-managerial, Unmarried, White, Male,1506,0,40, 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
+19, Private,223648, HS-grad,9, Never-married, Sales, Not-in-family, White, Male,4101,0,48, 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
+42, Private,98211, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,45, 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
+62, Private,266624, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,6418,0,40, United-States, >50K
+34, Private,136862, 1st-4th,2, Never-married, Other-service, Other-relative, White, Female,0,0,40, Guatemala, <=50K
+47, Self-emp-inc,215620, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,55, United-States, >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
+46, Local-gov,303918, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,7688,0,96, 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
+31, Private,1033222, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Male,8614,0,40, 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
+60, Private,109530, Assoc-voc,11, Married-civ-spouse, Tech-support, Husband, White, Male,7298,0,40, United-States, >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
+69, ?,320280, Some-college,10, Never-married, ?, Not-in-family, White, Male,1848,0,1, United-States, <=50K
+25, Private,120238, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,2885,0,43, 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
+37, Private,135436, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,60, 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
+26, Private,208326, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,3942,0,45, 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
+47, Local-gov,219632, Assoc-acdm,12, Separated, Exec-managerial, Not-in-family, White, Male,0,1408,40, 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
+43, Local-gov,301638, 12th,8, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1579,40, 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
+38, Private,254439, 10th,6, Widowed, Transport-moving, Unmarried, Black, Male,114,0,40, 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
+28, Private,416577, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, Black, Male,2829,0,40, United-States, <=50K
+55, State-gov,296991, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, 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
+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
+45, Private,390368, Some-college,10, Married-civ-spouse, Sales, Husband, Black, Male,15024,0,99, 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
+25, Private,176047, HS-grad,9, Never-married, Machine-op-inspct, Own-child, White, Female,2176,0,40, 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
+17, Private,232713, 10th,6, Never-married, Craft-repair, Not-in-family, White, Male,594,0,30, United-States, <=50K
+70, Private,141742, Assoc-voc,11, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,9386,0,50, United-States, >50K
+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
+41, Private,214242, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,40, United-States, >50K
+47, Self-emp-not-inc,191175, 5th-6th,3, Married-civ-spouse, Sales, Husband, White, Male,0,2179,50, Mexico, <=50K
+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
+69, Self-emp-not-inc,240562, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,40, 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
+56, Private,204049, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1848,50, United-States, >50K
+42, Private,331651, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,8614,0,50, 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
+27, Private,198188, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,2580,0,45, United-States, <=50K
+32, Private,447066, Bachelors,13, Married-civ-spouse, Sales, Husband, Black, Male,15024,0,50, 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
+58, Federal-gov,200042, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, United-States, >50K
+20, Private,205975, HS-grad,9, Never-married, Adm-clerical, Own-child, White, Female,0,0,20, United-States, <=50K
+63, ?,234083, HS-grad,9, Divorced, ?, Not-in-family, White, Female,0,2205,40, 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
+27, Private,186454, Bachelors,13, Never-married, Prof-specialty, Not-in-family, Asian-Pac-Islander, Male,13550,0,40, 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
+41, ?,211873, Assoc-voc,11, Married-civ-spouse, ?, Wife, White, Female,0,1628,5, ?, <=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
+26, Self-emp-not-inc,221626, HS-grad,9, Married-civ-spouse, Other-service, Wife, White, Female,0,1579,20, 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
+33, Local-gov,152351, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,3908,0,40, United-States, <=50K
+72, ?,271352, 10th,6, Divorced, ?, Not-in-family, White, Male,0,0,12, United-States, <=50K
+34, Private,345705, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1977,50, 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
+51, Private,110747, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,40, 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
+51, Private,145409, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,48, 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
+19, Private,376683, Some-college,10, Never-married, Other-service, Unmarried, Black, Female,2036,0,30, 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
+60, Private,116707, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7298,0,40, 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
+18, Private,166889, Some-college,10, Never-married, Handlers-cleaners, Own-child, Black, Female,0,1602,35, 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
+48, Local-gov,242923, HS-grad,9, Married-civ-spouse, Tech-support, Wife, White, Female,0,1848,40, United-States, >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
+40, Federal-gov,75313, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,66, United-States, >50K
+29, ?,339100, 11th,7, Divorced, ?, Not-in-family, White, Female,3418,0,48, 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
+41, Private,264663, Some-college,10, Separated, Prof-specialty, Own-child, White, Female,0,3900,40, 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
+71, Self-emp-inc,66624, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2392,60, United-States, >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
+20, ?,66695, Some-college,10, Never-married, ?, Own-child, Other, Female,594,0,35, 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
+36, Private,225516, Assoc-acdm,12, Never-married, Sales, Not-in-family, Black, Male,10520,0,43, 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
+50, Private,128143, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,50, United-States, >50K
+47, Private,185041, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+50, Self-emp-not-inc,156951, Assoc-acdm,12, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3103,0,40, 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
+25, Private,361493, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,3325,0,40, 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
+38, State-gov,188303, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,7688,0,40, 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
+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
+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
+35, Local-gov,668319, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1740,80, United-States, <=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
+49, Private,48120, HS-grad,9, Never-married, Transport-moving, Unmarried, Black, Female,1506,0,40, 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
+60, Self-emp-inc,210827, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+65, Local-gov,153890, 12th,8, Widowed, Exec-managerial, Not-in-family, White, Male,2009,0,44, 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
+59, Private,81929, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,45, 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
+36, Private,126675, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, United-States, >50K
+19, Private,286435, Some-college,10, Never-married, Craft-repair, Own-child, White, Male,594,0,40, 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
+42, Private,52781, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+70, ?,149040, HS-grad,9, Widowed, ?, Not-in-family, White, Female,2964,0,12, 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
+31, Private,352465, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+40, Private,107433, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, 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
+43, Private,184321, 10th,6, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,0,1887,40, United-States, >50K
+55, Self-emp-not-inc,322691, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,3103,0,55, United-States, >50K
+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
+44, Self-emp-inc,120277, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,45, 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
+25, Private,469572, Some-college,10, Never-married, Prof-specialty, Not-in-family, White, Male,8614,0,40, 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
+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
+58, ?,353244, Bachelors,13, Widowed, ?, Unmarried, White, Female,27828,0,50, 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
+40, Local-gov,290660, Assoc-acdm,12, Divorced, Exec-managerial, Not-in-family, White, Male,8614,0,50, 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
+49, Private,309033, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,60, 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
+46, Private,269652, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,4386,0,38, United-States, >50K
+39, Local-gov,193815, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,0,0,40, United-States, >50K
+28, Private,141957, Assoc-acdm,12, Married-civ-spouse, Tech-support, Husband, White, Male,0,1887,70, 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
+90, Self-emp-not-inc,82628, HS-grad,9, Never-married, Exec-managerial, Not-in-family, White, Male,2964,0,12, United-States, <=50K
+51, Private,205100, Some-college,10, Divorced, Sales, Not-in-family, White, Female,0,0,45, United-States, >50K
+36, Private,107916, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2002,40, 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
+38, Self-emp-inc,478829, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,50, United-States, >50K
+30, Private,345705, Some-college,10, Married-civ-spouse, Exec-managerial, Other-relative, White, Male,0,0,40, United-States, <=50K
+22, Private,385077, HS-grad,9, Never-married, Craft-repair, Own-child, White, Male,2907,0,40, 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
+26, Private,333677, Bachelors,13, Never-married, Exec-managerial, Own-child, White, Male,2463,0,35, United-States, <=50K
+25, Private,208591, HS-grad,9, Never-married, Machine-op-inspct, Own-child, White, Male,0,0,40, United-States, <=50K
+40, Private,341204, Some-college,10, Divorced, Exec-managerial, Unmarried, White, Female,1831,0,30, 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
+35, Self-emp-inc,111319, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,0,1887,45, United-States, >50K
+54, Private,816750, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2051,40, United-States, <=50K
+25, Private,167835, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,3325,0,40, 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
+52, State-gov,135388, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, 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
+52, Private,284329, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, United-States, >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
+39, Private,237943, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,70, United-States, >50K
+38, Private,190759, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, <=50K
+59, Private,100313, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,40, 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
+37, Private,105803, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,45, 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
+43, Private,152958, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, United-States, >50K
+28, Private,312372, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, Black, Male,15024,0,40, United-States, >50K
+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
+46, Self-emp-not-inc,353012, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,50, 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
+55, Federal-gov,305850, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, United-States, >50K
+48, Local-gov,273402, 7th-8th,4, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1902,40, 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
+40, Private,34113, HS-grad,9, Never-married, Exec-managerial, Not-in-family, Amer-Indian-Eskimo, Male,6849,0,43, 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
+62, Private,195343, Doctorate,16, Divorced, Prof-specialty, Unmarried, White, Male,15020,0,50, 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
+21, Private,163870, 10th,6, Married-civ-spouse, Other-service, Husband, White, Male,3908,0,40, 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
+35, Private,161637, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,1902,40, Taiwan, >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
+42, Self-emp-inc,277488, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,65, United-States, >50K
+19, Private,205830, HS-grad,9, Never-married, Other-service, Own-child, White, Female,0,0,40, El-Salvador, <=50K
+46, Private,273575, Bachelors,13, Married-civ-spouse, Transport-moving, Husband, White, Male,15024,0,40, United-States, >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
+50, Self-emp-not-inc,145419, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,7688,0,45, 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
+47, Private,105273, Bachelors,13, Widowed, Craft-repair, Unmarried, Black, Female,6497,0,40, 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
+32, Private,553405, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,99999,0,50, 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,347960, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Female,14084,0,35, United-States, >50K
+39, Private,325374, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Male,0,0,40, United-States, <=50K
+69, Private,130413, Bachelors,13, Widowed, Exec-managerial, Not-in-family, White, Female,2346,0,15, United-States, <=50K
+43, Private,111949, HS-grad,9, Married-civ-spouse, Other-service, Wife, White, Female,0,0,35, United-States, <=50K
+39, Private,278557, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1628,48, 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
+51, Private,282549, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,3137,0,40, United-States, <=50K
+75, Private,316119, Some-college,10, Widowed, Prof-specialty, Not-in-family, White, Female,0,0,8, United-States, <=50K
+37, State-gov,252939, Assoc-voc,11, Never-married, Prof-specialty, Unmarried, Black, Female,5455,0,40, United-States, <=50K
+24, State-gov,506329, Some-college,10, Never-married, Adm-clerical, Own-child, Asian-Pac-Islander, Male,0,0,40, ?, <=50K
+20, Private,316043, 11th,7, Never-married, Other-service, Own-child, Black, Male,594,0,20, United-States, <=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
+40, Self-emp-not-inc,237293, Prof-school,15, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,40, 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
+44, Local-gov,171589, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, 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
+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
+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
+32, Local-gov,186784, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,5013,0,45, United-States, <=50K
+70, Local-gov,334666, HS-grad,9, Widowed, Adm-clerical, Not-in-family, White, Female,0,0,12, United-States, <=50K
+65, ?,191380, 10th,6, Married-civ-spouse, ?, Husband, White, Male,9386,0,50, 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
+31, Private,246439, Some-college,10, Married-civ-spouse, Farming-fishing, Husband, White, Male,7298,0,50, United-States, >50K
+21, Private,124242, Assoc-acdm,12, Never-married, Other-service, Own-child, White, Female,0,0,40, 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
+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
+59, State-gov,349910, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,10605,0,50, 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
+41, Private,115932, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,50, United-States, >50K
+55, Private,154580, 10th,6, Married-civ-spouse, Other-service, Husband, Black, Male,2580,0,40, 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
+31, Private,100252, Bachelors,13, Divorced, Other-service, Not-in-family, Asian-Pac-Islander, Male,99999,0,70, United-States, >50K
+54, Private,217718, 5th-6th,3, Married-spouse-absent, Other-service, Unmarried, Black, Female,0,0,30, Haiti, <=50K
+32, Private,170154, Assoc-acdm,12, Separated, Exec-managerial, Unmarried, White, Female,25236,0,50, United-States, >50K
+56, Private,105281, HS-grad,9, Widowed, Sales, Not-in-family, White, Female,0,1974,40, United-States, <=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
+31, Private,202450, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1573,40, United-States, <=50K
+32, Private,168138, Assoc-acdm,12, Divorced, Sales, Not-in-family, White, Male,2597,0,48, United-States, <=50K
+51, Private,159755, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, United-States, >50K
+42, Private,191765, HS-grad,9, Never-married, Adm-clerical, Other-relative, Black, Female,0,2339,40, Trinadad&Tobago, <=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
+56, Private,189975, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,60, United-States, >50K
+51, State-gov,231495, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,55, 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
+49, Self-emp-inc,213140, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,60, United-States, >50K
+47, Private,176893, HS-grad,9, Divorced, Craft-repair, Not-in-family, Black, Male,8614,0,44, United-States, >50K
+22, Private,115244, Assoc-acdm,12, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,0,40, United-States, <=50K
+53, Private,313243, Some-college,10, Separated, Craft-repair, Not-in-family, White, Male,0,2444,45, United-States, >50K
+41, Local-gov,169995, Some-college,10, Divorced, Protective-serv, Not-in-family, White, Male,0,0,20, United-States, <=50K
+19, Private,198459, HS-grad,9, Never-married, Adm-clerical, Own-child, White, Male,0,2001,40, 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
+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
+61, State-gov,186451, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+31, Local-gov,209103, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,3464,0,45, 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
+22, Private,233955, Bachelors,13, Never-married, Prof-specialty, Not-in-family, Amer-Indian-Eskimo, Female,14344,0,40, 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
+51, Private,230858, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1977,60, United-States, >50K
+60, Private,123218, Some-college,10, Married-civ-spouse, Other-service, Husband, White, Male,0,0,40, United-States, <=50K
+62, ?,191118, Some-college,10, Married-civ-spouse, ?, Husband, White, Male,7298,0,40, 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
+28, Private,138692, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,40, United-States, >50K
+83, Self-emp-inc,153183, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2392,55, United-States, >50K
+25, Private,181896, Bachelors,13, Never-married, Adm-clerical, Own-child, White, Female,0,0,40, United-States, <=50K
+42, Private,268183, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1485,60, 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
+52, Local-gov,187830, HS-grad,9, Divorced, Tech-support, Unmarried, White, Male,4934,0,36, 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
+54, Private,343242, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,0,40, United-States, >50K
+46, Private,113390, Masters,14, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1740,60, 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
+38, Private,207568, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,40, 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
+42, Private,187720, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, ?, >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
+43, Private,113324, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, 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
+30, Private,460408, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1672,45, 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,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
+63, ?,310396, 9th,5, Married-civ-spouse, ?, Husband, White, Male,5178,0,40, United-States, >50K
+29, Federal-gov,37933, Some-college,10, Never-married, Adm-clerical, Unmarried, Black, Female,2174,0,40, 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
+47, Private,278322, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+37, Private,193855, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,50, 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
+68, Private,218637, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,2377,55, 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
+30, Private,207937, Prof-school,15, Divorced, Prof-specialty, Not-in-family, White, Male,10520,0,50, 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
+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
+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
+38, Self-emp-not-inc,344480, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,4064,0,40, 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
+28, Private,339372, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Male,0,1408,40, 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
+56, Private,34626, Some-college,10, Divorced, Exec-managerial, Not-in-family, White, Female,0,1980,40, 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
+40, Private,289748, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,4650,0,48, 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
+46, Local-gov,121124, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, White, Male,15024,0,40, 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
+41, Self-emp-inc,236021, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, United-States, >50K
+57, Federal-gov,170603, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,0,40, United-States, >50K
+52, Private,74275, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7298,0,45, 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
+64, Private,116084, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,2635,0,40, 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
+40, Private,88368, Some-college,10, Divorced, Adm-clerical, Unmarried, White, Female,914,0,40, United-States, <=50K
+42, State-gov,190044, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+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
+49, Private,187454, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,99999,0,65, United-States, >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
+46, Private,248059, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3464,0,40, 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
+47, Private,120781, Masters,14, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,15024,0,40, ?, >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
+35, Private,145704, HS-grad,9, Married-civ-spouse, Prof-specialty, Wife, White, Female,3942,0,35, United-States, <=50K
+27, State-gov,205499, Doctorate,16, Never-married, Prof-specialty, Not-in-family, White, Male,0,0,77, United-States, <=50K
+28, Private,293926, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1740,30, 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
+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
+48, Private,188432, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3103,0,46, 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
+68, Private,117236, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,20051,0,45, 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
+53, Private,113176, HS-grad,9, Divorced, Sales, Not-in-family, White, Female,2597,0,40, 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
+60, ?,141221, Bachelors,13, Married-civ-spouse, ?, Husband, Asian-Pac-Islander, Male,0,2163,25, South, <=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
+25, Self-emp-not-inc,259299, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,50, 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
+51, Private,162238, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,47, 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
+67, Private,335979, HS-grad,9, Widowed, Sales, Not-in-family, White, Female,991,0,18, 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
+27, Private,287476, HS-grad,9, Never-married, Craft-repair, Not-in-family, Black, Male,3325,0,40, United-States, <=50K
+36, Private,206253, Some-college,10, Never-married, Other-service, Not-in-family, White, Female,0,1617,40, United-States, <=50K
+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
+32, Private,356689, HS-grad,9, Divorced, Adm-clerical, Unmarried, White, Male,3887,0,40, 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
+54, Private,288992, 10th,6, Divorced, Prof-specialty, Unmarried, White, Male,14344,0,68, 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
+50, Self-emp-inc,167793, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,60, United-States, >50K
+74, Self-emp-not-inc,206682, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1648,35, 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
+51, Local-gov,47415, Assoc-acdm,12, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,1628,30, 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
+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
+43, Private,196545, Bachelors,13, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1902,40, 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
+72, Self-emp-not-inc,285408, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2246,28, 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
+45, Federal-gov,183804, Some-college,10, Never-married, Adm-clerical, Own-child, White, Male,0,0,40, United-States, <=50K
+48, Private,107231, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,50, 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
+41, Private,37869, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, 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
+57, Private,121362, Some-college,10, Widowed, Adm-clerical, Unmarried, White, Female,0,2258,38, 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
+38, Private,160192, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2051,44, 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
+19, Private,124486, 12th,8, Never-married, Other-service, Own-child, White, Male,0,1602,20, United-States, <=50K
+61, ?,202106, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,0,1902,40, United-States, >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
+46, Private,74895, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,55, 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
+69, Private,203313, HS-grad,9, Widowed, Other-service, Not-in-family, White, Female,991,0,18, United-States, <=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
+34, Private,199934, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,7298,0,40, 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
+65, Self-emp-inc,66360, 11th,7, Married-civ-spouse, Exec-managerial, Husband, White, Male,6418,0,35, 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
+30, Private,167309, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1902,40, 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
+53, Self-emp-not-inc,135339, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,7688,0,20, China, >50K
+48, Federal-gov,497486, HS-grad,9, Married-spouse-absent, Adm-clerical, Unmarried, White, Female,1471,0,40, United-States, <=50K
+25, Private,178478, Bachelors,13, Never-married, Adm-clerical, Own-child, White, Female,0,0,40, United-States, <=50K
+41, Private,149909, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7688,0,50, 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
+34, Private,231043, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Husband, White, Male,3908,0,45, 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
+26, Private,151551, Some-college,10, Separated, Sales, Own-child, Amer-Indian-Eskimo, Male,2597,0,48, United-States, <=50K
+58, Private,100313, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1902,40, 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
+35, Private,183898, HS-grad,9, Divorced, Craft-repair, Unmarried, White, Male,2354,0,40, 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
+20, Private,148409, Some-college,10, Never-married, Sales, Other-relative, White, Male,1055,0,20, United-States, <=50K
+40, Local-gov,150755, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,75, United-States, >50K
+27, Private,87006, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,1579,40, United-States, <=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
+40, Private,199900, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1848,55, 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
+27, Private,210498, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, 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
+23, ?,138768, Bachelors,13, Never-married, ?, Own-child, White, Male,2907,0,40, 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
+60, Private,121319, 7th-8th,4, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3137,0,40, Poland, <=50K
+63, Private,308028, Masters,14, Married-civ-spouse, Tech-support, Husband, White, Male,5013,0,40, 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
+33, Private,133503, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1977,45, 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
+38, Private,188888, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,0,1340,40, 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
+29, Local-gov,302422, Assoc-voc,11, Never-married, Protective-serv, Not-in-family, White, Male,0,1564,56, 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
+22, ?,154235, Some-college,10, Married-civ-spouse, ?, Wife, White, Female,3781,0,35, 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
+47, Private,187440, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, 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
+47, Private,201699, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,5178,0,50, 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
+29, Federal-gov,244473, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+50, Local-gov,191025, Masters,14, Divorced, Exec-managerial, Not-in-family, White, Female,4650,0,70, 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
+44, Private,54310, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, United-States, >50K
+35, Private,208165, HS-grad,9, Divorced, Exec-managerial, Unmarried, White, Female,0,0,50, United-States, <=50K
+40, Private,146908, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+57, State-gov,399246, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, Asian-Pac-Islander, Male,0,1485,40, China, <=50K
+37, Self-emp-inc,51264, Assoc-voc,11, Married-civ-spouse, Sales, Husband, White, Male,0,0,40, United-States, >50K
+39, Private,49020, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,3103,0,48, 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
+59, Private,328525, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,2414,0,15, 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
+40, Private,46990, Doctorate,16, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1977,20, 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
+31, Private,240441, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Male,0,1564,40, United-States, >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
+75, Private,104896, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,2653,0,20, United-States, <=50K
+17, Private,342752, 11th,7, Never-married, Other-service, Own-child, White, Male,0,0,15, United-States, <=50K
+79, ?,76641, Masters,14, Married-civ-spouse, ?, Husband, White, Male,20051,0,40, Poland, >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
+45, Private,148995, Doctorate,16, Never-married, Prof-specialty, Not-in-family, White, Male,99999,0,30, 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
+51, Private,215404, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, Amer-Indian-Eskimo, Male,15024,0,40, 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,123833, Some-college,10, Never-married, Other-service, Not-in-family, White, Male,0,1408,40, 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
+47, State-gov,108890, HS-grad,9, Divorced, Adm-clerical, Unmarried, White, Female,1831,0,38, 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
+46, Private,197332, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,46, United-States, >50K
+21, ?,175166, Some-college,10, Never-married, ?, Own-child, White, Female,2176,0,40, 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
+44, Private,147206, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,45, 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
+33, Private,319854, Bachelors,13, Separated, Prof-specialty, Not-in-family, White, Male,4650,0,35, 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
+23, Private,32950, Some-college,10, Never-married, Transport-moving, Not-in-family, White, Male,4101,0,40, United-States, <=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
+45, Private,168598, 12th,8, Married-civ-spouse, Adm-clerical, Wife, Black, Female,3103,0,40, United-States, >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
+36, Private,186035, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, United-States, >50K
+44, Local-gov,196456, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,0,1669,40, United-States, <=50K
+24, Private,111450, HS-grad,9, Never-married, Transport-moving, Unmarried, Black, Male,0,0,40, United-States, <=50K
+39, Private,115289, Some-college,10, Divorced, Sales, Own-child, White, Male,0,1380,70, United-States, <=50K
+50, Private,74879, HS-grad,9, Married-spouse-absent, Handlers-cleaners, Unmarried, White, Female,0,0,40, United-States, <=50K
+38, Private,117312, HS-grad,9, Married-civ-spouse, Exec-managerial, Wife, White, Female,15024,0,40, United-States, >50K
+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
+52, Self-emp-inc,234286, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, United-States, >50K
+46, Private,364548, Bachelors,13, Divorced, Sales, Not-in-family, White, Male,8614,0,40, United-States, >50K
+50, Self-emp-inc,283676, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,60, United-States, >50K
+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
+49, Local-gov,269527, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, United-States, >50K
+50, Self-emp-inc,201689, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1977,63, ?, >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
+61, Private,180382, 5th-6th,3, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,3411,0,45, 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
+51, Private,197163, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Female,0,2559,50, United-States, >50K
+44, State-gov,193524, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,40, 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,202188, Some-college,10, Divorced, Exec-managerial, Not-in-family, White, Female,0,1741,50, United-States, <=50K
+42, Private,198422, Some-college,10, Divorced, Adm-clerical, Own-child, White, Female,0,0,40, United-States, <=50K
+29, Private,82242, Prof-school,15, Never-married, Prof-specialty, Unmarried, White, Male,27828,0,45, Germany, >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
+66, ?,212759, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,6767,0,20, 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
+46, Self-emp-inc,216414, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,0,1977,60, United-States, >50K
+54, Federal-gov,27432, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,0,40, United-States, >50K
+54, Private,145419, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1672,50, 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
+45, Private,102308, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+38, ?,94559, Bachelors,13, Married-civ-spouse, ?, Wife, Other, Female,7688,0,50, ?, >50K
+34, State-gov,366198, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,45, Germany, >50K
+35, Private,180686, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3137,0,40, United-States, <=50K
+26, Private,108019, HS-grad,9, Never-married, Craft-repair, Own-child, White, Male,3325,0,40, United-States, <=50K
+24, Private,153542, Some-college,10, Never-married, Sales, Other-relative, White, Male,0,0,35, 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
+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
+60, Private,166330, HS-grad,9, Married-civ-spouse, Other-service, Wife, White, Female,99999,0,40, 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
+40, Local-gov,153489, HS-grad,9, Married-civ-spouse, Other-service, Other-relative, White, Male,3137,0,40, United-States, <=50K
+59, Private,231377, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1848,45, United-States, >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
+36, Private,337039, Assoc-acdm,12, Never-married, Tech-support, Not-in-family, Black, Male,14344,0,40, England, >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
+40, Private,153238, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,32, United-States, >50K
+49, Local-gov,321851, Assoc-acdm,12, Divorced, Adm-clerical, Not-in-family, White, Female,0,0,30, 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
+19, State-gov,67217, Some-college,10, Never-married, Other-service, Not-in-family, White, Male,594,0,24, 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
+42, Private,173590, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1628,40, 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
+49, Self-emp-not-inc,219718, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,40, United-States, >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
+21, ?,40052, Some-college,10, Never-married, ?, Not-in-family, White, Male,0,2001,45, 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
+18, Private,60981, Some-college,10, Never-married, Sales, Own-child, White, Female,2176,0,35, 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
+50, Private,268553, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,40, 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
+24, Private,254293, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,2174,0,45, United-States, <=50K
+54, Private,104501, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,15024,0,40, 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
+51, Self-emp-inc,100029, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, United-States, >50K
+54, Private,215990, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,44, 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
+56, Self-emp-inc,119891, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1672,40, 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
+49, Private,83610, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,66, 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
+45, Private,100651, HS-grad,9, Divorced, Other-service, Not-in-family, White, Male,0,1980,40, 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
+54, Private,182314, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, 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
+56, Self-emp-inc,109856, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+68, Self-emp-inc,182131, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,10605,0,20, 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
+68, State-gov,202699, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2377,42, ?, >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
+29, Private,189565, HS-grad,9, Never-married, Exec-managerial, Not-in-family, White, Male,2174,0,50, 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
+45, Self-emp-not-inc,118081, Some-college,10, Married-civ-spouse, Other-service, Husband, White, Male,3103,0,42, 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
+39, Private,134367, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1977,24, 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
+58, Private,138285, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1740,40, 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
+51, Private,289572, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7688,0,50, United-States, >50K
+43, State-gov,78765, Some-college,10, Divorced, Exec-managerial, Unmarried, White, Male,0,0,40, United-States, <=50K
+25, State-gov,99076, Bachelors,13, Never-married, Other-service, Not-in-family, White, Female,2597,0,50, 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
+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
+59, Self-emp-not-inc,144071, 5th-6th,3, Married-civ-spouse, Other-service, Husband, White, Male,2580,0,15, El-Salvador, <=50K
+28, Private,148429, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2885,0,40, 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
+43, Private,334991, Some-college,10, Separated, Transport-moving, Unmarried, White, Male,4934,0,51, United-States, >50K
+48, Private,93476, HS-grad,9, Separated, Adm-clerical, Not-in-family, White, Female,0,2001,40, United-States, <=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
+40, Local-gov,147372, Some-college,10, Never-married, Protective-serv, Not-in-family, White, Male,0,2444,40, United-States, >50K
+36, Private,145933, HS-grad,9, Never-married, Exec-managerial, Not-in-family, White, Male,0,2258,70, 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
+49, Self-emp-inc,229737, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,37, 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
+45, Private,102771, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,40, 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
+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
+22, Private,119592, Assoc-acdm,12, Never-married, Handlers-cleaners, Not-in-family, Black, Male,0,2824,40, ?, >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
+46, Private,186172, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,3103,0,40, 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
+36, Private,329980, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,27828,0,40, 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
+29, Self-emp-inc,168221, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1740,70, United-States, <=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
+43, Self-emp-inc,117158, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,60, 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
+37, Private,236990, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3464,0,40, 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
+35, State-gov,193241, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1651,40, 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
+38, Local-gov,172855, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, Black, Female,0,1887,40, 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
+43, Private,339814, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,40, 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
+46, Private,110171, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, United-States, >50K
+26, Private,94477, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,55, 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
+34, Self-emp-not-inc,254304, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,4508,0,90, United-States, <=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
+53, Local-gov,103995, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Female,0,1876,54, 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
+39, Private,209867, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Female,13550,0,45, 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
+31, Private,347166, Some-college,10, Divorced, Craft-repair, Own-child, White, Male,4650,0,40, 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
+42, Private,125280, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,3137,0,40, United-States, <=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
+38, Local-gov,194630, Bachelors,13, Never-married, Protective-serv, Not-in-family, White, Female,4787,0,43, 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
+58, Private,225394, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, United-States, <=50K
+24, Private,373718, Some-college,10, Never-married, Farming-fishing, Not-in-family, White, Male,0,0,20, United-States, <=50K
+48, State-gov,120131, HS-grad,9, Divorced, Craft-repair, Own-child, White, Male,8614,0,40, 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
+31, Self-emp-inc,256362, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,3908,0,50, United-States, <=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
+43, Private,212894, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+62, State-gov,265201, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Male,0,0,40, United-States, <=50K
+28, Private,251905, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Male,0,2339,40, Canada, <=50K
+18, Private,170627, 11th,7, Never-married, Other-service, Own-child, White, Female,0,0,15, United-States, <=50K
+59, Private,354037, Prof-school,15, Married-civ-spouse, Transport-moving, Husband, Black, Male,15024,0,50, 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
+29, Private,77009, 11th,7, Separated, Sales, Not-in-family, White, Female,0,2754,42, 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
+46, Private,456062, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,55, 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
+46, Federal-gov,344415, Masters,14, Married-civ-spouse, Armed-Forces, Husband, White, Male,0,1887,40, United-States, >50K
+54, Self-emp-inc,206964, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1977,40, 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
+41, Private,138975, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,45, United-States, >50K
+45, Local-gov,235431, HS-grad,9, Separated, Other-service, Unmarried, Black, Female,0,0,40, United-States, <=50K
+63, ?,83043, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,0,2179,45, 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
+54, Private,176240, Masters,14, Married-civ-spouse, Transport-moving, Husband, White, Male,7688,0,60, United-States, >50K
+22, ?,211013, Some-college,10, Never-married, ?, Own-child, White, Female,0,0,40, Mexico, <=50K
+40, Local-gov,105862, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Female,5455,0,40, United-States, <=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
+31, Private,147284, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,99, 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
+22, Local-gov,39236, Some-college,10, Never-married, Prof-specialty, Own-child, White, Female,594,0,25, 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
+46, Private,321327, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,45, United-States, >50K
+45, Self-emp-inc,108100, Bachelors,13, Married-civ-spouse, Exec-managerial, Wife, Asian-Pac-Islander, Female,99999,0,25, ?, >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
+45, Local-gov,348172, Bachelors,13, Married-civ-spouse, Farming-fishing, Husband, Asian-Pac-Islander, Male,7298,0,40, 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
+70, ?,163057, HS-grad,9, Widowed, ?, Not-in-family, White, Female,2009,0,40, 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
+47, Local-gov,149700, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,35, 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
+36, State-gov,86805, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,7298,0,39, 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
+48, Self-emp-not-inc,353012, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, United-States, >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
+34, Private,211948, HS-grad,9, Divorced, Sales, Not-in-family, White, Female,0,1590,40, 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
+53, ?,150393, HS-grad,9, Never-married, ?, Not-in-family, White, Male,0,1504,35, 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
+41, Self-emp-not-inc,100800, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,70, 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
+51, Private,172046, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, United-States, >50K
+33, Private,182926, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+30, Private,151001, 5th-6th,3, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3464,0,40, Mexico, <=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
+46, Self-emp-inc,256909, HS-grad,9, Married-spouse-absent, Farming-fishing, Not-in-family, White, Male,3325,0,45, 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
+28, ?,303674, HS-grad,9, Married-civ-spouse, ?, Wife, White, Female,3103,0,20, 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
+46, Private,270693, HS-grad,9, Never-married, Handlers-cleaners, Own-child, White, Male,3674,0,30, 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
+18, Private,184016, HS-grad,9, Married-civ-spouse, Priv-house-serv, Not-in-family, White, Female,3103,0,40, 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
+46, Private,31432, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,3103,0,52, 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
+44, Private,112262, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,5178,0,40, United-States, >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
+69, Self-emp-not-inc,58213, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,20051,0,45, United-States, >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
+25, Private,242700, Some-college,10, Never-married, Transport-moving, Not-in-family, White, Male,10520,0,50, 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
+38, Private,237608, Bachelors,13, Never-married, Sales, Not-in-family, White, Female,0,2444,45, United-States, >50K
+35, Private,84787, Bachelors,13, Married-civ-spouse, Other-service, Husband, White, Male,0,0,40, 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
+60, Private,325971, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,7688,0,40, 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
+65, Private,344152, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,5556,0,50, 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
+40, Private,284303, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,7688,0,40, 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
+18, Private,404868, 11th,7, Never-married, Sales, Own-child, Black, Female,0,1602,20, 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
+71, Self-emp-inc,38822, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,40, 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
+38, Self-emp-inc,244803, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1485,60, Cuba, >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
+51, Self-emp-inc,54342, Prof-school,15, Divorced, Prof-specialty, Not-in-family, White, Male,27828,0,60, 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
+61, Self-emp-inc,171831, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,2829,0,45, 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
+54, Local-gov,173050, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, United-States, >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
+41, Private,394669, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,0,1741,40, 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
+44, Private,236746, Masters,14, Divorced, Exec-managerial, Not-in-family, White, Male,10520,0,45, United-States, >50K
+21, Private,187643, HS-grad,9, Separated, Other-service, Not-in-family, White, Female,0,0,40, United-States, <=50K
+60, Private,282923, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, United-States, >50K
+46, Private,501671, 10th,6, Divorced, Machine-op-inspct, Unmarried, Black, Male,0,0,40, United-States, <=50K
+44, Federal-gov,29591, Bachelors,13, Divorced, Tech-support, Not-in-family, White, Male,0,2258,40, 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
+39, Private,219483, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,5013,0,32, 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
+45, Self-emp-inc,311231, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1485,50, 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
+46, Private,171228, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3411,0,35, Guatemala, <=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
+43, Federal-gov,134026, Some-college,10, Never-married, Adm-clerical, Other-relative, White, Male,2174,0,40, United-States, <=50K
+51, Local-gov,96678, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,60, United-States, <=50K
+45, Private,174533, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,50, United-States, >50K
+65, Private,180807, HS-grad,9, Separated, Protective-serv, Not-in-family, White, Male,991,0,20, 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
+32, Private,168854, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1848,50, 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
+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
+41, Private,41901, Some-college,10, Never-married, Craft-repair, Not-in-family, White, Male,0,1408,40, 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
+37, Self-emp-not-inc,137527, Doctorate,16, Never-married, Prof-specialty, Not-in-family, White, Female,0,2559,60, United-States, >50K
+43, Private,198965, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,0,38, United-States, >50K
+41, Private,70645, Masters,14, Widowed, Prof-specialty, Not-in-family, White, Female,4650,0,55, 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
+44, Self-emp-not-inc,127482, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,50, England, >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
+50, Private,178596, HS-grad,9, Divorced, Craft-repair, Unmarried, White, Male,0,1408,50, 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
+74, ?,169303, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,6767,0,6, 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
+68, ?,286869, 7th-8th,4, Widowed, ?, Not-in-family, White, Female,0,1668,40, ?, <=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
+37, Private,259846, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Husband, White, Male,3471,0,40, 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
+36, State-gov,110964, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1672,38, 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
+18, Private,77845, Some-college,10, Never-married, Adm-clerical, Own-child, White, Male,0,1602,15, United-States, <=50K
+19, Private,162094, HS-grad,9, Never-married, Machine-op-inspct, Own-child, White, Male,0,0,40, United-States, <=50K
+24, Private,216469, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1579,50, United-States, <=50K
+56, Local-gov,381965, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, 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
+55, Private,175942, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,55, ?, >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
+41, Private,222596, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,45, 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
+36, Self-emp-not-inc,112497, Prof-school,15, Divorced, Prof-specialty, Unmarried, White, Male,25236,0,40, 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
+33, Local-gov,182971, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1887,40, United-States, >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
+34, Private,99872, Masters,14, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,3103,0,40, India, >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
+32, Private,79870, Some-college,10, Married-civ-spouse, Exec-managerial, Own-child, White, Female,2597,0,40, Japan, <=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
+56, Private,235826, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, 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
+33, Local-gov,365908, HS-grad,9, Married-civ-spouse, Other-service, Husband, Black, Male,2105,0,40, 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
+36, Private,272944, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,40, 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
+64, Federal-gov,388594, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,45, ?, >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
+57, Self-emp-inc,376230, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,99999,0,40, United-States, >50K
+36, Private,145576, Masters,14, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1977,40, Japan, >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
+34, Private,252646, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,50, United-States, >50K
+47, Private,223342, HS-grad,9, Widowed, Adm-clerical, Not-in-family, White, Female,2174,0,40, England, <=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
+64, Self-emp-inc,185912, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,35, 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
+25, Private,104993, 9th,5, Never-married, Handlers-cleaners, Own-child, Black, Male,2907,0,40, United-States, <=50K
+41, Private,322980, HS-grad,9, Separated, Adm-clerical, Not-in-family, Black, Male,2354,0,40, United-States, <=50K
+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
+29, Private,202878, 7th-8th,4, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,2042,40, United-States, <=50K
+36, Private,343476, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,0,30, United-States, <=50K
+41, Self-emp-inc,93227, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,0,1977,60, Taiwan, >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
+36, Local-gov,52532, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,50, United-States, >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
+35, Private,112077, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,5013,0,40, United-States, <=50K
+26, Private,176795, Bachelors,13, Never-married, Adm-clerical, Own-child, White, Female,0,0,40, United-States, >50K
+51, Private,137815, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,40, 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
+61, Federal-gov,229062, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1887,40, 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
+29, Private,124680, Bachelors,13, Never-married, Sales, Not-in-family, White, Female,13550,0,35, 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
+41, Private,104892, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,2829,0,40, 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
+70, ?,158642, HS-grad,9, Widowed, ?, Not-in-family, White, Female,2993,0,20, 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
+62, Private,109463, Some-college,10, Separated, Sales, Unmarried, White, Female,0,1617,33, United-States, <=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
+67, ?,174995, Some-college,10, Married-civ-spouse, ?, Husband, White, Male,0,2457,40, 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
+38, Private,234298, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Male,6849,0,60, 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
+39, Private,49436, Assoc-acdm,12, Divorced, Prof-specialty, Unmarried, White, Female,0,1380,40, United-States, <=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
+43, Private,183273, Masters,14, Married-civ-spouse, Exec-managerial, Wife, White, Female,15024,0,32, United-States, >50K
+49, State-gov,36177, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,45, United-States, >50K
+41, Private,124956, Bachelors,13, Separated, Prof-specialty, Not-in-family, Black, Female,99999,0,60, 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
+19, ?,278220, Some-college,10, Never-married, ?, Own-child, White, Female,0,1602,40, 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
+36, Private,226013, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,5178,0,40, 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
+26, Private,39092, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,4064,0,50, 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
+30, Self-emp-inc,127651, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,48, 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
+32, Private,159442, Prof-school,15, Never-married, Sales, Not-in-family, White, Female,13550,0,50, 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
+35, Federal-gov,49657, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, 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
+34, Private,287737, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1485,40, United-States, >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
+66, Private,350498, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1258,20, 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
+34, Private,174789, Bachelors,13, Never-married, Other-service, Not-in-family, White, Male,0,2001,40, United-States, <=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
+47, Private,160187, HS-grad,9, Separated, Prof-specialty, Other-relative, Black, Female,14084,0,38, 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
+53, Local-gov,124094, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,35, 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
+34, Self-emp-inc,198613, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2002,40, United-States, <=50K
+56, Private,174040, HS-grad,9, Divorced, Other-service, Not-in-family, White, Male,0,0,40, United-States, <=50K
+49, Private,165953, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1902,40, United-States, <=50K
+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
+50, Private,134766, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, 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
+43, Private,125461, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1902,55, United-States, >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
+56, Self-emp-not-inc,48102, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1977,50, United-States, >50K
+58, Private,234213, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,14344,0,48, 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
+51, Private,175070, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,5178,0,45, 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
+57, Private,372020, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,5013,0,50, 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
+38, Private,172538, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,0,1977,40, United-States, >50K
+44, Private,115411, Some-college,10, Divorced, Machine-op-inspct, Not-in-family, White, Male,0,0,40, United-States, <=50K
+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
+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
+65, Private,105116, Some-college,10, Widowed, Adm-clerical, Not-in-family, White, Female,2346,0,40, 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
+39, Private,160728, HS-grad,9, Divorced, Machine-op-inspct, Unmarried, White, Male,2977,0,40, 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
+69, Self-emp-inc,107850, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,6514,0,40, United-States, >50K
+34, Private,230246, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,42, United-States, >50K
+34, Private,203034, Bachelors,13, Separated, Sales, Not-in-family, White, Male,0,2824,50, 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
+54, Private,35557, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7298,0,50, 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
+25, Private,122489, Bachelors,13, Never-married, Exec-managerial, Own-child, White, Female,0,1726,60, 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
+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
+39, Private,136081, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,2051,40, 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
+47, Private,239865, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1977,45, United-States, >50K
+30, Private,154587, HS-grad,9, Never-married, Other-service, Not-in-family, White, Male,0,0,40, Puerto-Rico, <=50K
+29, Private,244473, Assoc-voc,11, Married-civ-spouse, Tech-support, Husband, White, Male,0,2051,40, United-States, <=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
+46, Private,33109, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,0,1741,40, United-States, <=50K
+32, Self-emp-not-inc,188246, HS-grad,9, Divorced, Sales, Own-child, White, Male,0,1590,62, United-States, <=50K
+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
+47, Private,102628, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,55, 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
+17, Federal-gov,99893, 11th,7, Never-married, Adm-clerical, Not-in-family, Black, Female,0,1602,40, United-States, <=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
+53, Private,48343, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1902,40, United-States, >50K
+28, Local-gov,100270, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Male,0,0,40, United-States, <=50K
+42, Private,227065, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,32, 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
+25, Private,139012, Bachelors,13, Never-married, Sales, Own-child, Asian-Pac-Islander, Male,2174,0,40, Vietnam, <=50K
+41, Private,178431, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, Asian-Pac-Islander, Male,0,0,40, Taiwan, <=50K
+42, Private,511068, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, United-States, >50K
+18, Private,199039, 12th,8, Never-married, Sales, Own-child, White, Male,594,0,14, United-States, <=50K
+29, Local-gov,190525, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1848,60, Germany, >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
+48, State-gov,171926, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, 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
+53, Private,386773, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,40, 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
+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
+66, Local-gov,174486, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, Black, Male,20051,0,35, Jamaica, >50K
+23, Private,160951, HS-grad,9, Never-married, Craft-repair, Own-child, Black, Male,2597,0,40, 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
+24, Local-gov,452640, Some-college,10, Never-married, Tech-support, Not-in-family, White, Male,14344,0,50, 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
+39, Local-gov,180686, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,45, 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
+50, Private,213290, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1887,36, United-States, >50K
+61, Private,96660, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,15024,0,34, 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
+51, Private,162745, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,50, 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
+73, Private,148003, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,20051,0,36, United-States, >50K
+51, Private,215647, HS-grad,9, Divorced, Prof-specialty, Not-in-family, White, Female,0,0,43, United-States, <=50K
+38, Private,300975, Masters,14, Married-civ-spouse, Other-service, Husband, Black, Male,0,1485,40, ?, <=50K
+54, Private,421561, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,40, United-States, >50K
+41, Private,149909, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1848,40, United-States, >50K
+65, ?,240857, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,0,2377,40, 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
+42, Private,66755, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, Other, Male,0,0,40, United-States, <=50K
+38, Private,103323, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, United-States, >50K
+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
+35, State-gov,184659, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1485,40, 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
+33, Private,228696, 1st-4th,2, Married-civ-spouse, Craft-repair, Not-in-family, White, Male,0,2603,32, Mexico, <=50K
+60, Private,184183, HS-grad,9, Divorced, Machine-op-inspct, Not-in-family, White, Male,4650,0,40, United-States, <=50K
+22, Private,243178, Bachelors,13, Never-married, Adm-clerical, Own-child, White, Male,0,0,20, United-States, <=50K
+22, ?,236330, Some-college,10, Never-married, ?, Own-child, Black, Male,0,1721,20, 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
+40, State-gov,150874, Masters,14, Divorced, Exec-managerial, Unmarried, White, Female,1506,0,40, 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
+63, ?,29859, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,0,1485,40, United-States, >50K
+58, Private,314092, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,48, 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
+43, Private,266439, Bachelors,13, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1887,40, 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
+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
+57, Self-emp-inc,258883, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,5178,0,60, Hungary, >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
+40, Self-emp-not-inc,26892, Bachelors,13, Married-AF-spouse, Prof-specialty, Husband, White, Male,7298,0,50, United-States, >50K
+45, Private,111979, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,0,40, United-States, <=50K
+55, Private,408537, 9th,5, Divorced, Craft-repair, Unmarried, White, Female,99999,0,37, 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
+62, Private,138253, Masters,14, Never-married, Handlers-cleaners, Not-in-family, White, Male,4650,0,40, 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
+32, Local-gov,230912, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,4865,0,40, United-States, <=50K
+34, Private,176185, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,0,1741,40, 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
+60, Private,93997, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,45, 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
+72, Private,107814, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,2329,0,60, 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
+42, Private,149210, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,45, 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
+34, Private,24266, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, United-States, >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
+50, Self-emp-inc,155574, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,50, United-States, >50K
+30, Private,114912, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,60, 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
+50, Private,95435, 7th-8th,4, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1579,65, Canada, <=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
+25, Private,353795, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, Black, Female,3103,0,40, 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
+56, Private,89922, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,3103,0,45, United-States, >50K
+26, Private,176008, HS-grad,9, Divorced, Adm-clerical, Own-child, White, Female,0,0,40, United-States, <=50K
+43, State-gov,241506, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Female,1506,0,36, 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
+34, Private,167497, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,7688,0,50, 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
+49, Private,83622, Assoc-acdm,12, Separated, Adm-clerical, Not-in-family, White, Female,2597,0,40, 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
+56, Federal-gov,156229, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, 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
+44, Private,124747, HS-grad,9, Married-civ-spouse, Exec-managerial, Wife, White, Female,3103,0,40, United-States, >50K
+38, Private,276559, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,70, United-States, >50K
+32, Private,106014, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,5178,0,50, 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
+35, Private,86648, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, 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
+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
+51, Private,48343, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,50, 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
+53, Private,283743, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2002,40, 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
+44, Private,247880, Assoc-voc,11, Divorced, Exec-managerial, Not-in-family, White, Male,8614,0,40, 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
+38, Private,125933, Bachelors,13, Separated, Exec-managerial, Not-in-family, White, Male,27828,0,45, 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
+43, Private,289669, Masters,14, Divorced, Prof-specialty, Unmarried, White, Female,0,2547,40, United-States, >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
+49, Private,50748, Bachelors,13, Widowed, Prof-specialty, Unmarried, White, Female,1506,0,35, 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
+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
+68, Private,191581, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Female,3273,0,40, 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
+35, Private,200445, HS-grad,9, Never-married, Machine-op-inspct, Own-child, White, Male,0,1974,40, 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
+25, Private,104193, HS-grad,9, Never-married, Other-service, Own-child, White, Female,114,0,40, 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
+33, Private,188246, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,45, 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
+48, Private,83444, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,40, 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
+55, Private,135803, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Other, Male,0,1579,35, India, <=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
+39, Self-emp-inc,131288, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,5178,0,48, United-States, >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
+49, Private,122066, 5th-6th,3, Married-civ-spouse, Other-service, Husband, White, Male,0,2603,40, Greece, <=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
+52, Private,222405, HS-grad,9, Married-civ-spouse, Sales, Husband, Black, Male,0,2377,40, United-States, <=50K
+17, ?,216595, 11th,7, Never-married, ?, Own-child, Black, Female,0,0,20, United-States, <=50K
+46, Private,157991, Assoc-voc,11, Divorced, Tech-support, Unmarried, Black, Female,0,625,40, United-States, <=50K
+26, Private,373553, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,0,42, United-States, <=50K
+30, Private,194827, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1740,40, 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
+40, Self-emp-not-inc,204235, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,50, United-States, >50K
+38, Private,197113, Some-college,10, Divorced, Adm-clerical, Unmarried, Black, Female,0,0,20, United-States, <=50K
+47, Private,178341, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,4064,0,60, 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
+62, State-gov,202056, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Male,14084,0,40, 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
+40, Self-emp-not-inc,89413, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1672,40, United-States, <=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, Self-emp-not-inc,261056, Bachelors,13, Never-married, Prof-specialty, Own-child, Black, Female,2174,0,60, ?, <=50K
+32, Private,204792, 11th,7, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,0,40, United-States, <=50K
+42, Private,384508, 11th,7, Divorced, Sales, Unmarried, White, Male,1506,0,50, Mexico, <=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
+42, Private,146659, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,50, 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
+43, Private,75993, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,7688,0,40, United-States, >50K
+18, Private,170544, 11th,7, Never-married, Handlers-cleaners, Own-child, White, Male,0,0,20, United-States, <=50K
+55, Private,115439, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,40, 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
+40, Private,124747, HS-grad,9, Married-civ-spouse, Craft-repair, Wife, White, Female,7298,0,40, 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
+17, Private,218361, 10th,6, Never-married, Other-service, Own-child, White, Female,0,1602,12, 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
+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
+38, Private,38312, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,65, 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
+33, Private,194901, Assoc-voc,11, Separated, Craft-repair, Not-in-family, White, Male,0,2444,42, 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
+35, Self-emp-inc,186845, Bachelors,13, Married-civ-spouse, Sales, Own-child, White, Male,5178,0,50, 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
+25, Private,80312, Assoc-voc,11, Never-married, Adm-clerical, Not-in-family, White, Female,4865,0,40, 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
+36, Self-emp-inc,184456, Bachelors,13, Never-married, Tech-support, Not-in-family, White, Male,27828,0,55, 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
+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
+19, Private,243941, Some-college,10, Never-married, Sales, Own-child, Amer-Indian-Eskimo, Female,0,1721,25, 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
+62, ?,125493, HS-grad,9, Married-civ-spouse, ?, Wife, White, Female,5178,0,40, Scotland, >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
+45, Private,261278, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, Asian-Pac-Islander, Female,5178,0,40, Philippines, >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
+28, Private,285294, Bachelors,13, Married-civ-spouse, Sales, Wife, Black, Female,15024,0,45, United-States, >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
+50, Self-emp-not-inc,27539, Some-college,10, Married-civ-spouse, Farming-fishing, Husband, White, Male,7688,0,40, 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
+47, Private,200471, Assoc-voc,11, Married-civ-spouse, Adm-clerical, Husband, White, Male,4064,0,40, 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
+56, Self-emp-inc,208809, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, 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
+35, Private,253006, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,38, 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
+55, Private,256526, HS-grad,9, Separated, Machine-op-inspct, Not-in-family, White, Male,4865,0,45, United-States, <=50K
+49, Private,304416, 11th,7, Married-civ-spouse, Sales, Wife, White, Female,0,0,40, United-States, <=50K
+39, Private,248011, Assoc-voc,11, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,5178,0,40, 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
+48, Private,189462, Some-college,10, Divorced, Handlers-cleaners, Own-child, White, Male,2176,0,40, 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
+24, Private,72119, Bachelors,13, Never-married, Adm-clerical, Own-child, White, Male,2202,0,30, 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
+44, Self-emp-inc,118212, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,70, 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
+38, Private,227945, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,65, 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
+59, Private,170104, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, United-States, >50K
+44, Private,96249, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,0,60, United-States, >50K
+35, Private,140915, Bachelors,13, Never-married, Sales, Own-child, Asian-Pac-Islander, Male,0,1590,40, South, <=50K
+52, Private,230657, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, Other, Male,3781,0,40, Columbia, <=50K
+30, Private,195576, Some-college,10, Never-married, Prof-specialty, Own-child, White, Male,3325,0,50, United-States, <=50K
+23, Private,117767, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,0,40, United-States, <=50K
+43, Private,112763, HS-grad,9, Never-married, Adm-clerical, Unmarried, White, Female,8614,0,43, 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
+41, Private,106679, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Male,27828,0,50, 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
+40, Self-emp-inc,110862, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2377,50, United-States, <=50K
+32, Private,74883, Bachelors,13, Never-married, Tech-support, Not-in-family, Asian-Pac-Islander, Female,0,0,40, Philippines, <=50K
+51, Self-emp-inc,98642, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Male,14084,0,40, United-States, >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
+54, Private,182187, Assoc-voc,11, Married-civ-spouse, Protective-serv, Husband, Black, Male,15024,0,38, Jamaica, >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
+55, State-gov,294395, Assoc-voc,11, Widowed, Prof-specialty, Unmarried, White, Female,6849,0,40, 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
+43, Private,187702, Some-college,10, Never-married, Other-service, Not-in-family, White, Male,2174,0,45, 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
+48, Private,207277, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+50, Private,104501, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Male,0,1980,40, 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,261023, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1651,38, United-States, <=50K
+52, Private,146567, HS-grad,9, Divorced, Machine-op-inspct, Not-in-family, Black, Male,14344,0,40, 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
+52, Private,113094, Bachelors,13, Separated, Adm-clerical, Unmarried, White, Female,0,1092,40, United-States, <=50K
+29, Private,278637, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,3103,0,45, 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
+65, Federal-gov,23494, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, Black, Male,0,2174,40, 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
+31, Private,187560, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, 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
+40, Private,119101, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,68, 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
+53, Federal-gov,167380, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1740,50, United-States, <=50K
+42, Private,274913, HS-grad,9, Divorced, Craft-repair, Unmarried, White, Male,0,0,45, United-States, <=50K
+44, Private,35910, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,56, 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
+54, Private,511668, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,43, 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
+38, Private,114591, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,40, United-States, >50K
+24, Private,227594, Some-college,10, Never-married, Sales, Own-child, White, Female,0,0,20, United-States, <=50K
+30, Private,129707, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1848,40, 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
+31, Private,189759, HS-grad,9, Never-married, Farming-fishing, Not-in-family, White, Male,0,2001,40, 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
+47, Private,304857, Masters,14, Separated, Tech-support, Not-in-family, White, Male,27828,0,40, 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
+29, Private,133420, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, United-States, <=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
+36, Private,169426, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,7298,0,40, United-States, >50K
+42, Private,319016, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,2885,0,45, United-States, <=50K
+55, Private,119751, Masters,14, Never-married, Prof-specialty, Other-relative, Asian-Pac-Islander, Female,0,0,40, Thailand, <=50K
+55, Private,202220, HS-grad,9, Married-civ-spouse, Other-service, Wife, Black, Female,2407,0,35, United-States, <=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
+17, Private,56536, 11th,7, Never-married, Sales, Own-child, White, Female,1055,0,18, India, <=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
+66, Local-gov,362165, Bachelors,13, Widowed, Prof-specialty, Not-in-family, Black, Female,0,2206,25, 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
+61, Private,159822, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, Poland, >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
+29, Private,46442, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1902,50, 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
+32, Private,126132, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+42, Private,198619, Assoc-voc,11, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,40, United-States, <=50K
+68, Private,211287, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2392,40, United-States, >50K
+55, Federal-gov,238192, HS-grad,9, Married-civ-spouse, Tech-support, Husband, White, Male,0,1887,40, 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
+39, Private,347491, 11th,7, Divorced, Craft-repair, Not-in-family, White, Male,0,1876,46, United-States, <=50K
+34, Private,180714, Some-college,10, Married-civ-spouse, Transport-moving, Husband, Black, Male,0,2179,40, 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
+27, Private,190525, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,55, 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
+42, Private,383493, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+51, Private,86332, Assoc-voc,11, Married-civ-spouse, Other-service, Husband, White, Male,4064,0,55, United-States, <=50K
+30, Local-gov,27051, Some-college,10, Never-married, Handlers-cleaners, Own-child, White, Male,0,0,40, United-States, <=50K
+49, Private,287647, Masters,14, Divorced, Sales, Not-in-family, White, Male,4787,0,45, 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
+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
+67, ?,102693, HS-grad,9, Widowed, ?, Not-in-family, White, Male,1086,0,35, United-States, <=50K
+31, Private,151053, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,5178,0,40, 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
+31, Private,319146, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,4386,0,40, Mexico, >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
+54, Self-emp-not-inc,109418, Bachelors,13, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1977,35, 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
+32, Private,184440, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3464,0,40, 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
+32, Private,97723, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1672,40, 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
+35, Private,182898, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Male,8614,0,40, United-States, >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
+34, Private,49469, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,99999,0,50, 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
+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
+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
+35, Private,139364, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, 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,116055, HS-grad,9, Never-married, Adm-clerical, Unmarried, Black, Female,2977,0,35, 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
+41, Self-emp-not-inc,153132, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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,277647, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, 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
+48, Private,373366, 1st-4th,2, Married-civ-spouse, Farming-fishing, Husband, White, Male,3781,0,50, Mexico, <=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
+36, Private,171393, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,55, United-States, >50K
+49, Private,209146, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,0,40, United-States, <=50K
+33, ?,289046, HS-grad,9, Divorced, ?, Not-in-family, Black, Male,0,1741,40, 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
+68, ?,257269, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,0,2377,35, 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
+67, Local-gov,190661, Doctorate,16, Never-married, Prof-specialty, Not-in-family, White, Female,7896,0,50, 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
+52, Private,159755, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,40, 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
+55, ?,141807, HS-grad,9, Never-married, ?, Not-in-family, White, Male,13550,0,40, 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
+47, Private,97883, Bachelors,13, Widowed, Priv-house-serv, Unmarried, White, Female,25236,0,35, United-States, >50K
+49, State-gov,269417, Doctorate,16, Never-married, Exec-managerial, Not-in-family, White, Female,0,2258,50, 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
+47, Private,185385, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,5013,0,24, United-States, <=50K
+22, Private,225156, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,0,0,40, United-States, <=50K
+21, Private,377931, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2377,48, 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
+32, Private,201988, Prof-school,15, Married-civ-spouse, Sales, Husband, White, Male,4508,0,40, ?, <=50K
+40, Private,287008, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,55, Germany, >50K
+23, Private,151910, Bachelors,13, Never-married, Machine-op-inspct, Own-child, White, Female,0,1719,40, United-States, <=50K
+25, Private,231714, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,40, 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
+43, Private,178866, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,0,25, United-States, >50K
+31, Private,110643, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,55, 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
+78, Private,184759, 7th-8th,4, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,1797,0,15, 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
+37, Self-emp-not-inc,353298, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,99999,0,50, 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
+70, Private,237065, 5th-6th,3, Widowed, Other-service, Other-relative, White, Female,2346,0,40, ?, <=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
+42, State-gov,109462, Bachelors,13, Divorced, Adm-clerical, Unmarried, Black, Female,2977,0,40, 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
+64, Self-emp-not-inc,159938, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,2635,0,24, Italy, <=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
+34, Federal-gov,190228, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1902,48, United-States, >50K
+43, Private,180599, Bachelors,13, Separated, Exec-managerial, Unmarried, White, Male,8614,0,40, 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
+53, Self-emp-inc,152810, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,45, 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
+60, Self-emp-not-inc,95445, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,3137,0,46, United-States, <=50K
+43, Private,54611, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,40, United-States, <=50K
+45, Self-emp-not-inc,315984, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,50, 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
+51, Self-emp-not-inc,120781, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, Other, Male,99999,0,70, India, >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
+44, Local-gov,136986, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,35, 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
+36, Private,223433, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,7688,0,50, 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
+65, Self-emp-inc,210381, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,65, 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
+18, ?,171964, HS-grad,9, Never-married, ?, Own-child, White, Female,0,1602,20, 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
+38, Self-emp-not-inc,194534, Masters,14, Married-civ-spouse, Prof-specialty, Husband, Black, Male,99999,0,60, 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
+57, Self-emp-inc,127728, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,60, 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
+61, Private,29059, HS-grad,9, Divorced, Sales, Unmarried, White, Female,0,2754,25, 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
+44, Self-emp-not-inc,343190, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,55, 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
+59, Self-emp-inc,122390, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,48, United-States, >50K
+65, Self-emp-inc,184965, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,40, 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
+73, Private,105886, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,1173,0,75, 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
+53, Private,208321, HS-grad,9, Married-civ-spouse, Other-service, Husband, Black, Male,0,1740,40, 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
+23, Local-gov,442359, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,0,1092,40, United-States, <=50K
+28, Private,198197, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Male,0,0,55, United-States, >50K
+46, Private,261059, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, 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
+33, Local-gov,169652, Assoc-voc,11, Never-married, Adm-clerical, Own-child, White, Male,0,1669,55, 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
+53, Private,95540, Some-college,10, Divorced, Adm-clerical, Unmarried, White, Female,1471,0,40, 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
+34, Private,177437, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,45, United-States, >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
+35, Private,192923, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2377,40, United-States, <=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
+42, Private,198341, Masters,14, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,1902,55, India, >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
+61, Federal-gov,221943, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,9386,0,40, 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
+53, Private,70387, Masters,14, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,4386,0,40, India, >50K
+38, Private,423616, Assoc-voc,11, Married-civ-spouse, Tech-support, Wife, White, Female,0,0,36, United-States, >50K
+46, Private,98637, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,50, 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
+29, Private,152461, Bachelors,13, Never-married, Prof-specialty, Unmarried, White, Female,14344,0,50, 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
+50, Private,108933, 9th,5, Married-civ-spouse, Craft-repair, Husband, White, Male,2885,0,40, United-States, <=50K
+54, Private,135388, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, 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
+69, Private,130060, HS-grad,9, Separated, Transport-moving, Unmarried, Black, Female,2387,0,40, United-States, <=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
+52, Private,145166, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,55, 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
+31, Self-emp-not-inc,265807, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,3137,0,50, 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
+34, Private,258666, Assoc-voc,11, Never-married, Tech-support, Not-in-family, White, Female,0,1974,40, 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
+39, Federal-gov,376455, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,50, 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
+47, Local-gov,154033, Some-college,10, Divorced, Prof-specialty, Not-in-family, White, Female,0,1876,40, United-States, <=50K
+28, Private,124680, HS-grad,9, Never-married, Sales, Unmarried, White, Female,0,0,70, United-States, <=50K
+27, Private,132805, 10th,6, Never-married, Sales, Other-relative, White, Male,0,1980,40, 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
+36, Private,115360, 10th,6, Married-civ-spouse, Machine-op-inspct, Own-child, White, Female,3464,0,40, 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
+43, Private,110970, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+52, Private,203392, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, United-States, <=50K
+32, Private,99646, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,0,50, United-States, <=50K
+38, Private,167440, Bachelors,13, Married-civ-spouse, Transport-moving, Husband, White, Male,4508,0,40, 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
+52, Local-gov,30118, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,3137,0,42, 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, Private,121874, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,7688,0,50, 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
+37, Private,19899, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,45, 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
+38, Private,43712, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,60, 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
+61, ?,71467, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,3103,0,40, United-States, >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
+51, Private,312477, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,3908,0,40, 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
+56, Private,367984, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+38, Private,122076, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,43, United-States, >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
+50, Self-emp-not-inc,42402, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,30, United-States, >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
+51, Private,210940, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,2002,45, 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
+57, Private,140426, Doctorate,16, Married-civ-spouse, Tech-support, Husband, White, Male,0,1977,40, Germany, >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
+49, Local-gov,119904, Bachelors,13, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,30, 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
+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
+47, Private,144351, HS-grad,9, Divorced, Craft-repair, Unmarried, White, Male,0,625,40, 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
+36, Private,386726, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1977,44, United-States, >50K
+28, Local-gov,135567, Bachelors,13, Never-married, Adm-clerical, Not-in-family, Black, Female,4101,0,60, 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
+57, ?,202903, 7th-8th,4, Married-civ-spouse, ?, Wife, White, Female,1173,0,45, Puerto-Rico, <=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
+80, Self-emp-not-inc,225892, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,1409,0,40, 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
+36, Private,262688, Some-college,10, Married-civ-spouse, Sales, Husband, Black, Male,7688,0,50, 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
+55, Private,41108, Some-college,10, Widowed, Farming-fishing, Not-in-family, White, Male,0,2258,62, 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
+52, Private,102828, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, 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
+35, Private,589809, Some-college,10, Never-married, Exec-managerial, Not-in-family, White, Male,13550,0,60, United-States, >50K
+38, Private,172538, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >50K
+34, State-gov,318982, Masters,14, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1848,40, 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
+72, Private,156310, 10th,6, Married-civ-spouse, Other-service, Husband, White, Male,2414,0,12, United-States, <=50K
+36, Private,207789, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Male,0,0,52, 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
+28, Private,294936, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,4064,0,45, 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
+51, Private,123053, Masters,14, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,5013,0,40, India, <=50K
+32, Private,426467, 1st-4th,2, Never-married, Craft-repair, Not-in-family, White, Male,3674,0,40, Guatemala, <=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
+46, Self-emp-inc,120902, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,3103,0,37, 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
+45, Private,126889, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1887,60, United-States, >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
+63, Self-emp-inc,38472, Some-college,10, Widowed, Sales, Not-in-family, White, Female,14084,0,60, 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
+53, Private,126592, Some-college,10, Married-civ-spouse, Craft-repair, Husband, Black, Male,7688,0,40, United-States, >50K
+47, Private,70754, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, <=50K
+50, Private,138852, Some-college,10, Divorced, Craft-repair, Not-in-family, White, Male,4650,0,22, United-States, <=50K
+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
+41, Private,77373, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1848,65, United-States, >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
+45, Private,192776, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,55, 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
+19, Private,283945, 10th,6, Never-married, Handlers-cleaners, Other-relative, White, Male,0,1602,45, 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
+47, Private,264052, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, 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
+68, Local-gov,144761, HS-grad,9, Widowed, Protective-serv, Not-in-family, White, Male,0,1668,20, 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
+53, Private,73134, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,15024,0,60, 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
+69, ?,107575, HS-grad,9, Divorced, ?, Not-in-family, White, Female,2964,0,35, United-States, <=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
+30, Private,101345, Bachelors,13, Married-civ-spouse, Sales, Wife, White, Female,3103,0,55, United-States, >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
+25, Private,198587, Some-college,10, Never-married, Tech-support, Not-in-family, Black, Female,2174,0,50, United-States, <=50K
+33, Private,405913, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,40, Peru, >50K
+37, Private,588003, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, United-States, >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
+59, Local-gov,296253, Masters,14, Divorced, Prof-specialty, Unmarried, White, Female,8614,0,60, 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
+46, Self-emp-not-inc,51271, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,4386,0,70, United-States, <=50K
+45, Private,96100, 7th-8th,4, Married-civ-spouse, Machine-op-inspct, Husband, Black, Male,0,0,40, United-States, <=50K
+29, Local-gov,82393, HS-grad,9, Never-married, Handlers-cleaners, Unmarried, Asian-Pac-Islander, Male,0,1590,45, United-States, <=50K
+23, Private,248978, 11th,7, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,0,40, Mexico, <=50K
+46, Private,254367, HS-grad,9, Never-married, Transport-moving, Not-in-family, White, Male,0,1590,48, United-States, <=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
+31, Private,197886, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,15024,0,45, United-States, >50K
+43, Private,355728, HS-grad,9, Divorced, Machine-op-inspct, Own-child, White, Male,0,0,40, United-States, <=50K
+47, Private,121124, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,15024,0,50, 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
+46, Private,189498, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1848,45, 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
+31, Private,109428, Assoc-acdm,12, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,1740,40, 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
+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
+36, Private,204590, Bachelors,13, Divorced, Prof-specialty, Unmarried, Black, Female,0,213,40, United-States, <=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
+29, Private,122127, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,8614,0,40, 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
+40, Private,367533, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2580,0,40, United-States, <=50K
+57, Private,64960, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,45, United-States, <=50K
+50, Private,269095, HS-grad,9, Divorced, Adm-clerical, Not-in-family, White, Female,0,0,40, United-States, <=50K
+46, Private,58683, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,55, 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
+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
+67, Self-emp-not-inc,431426, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Wife, White, Female,20051,0,4, 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
+27, State-gov,192257, HS-grad,9, Never-married, Protective-serv, Own-child, White, Male,2174,0,40, 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
+56, Self-emp-not-inc,201318, 9th,5, Married-civ-spouse, Exec-managerial, Other-relative, White, Male,3411,0,50, Columbia, <=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
+46, Federal-gov,33794, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,3103,0,40, 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, Private,187589, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,5178,0,40, 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
+26, Private,195734, HS-grad,9, Never-married, Adm-clerical, Own-child, White, Female,2354,0,40, 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
+32, Private,123964, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,4386,0,50, United-States, <=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
+46, State-gov,107231, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1740,40, 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
+48, Private,248254, Some-college,10, Married-civ-spouse, Prof-specialty, Wife, White, Female,7298,0,40, United-States, >50K
+38, Private,160808, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, Black, Male,4386,0,48, 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
+29, Private,214702, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,1974,35, United-States, <=50K
+64, Private,75577, 7th-8th,4, Married-civ-spouse, Adm-clerical, Husband, White, Male,2580,0,50, 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
+44, Private,340885, Bachelors,13, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1977,40, 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
+29, Private,191722, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,7688,0,54, 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
+56, Private,109015, Some-college,10, Married-civ-spouse, Exec-managerial, Wife, White, Female,7688,0,50, 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
+78, Private,135566, HS-grad,9, Widowed, Sales, Unmarried, White, Female,2329,0,12, 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
+20, Private,289405, Some-college,10, Never-married, Sales, Own-child, White, Male,0,1602,15, 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
+41, Private,100451, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,38, 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
+55, Private,175071, Some-college,10, Married-civ-spouse, Craft-repair, Husband, Black, Male,15024,0,40, 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
+48, Private,121253, Bachelors,13, Married-spouse-absent, Sales, Unmarried, White, Female,0,2472,70, 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
+27, Private,37250, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1651,40, United-States, <=50K
+59, Private,314149, Assoc-voc,11, Married-civ-spouse, Sales, Husband, White, Male,0,1740,50, 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
+60, Private,178312, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7298,0,65, 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
+24, Private,259510, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,5013,0,30, 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
+58, Self-emp-inc,78104, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,60, 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
+33, Private,149184, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, United-States, >50K
+49, Self-emp-inc,315998, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,0,50, United-States, <=50K
+30, Private,159589, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, 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
+58, Private,172333, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7688,0,40, 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
+45, Self-emp-inc,180239, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, Asian-Pac-Islander, Male,7688,0,40, ?, >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
+42, Private,171424, Bachelors,13, Married-civ-spouse, Tech-support, Husband, White, Male,7298,0,45, 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
+36, Self-emp-not-inc,179896, HS-grad,9, Married-civ-spouse, Prof-specialty, Wife, White, Female,3137,0,40, United-States, <=50K
+26, Private,253841, HS-grad,9, Never-married, Handlers-cleaners, Not-in-family, White, Male,0,0,45, United-States, <=50K
+27, Private,177955, 5th-6th,3, Never-married, Priv-house-serv, Other-relative, White, Female,2176,0,40, El-Salvador, <=50K
+66, Private,113323, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,20051,0,40, 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
+30, Private,331419, Assoc-acdm,12, Never-married, Craft-repair, Not-in-family, White, Male,4787,0,50, 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
+54, Private,308087, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,0,1977,18, 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
+43, Private,180599, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,60, 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
+23, Private,91733, Bachelors,13, Never-married, Tech-support, Own-child, White, Female,3325,0,40, 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
+27, Private,388998, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,13550,0,46, 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
+53, Private,346871, HS-grad,9, Divorced, Prof-specialty, Not-in-family, White, Male,4787,0,46, 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
+69, Self-emp-not-inc,185039, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,9386,0,12, 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
+52, Self-emp-not-inc,138611, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,7688,0,55, 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
+46, Self-emp-inc,192779, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,60, 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
+46, Private,65353, Some-college,10, Divorced, Transport-moving, Own-child, White, Male,3325,0,55, 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
+50, ?,204577, Bachelors,13, Married-civ-spouse, ?, Husband, Black, Male,0,1902,60, 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
+24, Private,243190, Assoc-acdm,12, Separated, Craft-repair, Unmarried, Asian-Pac-Islander, Male,8614,0,40, 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
+27, Private,279580, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,10520,0,45, 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
+42, Private,154076, HS-grad,9, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, 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
+45, Private,30457, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+30, Private,89735, HS-grad,9, Never-married, Craft-repair, Own-child, White, Male,0,1504,40, United-States, <=50K
+32, Private,222548, HS-grad,9, Divorced, Adm-clerical, Own-child, White, Female,0,0,40, United-States, <=50K
+45, Private,47314, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, ?, >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
+27, ?,501172, Some-college,10, Married-civ-spouse, ?, Husband, White, Male,0,419,20, Mexico, <=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
+29, Private,228860, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,50, 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
+44, Private,277488, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,3103,0,40, 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
+22, Private,205939, Bachelors,13, Never-married, Exec-managerial, Own-child, White, Male,2202,0,4, 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
+29, Private,239753, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,2057,20, 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
+46, Private,102318, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1887,40, 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
+51, Private,138852, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,7298,0,40, El-Salvador, >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
+17, Private,184924, 9th,5, Never-married, Handlers-cleaners, Own-child, White, Male,0,1719,15, 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
+33, Private,356823, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,10520,0,45, 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
+38, Private,245372, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,45, 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
+64, Private,218490, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Male,27828,0,55, United-States, >50K
+44, Private,110908, Assoc-voc,11, Married-civ-spouse, Transport-moving, Wife, White, Female,0,0,25, United-States, <=50K
+42, Federal-gov,34218, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,50, 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
+27, Local-gov,162404, HS-grad,9, Never-married, Protective-serv, Not-in-family, Black, Male,2174,0,40, United-States, <=50K
+64, Private,236341, 5th-6th,3, Widowed, Other-service, Not-in-family, Black, Female,0,0,16, United-States, <=50K
+66, Local-gov,179285, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,3432,0,20, 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
+32, Private,108116, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,60, 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
+55, Private,110748, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,40, 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
+26, Private,214413, 11th,7, Never-married, Machine-op-inspct, Unmarried, White, Male,6497,0,48, 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
+41, Self-emp-inc,114580, Prof-school,15, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,2415,55, 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
+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
+44, Private,235786, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,45, 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
+30, Private,139012, Assoc-voc,11, Never-married, Adm-clerical, Other-relative, Asian-Pac-Islander, Male,2463,0,40, Vietnam, <=50K
+62, Private,174711, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,0,0,32, United-States, <=50K
+37, Private,171150, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,99999,0,60, United-States, >50K
+30, Self-emp-inc,77689, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7688,0,50, United-States, >50K
+27, Private,193898, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Male,0,0,52, United-States, <=50K
+32, Private,195000, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,45, 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
+55, Private,184882, Assoc-voc,11, Married-civ-spouse, Transport-moving, Husband, White, Male,5178,0,50, 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
+29, Federal-gov,106179, Some-college,10, Never-married, Prof-specialty, Not-in-family, White, Female,0,1408,40, United-States, <=50K
+37, Private,177895, Some-college,10, Married-civ-spouse, Tech-support, Wife, White, Female,5013,0,40, United-States, <=50K
+63, ?,257876, Prof-school,15, Married-civ-spouse, ?, Husband, White, Male,0,0,40, United-States, <=50K
+61, Private,86067, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,15024,0,40, United-States, >50K
+64, Private,66634, Bachelors,13, Divorced, Exec-managerial, Unmarried, White, Male,27828,0,50, 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,407138, 7th-8th,4, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2936,0,50, Mexico, <=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
+52, Private,117496, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Female,0,1755,40, 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
+49, Private,187370, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,50, United-States, >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
+23, Private,188545, Assoc-acdm,12, Never-married, Adm-clerical, Own-child, White, Female,0,1974,20, United-States, <=50K
+44, Local-gov,58124, Bachelors,13, Divorced, Prof-specialty, Unmarried, White, Male,0,0,45, United-States, <=50K
+36, Private,321733, Bachelors,13, Divorced, Exec-managerial, Not-in-family, White, Male,0,1741,40, 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
+29, Private,114158, Bachelors,13, Never-married, Exec-managerial, Own-child, White, Female,3325,0,10, 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
+36, Self-emp-not-inc,34378, Assoc-voc,11, Married-civ-spouse, Farming-fishing, Husband, White, Male,3908,0,75, 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
+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,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
+60, Self-emp-not-inc,187794, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,3103,0,60, United-States, >50K
+44, Private,110396, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Male,14084,0,56, United-States, >50K
+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
+21, Private,132053, Some-college,10, Never-married, Adm-clerical, Own-child, White, Female,0,1721,35, United-States, <=50K
+44, Private,370502, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,0,0,25, Mexico, <=50K
+33, Private,59083, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1902,45, United-States, >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
+50, Private,22211, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,50, 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
+66, State-gov,162945, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, Black, Male,20051,0,55, United-States, >50K
+52, Private,195638, HS-grad,9, Never-married, Other-service, Unmarried, White, Female,0,0,45, United-States, <=50K
+57, Self-emp-not-inc,118806, 1st-4th,2, Widowed, Craft-repair, Other-relative, White, Female,0,1602,45, Columbia, <=50K
+41, Self-emp-not-inc,44006, Assoc-voc,11, Divorced, Farming-fishing, Not-in-family, White, Male,0,0,40, United-States, <=50K
+42, Private,119679, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1579,42, 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
+60, Federal-gov,119832, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,40, 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
+58, Local-gov,212864, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,3908,0,40, 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
+36, Private,346478, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,2415,45, United-States, >50K
+54, Private,215990, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,7688,0,40, United-States, >50K
+39, Private,177154, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, 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
+48, Federal-gov,166634, Bachelors,13, Married-civ-spouse, Adm-clerical, Wife, White, Female,7688,0,40, 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
+44, Private,186916, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1887,60, United-States, >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
+37, Private,188774, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Male,0,2824,40, United-States, >50K
+64, ?,146272, Some-college,10, Married-civ-spouse, ?, Husband, White, Male,3411,0,15, 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
+35, Private,109351, Bachelors,13, Never-married, Sales, Not-in-family, White, Female,8614,0,45, 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
+38, Private,100375, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,60, 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
+34, Local-gov,155781, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,4064,0,50, 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
+55, Private,61708, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,6418,0,50, 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
+60, Local-gov,48788, Bachelors,13, Separated, Prof-specialty, Unmarried, White, Female,5455,0,55, 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
+73, Private,147551, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2174,50, 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
+49, Private,195612, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,40, 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
+37, Private,73471, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,47, United-States, >50K
+51, Private,241745, 5th-6th,3, Separated, Machine-op-inspct, Unmarried, White, Female,0,0,40, Mexico, <=50K
+35, Private,316141, Some-college,10, Divorced, Prof-specialty, Unmarried, White, Female,7443,0,40, United-States, <=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
+54, Private,36480, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,15024,0,50, 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
+51, Private,673764, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,27828,0,40, 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
+43, Self-emp-not-inc,101534, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,15, 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
+55, Local-gov,176046, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,2267,40, 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
+47, Self-emp-not-inc,355978, Doctorate,16, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2002,45, United-States, <=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
+62, Private,244087, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,50, United-States, >50K
+31, Private,83425, Some-college,10, Never-married, Adm-clerical, Unmarried, White, Female,0,0,40, United-States, <=50K
+29, Private,157308, 11th,7, Married-civ-spouse, Handlers-cleaners, Wife, Asian-Pac-Islander, Female,2829,0,14, Philippines, <=50K
+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
+55, Private,368797, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,60, 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
+34, Private,199864, Some-college,10, Married-civ-spouse, Adm-clerical, Wife, White, Female,0,2057,40, 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
+19, ?,351195, 9th,5, Never-married, ?, Other-relative, White, Male,0,1719,35, El-Salvador, <=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
+64, Self-emp-inc,161325, Assoc-acdm,12, Married-civ-spouse, Sales, Husband, White, Male,0,1887,50, 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,374450, HS-grad,9, Married-civ-spouse, Transport-moving, Wife, White, Female,5178,0,40, 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
+54, Self-emp-inc,223752, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, ?, >50K
+17, Private,132680, 10th,6, Never-married, Other-service, Own-child, White, Female,0,1602,10, 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
+43, Local-gov,118853, Some-college,10, Married-civ-spouse, Tech-support, Husband, White, Male,4386,0,99, 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
+43, State-gov,24763, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,45, 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
+51, Private,392668, Doctorate,16, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,84, United-States, >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
+46, Private,52291, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,45, 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
+59, Private,126668, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Husband, White, Male,5178,0,50, United-States, >50K
+27, Private,401508, HS-grad,9, Never-married, Other-service, Unmarried, Black, Female,0,0,40, United-States, <=50K
+40, Private,25005, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,99, 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
+32, Federal-gov,90653, HS-grad,9, Never-married, Exec-managerial, Unmarried, White, Female,0,1380,40, 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
+36, Private,297847, HS-grad,9, Never-married, Other-service, Not-in-family, Black, Female,0,2001,40, 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
+36, Private,245090, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,3137,0,50, El-Salvador, <=50K
+42, Private,192569, Prof-school,15, Divorced, Prof-specialty, Not-in-family, White, Female,0,0,39, United-States, >50K
+31, Local-gov,158291, Bachelors,13, Never-married, Craft-repair, Not-in-family, White, Male,8614,0,40, 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
+36, Private,218689, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,0,1977,50, United-States, >50K
+17, Private,116626, 11th,7, Never-married, Handlers-cleaners, Own-child, White, Male,0,1719,18, United-States, <=50K
+30, Federal-gov,48458, Some-college,10, Never-married, Adm-clerical, Own-child, Black, Female,0,0,40, United-States, <=50K
+35, Self-emp-not-inc,241469, 9th,5, Married-civ-spouse, Craft-repair, Husband, White, Male,2635,0,30, United-States, <=50K
+32, Private,167990, Masters,14, Never-married, Exec-managerial, Not-in-family, White, Male,14084,0,40, United-States, >50K
+42, Private,261929, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,40, United-States, >50K
+54, Private,425804, Some-college,10, Never-married, Exec-managerial, Not-in-family, White, Female,0,0,45, United-States, >50K
+36, Private,33394, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1887,35, 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
+55, Private,359972, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,40, 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
+46, Self-emp-inc,320124, HS-grad,9, Married-civ-spouse, Exec-managerial, Wife, Amer-Indian-Eskimo, Female,15024,0,40, United-States, >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
+31, State-gov,373432, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,55, United-States, >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
+63, Self-emp-not-inc,29859, 7th-8th,4, Married-civ-spouse, Farming-fishing, Husband, White, Male,7688,0,60, United-States, >50K
+52, Private,204226, HS-grad,9, Divorced, Sales, Not-in-family, White, Male,0,0,45, United-States, <=50K
+42, Local-gov,246862, Some-college,10, Divorced, Tech-support, Not-in-family, White, Female,3325,0,40, United-States, <=50K
+28, Private,496526, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,0,0,40, United-States, <=50K
+30, Private,426431, Masters,14, Never-married, Prof-specialty, Not-in-family, White, Male,10520,0,40, 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
+41, Private,320744, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,3325,0,50, 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
+54, State-gov,137815, 12th,8, Never-married, Other-service, Own-child, White, Male,4101,0,40, United-States, <=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
+62, Self-emp-not-inc,197353, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1740,40, 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
+74, Self-emp-not-inc,292915, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1825,12, 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
+69, Self-emp-not-inc,92472, 10th,6, Married-spouse-absent, Farming-fishing, Not-in-family, White, Male,3273,0,45, 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
+62, Local-gov,203525, 7th-8th,4, Married-civ-spouse, Craft-repair, Husband, White, Male,2829,0,40, United-States, <=50K
+24, Private,182342, HS-grad,9, Never-married, Handlers-cleaners, Not-in-family, White, Male,0,0,40, United-States, <=50K
+45, Private,25649, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,7298,0,50, United-States, >50K
+27, Private,243569, 11th,7, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,3942,0,40, United-States, <=50K
+38, Private,187870, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,90, 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
+59, Local-gov,303455, Masters,14, Widowed, Prof-specialty, Unmarried, White, Female,4787,0,60, 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,227856, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,60, 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
+72, Private,116640, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,3471,0,20, 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
+44, Private,150533, Some-college,10, Separated, Craft-repair, Not-in-family, White, Male,0,1876,55, 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
+20, Private,39803, Some-college,10, Never-married, Other-service, Own-child, White, Male,0,1719,36, 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
+34, Private,112212, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1485,40, 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
+58, Federal-gov,72998, 11th,7, Divorced, Craft-repair, Not-in-family, Black, Female,14084,0,40, 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
+50, Self-emp-inc,190333, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,99999,0,55, United-States, >50K
+18, Private,251923, 11th,7, Never-married, Sales, Own-child, White, Female,0,0,15, United-States, <=50K
+49, Local-gov,298445, Prof-school,15, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1977,60, United-States, >50K
+34, Private,180284, Some-college,10, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,0,50, United-States, <=50K
+51, Private,154342, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,45, 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
+60, Federal-gov,404023, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Male,10520,0,40, 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
+54, Private,35576, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,2415,50, United-States, >50K
+39, Federal-gov,363630, HS-grad,9, Married-civ-spouse, Adm-clerical, Husband, Black, Male,7688,0,52, 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
+32, Private,156464, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1902,50, United-States, >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
+33, ?,369386, Some-college,10, Married-civ-spouse, ?, Wife, White, Female,5178,0,40, United-States, >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
+34, Private,242984, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,45, United-States, >50K
+66, State-gov,132055, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1825,40, 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
+21, Private,301408, Some-college,10, Never-married, Sales, Own-child, White, Female,0,1602,22, 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
+61, Private,81132, 5th-6th,3, Married-civ-spouse, Handlers-cleaners, Husband, Asian-Pac-Islander, Male,7298,0,40, Philippines, >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
+39, Private,339442, HS-grad,9, Separated, Machine-op-inspct, Not-in-family, Black, Male,2176,0,40, 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
+29, Private,250967, Assoc-voc,11, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1887,48, United-States, >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
+69, Private,197080, 12th,8, Married-civ-spouse, Transport-moving, Husband, White, Male,9386,0,60, 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
+46, Private,285750, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,4064,0,55, United-States, <=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
+36, Private,531055, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,48, 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
+52, Private,114228, HS-grad,9, Divorced, Craft-repair, Not-in-family, White, Male,3325,0,40, United-States, <=50K
+22, Local-gov,121144, Bachelors,13, Never-married, Prof-specialty, Own-child, Black, Female,0,0,18, 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
+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
+45, Private,187033, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2051,40, 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
+24, Private,437666, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,2885,0,50, United-States, <=50K
+57, Private,186386, Bachelors,13, Widowed, Prof-specialty, Unmarried, White, Male,10520,0,40, United-States, >50K
+23, Private,129767, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Female,0,1721,40, United-States, <=50K
+34, Private,180284, Some-college,10, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,0,40, United-States, >50K
+36, Private,108320, HS-grad,9, Divorced, Machine-op-inspct, Not-in-family, White, Male,4101,0,40, United-States, <=50K
+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
+38, Private,333651, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,70, United-States, >50K
+29, Local-gov,115305, Assoc-voc,11, Married-civ-spouse, Protective-serv, Husband, White, Male,7688,0,40, United-States, >50K
+54, Private,172962, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Male,0,1340,40, 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
+47, Private,70943, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,5178,0,40, 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
+38, Self-emp-not-inc,163204, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3411,0,25, United-States, <=50K
+37, Private,265737, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, Black, Male,0,1887,60, Cuba, >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
+50, Self-emp-not-inc,371305, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1902,60, 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
+28, Private,167336, Some-college,10, Never-married, Exec-managerial, Not-in-family, White, Female,10520,0,40, 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
+43, Federal-gov,25005, Masters,14, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,5013,0,12, United-States, <=50K
+55, Private,134120, 10th,6, Married-civ-spouse, Craft-repair, Husband, White, Male,99999,0,40, 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,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
+57, Local-gov,189824, Some-college,10, Married-civ-spouse, Handlers-cleaners, Husband, Black, Male,7298,0,40, United-States, >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
+38, Self-emp-not-inc,245372, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,3137,0,50, United-States, <=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
+44, Private,223194, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, Black, Male,0,1485,40, Haiti, <=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
+28, Federal-gov,163862, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,40, 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
+45, Private,172274, Doctorate,16, Divorced, Prof-specialty, Unmarried, Black, Female,0,3004,35, 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
+45, Private,288437, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, Other, Male,4064,0,40, 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
+61, ?,229744, 1st-4th,2, Married-civ-spouse, ?, Husband, White, Male,3942,0,20, Mexico, <=50K
+27, Private,141545, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1902,45, 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
+20, Private,279538, 11th,7, Married-civ-spouse, Handlers-cleaners, Other-relative, White, Male,2961,0,35, 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
+23, Private,239663, Some-college,10, Never-married, Handlers-cleaners, Own-child, White, Male,2597,0,50, 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
+18, ?,51574, HS-grad,9, Never-married, ?, Own-child, Asian-Pac-Islander, Female,0,1602,38, 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
+24, Federal-gov,210736, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,0,1974,40, 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
+24, Private,128061, HS-grad,9, Never-married, Other-service, Own-child, White, Female,594,0,15, 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
+35, Private,64922, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,50, United-States, >50K
+70, Private,102610, 10th,6, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,0,32, United-States, <=50K
+65, ?,115513, Bachelors,13, Married-civ-spouse, ?, Husband, White, Male,5556,0,48, 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
+53, Private,133219, HS-grad,9, Married-civ-spouse, Other-service, Husband, Black, Male,4386,0,30, United-States, >50K
+49, Local-gov,67001, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,0,40, United-States, <=50K
+60, Private,162347, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,40, 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
+47, Private,168232, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,7298,0,40, United-States, >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
+34, Private,265807, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,2051,55, 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
+43, Private,104660, Masters,14, Widowed, Exec-managerial, Unmarried, White, Male,4934,0,40, United-States, >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
+57, Private,199847, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+41, Self-emp-inc,177905, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,70, 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
+44, Private,155472, Assoc-acdm,12, Never-married, Prof-specialty, Unmarried, Black, Female,1151,0,50, 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
+39, Private,110426, Assoc-acdm,12, Married-civ-spouse, Exec-managerial, Wife, White, Female,15024,0,45, United-States, >50K
+25, Private,166971, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,0,52, United-States, <=50K
+41, Private,347653, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,50, 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
+33, Private,190772, HS-grad,9, Never-married, Adm-clerical, Not-in-family, White, Female,0,1617,40, 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
+39, Private,91367, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1848,45, 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
+46, Private,148738, HS-grad,9, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,0,1740,35, 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
+18, Private,206008, Some-college,10, Never-married, Sales, Unmarried, White, Male,2176,0,40, 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
+65, Private,170939, Bachelors,13, Divorced, Prof-specialty, Not-in-family, White, Male,6723,0,40, United-States, <=50K
+31, Local-gov,224234, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, Black, Male,0,0,40, United-States, <=50K
+38, Private,478346, HS-grad,9, Married-civ-spouse, Exec-managerial, Wife, White, Female,7688,0,40, 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
+42, Private,230959, Bachelors,13, Married-civ-spouse, Adm-clerical, Wife, Asian-Pac-Islander, Female,0,1887,40, Philippines, >50K
+39, Private,176335, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,65, 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
+28, Private,119287, Bachelors,13, Married-civ-spouse, Exec-managerial, Wife, White, Female,15024,0,28, United-States, >50K
+41, Self-emp-not-inc,111772, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,40, 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
+62, Private,81116, Some-college,10, Divorced, Adm-clerical, Not-in-family, White, Male,0,1974,40, United-States, <=50K
+38, Private,154410, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2051,40, Poland, <=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
+53, Private,110977, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,50, United-States, >50K
+45, Local-gov,199590, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,40, Mexico, >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
+24, Private,206827, Some-college,10, Never-married, Sales, Own-child, White, Female,5060,0,30, 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
+66, ?,186061, Some-college,10, Widowed, ?, Unmarried, Black, Female,0,4356,40, 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
+67, Self-emp-not-inc,191380, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,20051,0,25, 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
+43, Private,155106, Assoc-acdm,12, Divorced, Craft-repair, Not-in-family, White, Male,0,2444,70, 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
+54, Self-emp-not-inc,28186, Bachelors,13, Divorced, Farming-fishing, Not-in-family, White, Male,27828,0,50, 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
+36, Private,171676, Bachelors,13, Never-married, Sales, Not-in-family, White, Female,0,1741,40, 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
+36, State-gov,747719, Prof-school,15, Married-civ-spouse, Prof-specialty, Wife, White, Female,15024,0,50, United-States, >50K
+43, Local-gov,188280, Masters,14, Divorced, Prof-specialty, Unmarried, White, Female,914,0,40, 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
+45, Private,294671, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,4386,0,38, United-States, >50K
+30, Private,340899, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Male,0,1590,80, 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
+17, Private,106733, 11th,7, Never-married, Craft-repair, Own-child, White, Male,594,0,40, 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
+35, Private,220943, HS-grad,9, Divorced, Other-service, Unmarried, Black, Female,0,1594,40, United-States, <=50K
+53, Private,257940, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,2829,0,40, United-States, <=50K
+26, Private,134945, HS-grad,9, Never-married, Machine-op-inspct, Other-relative, White, Male,0,0,40, United-States, <=50K
+55, Self-emp-not-inc,105582, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,2228,0,50, 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
+30, Self-emp-not-inc,113838, Assoc-voc,11, Married-civ-spouse, Sales, Husband, White, Male,3137,0,60, Germany, <=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
+46, Private,117310, Assoc-acdm,12, Widowed, Tech-support, Unmarried, White, Female,6497,0,40, United-States, <=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
+30, Private,225231, Some-college,10, Divorced, Exec-managerial, Not-in-family, White, Male,8614,0,50, 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
+20, Private,168187, Some-college,10, Never-married, Other-service, Other-relative, White, Female,4416,0,25, United-States, <=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
+32, Private,269182, Some-college,10, Separated, Tech-support, Unmarried, Black, Female,3887,0,40, United-States, <=50K
+55, Private,141727, Bachelors,13, Married-civ-spouse, Adm-clerical, Wife, White, Female,3464,0,40, United-States, <=50K
+38, Private,185848, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,70, 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
+61, State-gov,379885, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,40, 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
+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
+41, Private,433989, Assoc-voc,11, Married-civ-spouse, Sales, Husband, White, Male,4386,0,60, 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
+63, Private,294009, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,45, 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
+69, Private,128348, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, Black, Male,9386,0,50, 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
+45, Private,179659, Bachelors,13, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,40, 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
+26, Private,366219, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, Black, Male,0,1848,60, 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
+40, Private,320451, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,1977,45, Hong, >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
+41, Private,359696, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, White, Male,15024,0,60, 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
+30, Self-emp-not-inc,67072, Bachelors,13, Married-spouse-absent, Craft-repair, Not-in-family, White, Male,6849,0,60, 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
+60, Private,75726, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Female,0,1092,40, 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
+35, Private,267866, HS-grad,9, Married-civ-spouse, Sales, Husband, Asian-Pac-Islander, Male,0,1887,50, Iran, >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
+61, Private,115023, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,60, 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
+18, Private,225859, Some-college,10, Never-married, Transport-moving, Own-child, White, Male,2907,0,30, 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
+49, Private,251180, 7th-8th,4, Married-civ-spouse, Transport-moving, Husband, White, Male,2407,0,50, 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
+43, Private,170730, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, 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
+55, Private,132887, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, Black, Male,3411,0,40, Jamaica, <=50K
+34, State-gov,44464, Doctorate,16, Never-married, Prof-specialty, Not-in-family, White, Female,0,0,60, United-States, <=50K
+28, Private,180928, Some-college,10, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,5013,0,55, 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
+31, Private,44464, Bachelors,13, Never-married, Exec-managerial, Not-in-family, White, Female,0,1564,60, 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
+59, ?,160662, HS-grad,9, Married-civ-spouse, ?, Husband, White, Male,2407,0,60, United-States, <=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
+18, Private,141626, Some-college,10, Never-married, Tech-support, Own-child, White, Male,2176,0,20, United-States, <=50K
+26, Private,122575, Bachelors,13, Never-married, Exec-managerial, Unmarried, Asian-Pac-Islander, Male,0,0,60, Vietnam, <=50K
+32, Private,194740, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, United-States, >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
+56, Private,122390, Assoc-voc,11, Married-civ-spouse, Sales, Husband, White, Male,15024,0,40, 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
+47, Local-gov,200471, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,5178,0,40, United-States, >50K
+38, Private,54317, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,60, United-States, <=50K
+62, Local-gov,113443, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Female,10520,0,33, 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
+22, Self-emp-not-inc,214014, Some-college,10, Never-married, Sales, Own-child, Black, Male,99999,0,55, 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
+41, Private,36699, Some-college,10, Divorced, Exec-managerial, Not-in-family, White, Male,4650,0,40, 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
+27, Private,215504, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,0,1848,55, United-States, >50K
+25, Private,222539, 10th,6, Never-married, Transport-moving, Not-in-family, White, Male,2597,0,50, 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
+40, Federal-gov,330174, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, United-States, >50K
+52, Self-emp-inc,230767, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,60, Cuba, >50K
+53, Local-gov,137250, Masters,14, Widowed, Prof-specialty, Unmarried, Black, Female,0,1669,35, United-States, <=50K
+40, Private,254478, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,50, 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
+49, Private,34545, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,40, 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
+38, Private,269318, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, White, Male,5178,0,50, 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
+44, Local-gov,165304, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1485,40, 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
+47, Self-emp-not-inc,107231, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1672,65, 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
+51, Self-emp-inc,338260, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,60, United-States, >50K
+46, Private,165138, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, <=50K
+31, Private,109055, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,3137,0,45, 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
+37, Private,298539, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,55, 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
+29, Private,176037, Assoc-voc,11, Divorced, Tech-support, Not-in-family, Black, Male,14344,0,40, United-States, >50K
+39, Private,314007, 10th,6, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2051,40, United-States, <=50K
+48, Private,197683, Some-college,10, Married-civ-spouse, Sales, Husband, Black, Male,0,0,40, United-States, >50K
+44, Private,242521, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7688,0,50, 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
+63, Private,117473, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,4386,0,40, 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,130369, HS-grad,9, Divorced, Transport-moving, Unmarried, White, Female,1151,0,48, Germany, <=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
+52, Self-emp-not-inc,34973, HS-grad,9, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1887,60, 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
+45, Self-emp-inc,181307, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,43, United-States, >50K
+39, Private,148903, HS-grad,9, Divorced, Sales, Not-in-family, White, Female,4687,0,50, 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
+39, Private,284166, HS-grad,9, Never-married, Craft-repair, Not-in-family, White, Male,0,1564,50, 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
+47, Private,334039, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,44, 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
+29, Private,112847, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, Asian-Pac-Islander, Male,7298,0,32, 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
+45, Private,227791, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1740,50, 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
+39, Local-gov,344855, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,0,1977,20, 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
+52, State-gov,109600, Masters,14, Married-spouse-absent, Exec-managerial, Unmarried, White, Female,4787,0,44, United-States, >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
+52, Local-gov,199995, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7298,0,60, 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
+24, Private,103064, Bachelors,13, Never-married, Tech-support, Not-in-family, White, Female,3674,0,40, 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
+37, Private,405284, Bachelors,13, Never-married, Prof-specialty, Not-in-family, White, Female,0,1340,42, United-States, <=50K
+25, Local-gov,137296, Assoc-acdm,12, Never-married, Adm-clerical, Own-child, Black, Female,0,0,38, United-States, <=50K
+40, Private,87771, HS-grad,9, Married-civ-spouse, Craft-repair, Wife, White, Female,0,1628,45, United-States, <=50K
+38, State-gov,125499, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,7688,0,60, India, >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
+46, Local-gov,238162, Assoc-acdm,12, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1887,50, 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
+33, Private,51471, HS-grad,9, Married-civ-spouse, Tech-support, Wife, White, Female,0,1902,40, 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
+23, Private,143003, Masters,14, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,0,1887,50, India, >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
+43, Local-gov,153132, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, 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
+47, Private,252079, Bachelors,13, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,7688,0,44, 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
+34, State-gov,118551, Bachelors,13, Married-civ-spouse, Tech-support, Own-child, White, Female,5178,0,25, ?, >50K
+70, Private,187292, Bachelors,13, Married-civ-spouse, Handlers-cleaners, Husband, White, Male,6418,0,40, 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
+44, Federal-gov,139161, Assoc-acdm,12, Divorced, Adm-clerical, Not-in-family, Black, Female,0,1741,40, 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
+37, Private,103986, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,39, 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
+70, Self-emp-inc,207938, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2377,50, 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
+59, Self-emp-not-inc,56392, Some-college,10, Married-civ-spouse, Farming-fishing, Husband, White, Male,0,1579,60, 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
+39, Private,198841, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,45, United-States, >50K
+53, Private,53197, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,3103,0,40, 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
+57, Private,334224, Some-college,10, Married-civ-spouse, Craft-repair, Wife, White, Female,9386,0,40, 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
+28, Private,207513, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7298,0,42, 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
+55, Local-gov,143949, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,3103,0,45, United-States, >50K
+33, Private,207201, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,0,55, United-States, >50K
+30, Private,430283, HS-grad,9, Married-civ-spouse, Adm-clerical, Wife, White, Female,7298,0,40, 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
+35, Private,75855, Masters,14, Married-civ-spouse, Prof-specialty, Husband, Black, Male,7298,0,40, ?, >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
+47, Self-emp-not-inc,33300, Assoc-acdm,12, Never-married, Farming-fishing, Other-relative, White, Male,10520,0,45, 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
+28, Local-gov,229223, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Wife, White, Female,7688,0,36, 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
+42, Self-emp-not-inc,69333, Assoc-voc,11, Married-civ-spouse, Transport-moving, Husband, White, Male,4386,0,80, United-States, >50K
+34, Private,167893, Some-college,10, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,64, United-States, >50K
+32, Federal-gov,386877, Assoc-voc,11, Never-married, Tech-support, Own-child, Black, Male,4650,0,40, 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
+57, Private,132704, Masters,14, Separated, Prof-specialty, Not-in-family, White, Male,10520,0,32, United-States, >50K
+46, State-gov,327786, Assoc-voc,11, Divorced, Tech-support, Not-in-family, White, Female,3325,0,42, 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
+28, Local-gov,33662, Masters,14, Married-civ-spouse, Prof-specialty, Wife, White, Female,7298,0,40, 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
+33, Private,133503, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,7688,0,48, United-States, >50K
+40, Private,31621, HS-grad,9, Married-spouse-absent, Adm-clerical, Unmarried, White, Female,0,0,40, United-States, <=50K
+57, Self-emp-not-inc,413373, Doctorate,16, Married-civ-spouse, Sales, Husband, White, Male,0,1902,40, United-States, >50K
+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
+21, Private,387335, Some-college,10, Never-married, Tech-support, Own-child, White, Female,0,1719,9, 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
+36, State-gov,179488, Bachelors,13, Married-civ-spouse, Protective-serv, Husband, White, Male,7298,0,55, 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
+20, ?,369678, 12th,8, Never-married, ?, Not-in-family, Other, Male,0,1602,40, 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
+50, Private,102346, Bachelors,13, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,2415,20, 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
+36, Private,334291, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1887,40, 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
+42, Private,24982, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, 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
+26, ?,370727, Bachelors,13, Married-civ-spouse, ?, Wife, White, Female,0,1977,40, 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
+63, State-gov,216871, Some-college,10, Married-civ-spouse, Adm-clerical, Husband, White, Male,0,1740,40, United-States, <=50K
+29, Private,246933, HS-grad,9, Never-married, Adm-clerical, Other-relative, White, Male,0,0,40, Mexico, <=50K
+32, Self-emp-not-inc,112115, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,7688,0,40, United-States, >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
+40, Private,132222, Some-college,10, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,4386,0,50, 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
+41, State-gov,106900, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,7298,0,60, 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
+41, Private,167106, Bachelors,13, Married-civ-spouse, Adm-clerical, Husband, Asian-Pac-Islander, Male,3103,0,35, Philippines, >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
+43, Private,266324, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,99, 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
+34, Self-emp-inc,343789, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,55, United-States, >50K
+28, Private,191088, HS-grad,9, Divorced, Other-service, Not-in-family, White, Female,0,1741,52, 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
+36, Private,67728, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,5013,0,40, Italy, <=50K
+30, Private,345522, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,3103,0,70, United-States, >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
+41, Private,287306, Assoc-acdm,12, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,60, 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
+40, Self-emp-not-inc,33310, Prof-school,15, Divorced, Other-service, Not-in-family, White, Female,0,2339,35, 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
+44, Private,201723, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,45, 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
+61, Private,181219, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1848,40, 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
+64, Private,60940, HS-grad,9, Widowed, Sales, Not-in-family, White, Female,8614,0,50, France, >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
+50, Private,102615, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1902,40, 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
+46, Self-emp-not-inc,101722, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,3137,0,40, 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
+58, Local-gov,311409, Masters,14, Married-civ-spouse, Prof-specialty, Husband, Black, Male,7688,0,30, 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
+29, Private,413297, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,3411,0,70, Mexico, <=50K
+48, Self-emp-not-inc,218835, Masters,14, Married-civ-spouse, Sales, Husband, White, Male,0,0,50, England, <=50K
+30, Private,341051, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, United-States, >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
+54, Federal-gov,75235, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,5178,0,40, 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
+42, Private,176063, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,55, 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
+47, Private,155664, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,55, 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
+43, Local-gov,34640, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, Other, Male,0,1887,40, United-States, >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
+42, Private,402367, Some-college,10, Married-civ-spouse, Transport-moving, Husband, Black, Male,7688,0,45, 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
+43, Private,254146, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,40, 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
+42, Self-emp-not-inc,32546, Prof-school,15, Divorced, Prof-specialty, Unmarried, White, Male,7430,0,40, 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
+39, Private,174242, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,60, 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
+49, Local-gov,78859, Masters,14, Widowed, Prof-specialty, Unmarried, White, Female,0,323,20, 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
+47, Private,148995, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,2415,60, 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
+35, Local-gov,116960, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,40, United-States, >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
+50, Self-emp-inc,52565, Some-college,10, Married-civ-spouse, Sales, Husband, White, Male,0,1485,40, 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
+41, Private,117585, HS-grad,9, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1485,40, 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
+37, Private,103121, Bachelors,13, Married-civ-spouse, Exec-managerial, Wife, White, Female,0,1848,40, 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
+45, Private,187901, HS-grad,9, Divorced, Farming-fishing, Not-in-family, White, Male,0,2258,44, 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
+44, Private,147110, Some-college,10, Divorced, Adm-clerical, Own-child, White, Male,14344,0,40, 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
+43, Self-emp-inc,62026, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,40, 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
+39, Private,358753, Assoc-voc,11, Married-civ-spouse, Craft-repair, Husband, White, Male,7688,0,40, 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
+46, State-gov,250821, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,15024,0,40, 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
+39, Private,128392, HS-grad,9, Married-civ-spouse, Machine-op-inspct, Husband, White, Male,0,1887,40, United-States, >50K
+24, Private,223515, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,45, United-States, <=50K
+52, Private,208630, HS-grad,9, Divorced, Adm-clerical, Unmarried, White, Female,0,1741,38, 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
+31, Federal-gov,130057, Masters,14, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,60, United-States, >50K
+61, Private,179743, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2051,20, 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
+21, Private,211968, Some-college,10, Never-married, Sales, Own-child, White, Female,0,1762,28, 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
+46, Local-gov,140219, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Female,8614,0,55, 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
+40, Private,566537, Preschool,1, Married-civ-spouse, Other-service, Husband, White, Male,0,1672,40, Mexico, <=50K
+18, Private,36162, 11th,7, Never-married, Craft-repair, Own-child, White, Male,0,0,5, United-States, <=50K
+45, Self-emp-not-inc,31478, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,2829,0,60, 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
+59, Private,152968, Some-college,10, Separated, Adm-clerical, Other-relative, White, Male,3325,0,40, United-States, <=50K
+21, Private,213015, HS-grad,9, Never-married, Handlers-cleaners, Other-relative, Black, Male,2176,0,40, United-States, <=50K
+32, Private,313835, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,0,40, United-States, >50K
+49, Private,66385, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,5013,0,40, United-States, <=50K
+22, Private,205940, Bachelors,13, Never-married, Adm-clerical, Own-child, White, Female,1055,0,30, 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
+33, Private,60567, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,3411,0,40, 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
+30, Private,176410, Assoc-voc,11, Married-civ-spouse, Prof-specialty, Own-child, White, Female,7298,0,16, United-States, >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
+66, Private,115498, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,55, ?, >50K
+34, Private,272411, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Female,0,0,40, United-States, <=50K
+39, Private,30529, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1887,40, 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
+45, Private,170871, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,60, 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
+44, Federal-gov,281739, Some-college,10, Never-married, Adm-clerical, Not-in-family, White, Male,13550,0,50, 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
+48, Private,109814, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,45, 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
+48, Private,175070, HS-grad,9, Divorced, Exec-managerial, Not-in-family, White, Female,0,2258,40, 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
+50, Self-emp-inc,121441, 11th,7, Never-married, Exec-managerial, Other-relative, White, Male,0,2444,40, 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
+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
+50, Self-emp-not-inc,240922, Assoc-acdm,12, Never-married, Sales, Not-in-family, White, Female,0,1408,5, 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
+23, Private,142766, Some-college,10, Never-married, Adm-clerical, Own-child, White, Male,1055,0,20, United-States, <=50K
+38, Private,59660, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7298,0,40, 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
+46, Private,155933, Bachelors,13, Never-married, Machine-op-inspct, Not-in-family, White, Female,0,1602,8, 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
+35, Private,207066, Bachelors,13, Never-married, Sales, Not-in-family, White, Male,10520,0,45, 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
+25, Private,149943, HS-grad,9, Never-married, Other-service, Other-relative, Asian-Pac-Islander, Male,4101,0,60, ?, <=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
+58, Private,250206, 10th,6, Married-civ-spouse, Craft-repair, Husband, White, Male,5178,0,40, 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
+67, Self-emp-inc,182581, Some-college,10, Married-civ-spouse, Exec-managerial, Husband, White, Male,20051,0,20, 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
+51, Federal-gov,223206, Doctorate,16, Married-civ-spouse, Prof-specialty, Husband, Asian-Pac-Islander, Male,15024,0,40, Vietnam, >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
+45, Private,265097, HS-grad,9, Married-civ-spouse, Other-service, Husband, White, Male,0,1902,40, United-States, >50K
+22, Private,193090, HS-grad,9, Never-married, Sales, Not-in-family, White, Female,0,0,37, United-States, <=50K
+37, Private,186009, HS-grad,9, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1672,60, 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
+37, Self-emp-not-inc,162834, HS-grad,9, Married-civ-spouse, Sales, Husband, White, Male,0,1902,45, 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
+40, Private,177905, Assoc-voc,11, Married-civ-spouse, Exec-managerial, Husband, White, Male,7688,0,44, United-States, >50K
+22, Private,254547, Some-college,10, Never-married, Exec-managerial, Unmarried, Black, Female,0,0,40, Jamaica, <=50K
+47, Self-emp-inc,102308, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,2415,45, United-States, >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
+47, Private,294913, Prof-school,15, Married-civ-spouse, Exec-managerial, Husband, White, Male,99999,0,40, 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
+35, Private,91839, Bachelors,13, Married-civ-spouse, Other-service, Husband, Amer-Indian-Eskimo, Male,7688,0,20, United-States, >50K
+43, Private,409922, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,50, 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
+31, Private,251659, Some-college,10, Married-civ-spouse, Other-service, Husband, Asian-Pac-Islander, Male,0,1485,55, ?, >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
+32, Private,260954, 11th,7, Married-civ-spouse, Craft-repair, Husband, White, Male,0,2042,30, United-States, <=50K
+37, Local-gov,180342, Bachelors,13, Married-civ-spouse, Other-service, Husband, White, Male,0,0,40, United-States, >50K
+47, Local-gov,324791, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1887,50, United-States, >50K
+31, Private,183801, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1902,43, 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
+60, Private,127084, HS-grad,9, Married-civ-spouse, Protective-serv, Husband, White, Male,0,2042,34, 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
+65, Local-gov,103153, 7th-8th,4, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1411,40, 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
+42, Self-emp-inc,191196, Bachelors,13, Married-civ-spouse, Exec-managerial, Husband, White, Male,0,1977,60, ?, >50K
+37, Private,377798, Some-college,10, Married-civ-spouse, Craft-repair, Husband, White, Male,3103,0,40, United-States, >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
+54, Private,161691, Masters,14, Divorced, Prof-specialty, Not-in-family, White, Female,0,2559,40, 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
+74, Self-emp-not-inc,199136, Bachelors,13, Widowed, Craft-repair, Not-in-family, White, Male,15831,0,8, Germany, >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
+35, Private,162256, Assoc-voc,11, Divorced, Adm-clerical, Not-in-family, White, Female,6849,0,40, 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
+41, Private,122215, Masters,14, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,40, United-States, >50K
+42, Private,248356, HS-grad,9, Never-married, Sales, Unmarried, White, Female,0,0,40, United-States, <=50K
+90, Local-gov,214594, 7th-8th,4, Married-civ-spouse, Protective-serv, Husband, White, Male,2653,0,40, 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
+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
+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
+40, Private,260425, Assoc-acdm,12, Separated, Tech-support, Unmarried, White, Female,1471,0,32, 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
+43, Private,191712, Bachelors,13, Never-married, Adm-clerical, Not-in-family, White, Male,0,1741,40, 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
+42, Private,161510, Bachelors,13, Married-civ-spouse, Sales, Husband, White, Male,7298,0,40, United-States, >50K
+53, Local-gov,186303, Some-college,10, Married-civ-spouse, Protective-serv, Husband, White, Male,0,1887,40, 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
+33, Private,191335, Assoc-acdm,12, Married-civ-spouse, Craft-repair, Husband, White, Male,0,1902,50, 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
+34, Private,213307, HS-grad,9, Never-married, Handlers-cleaners, Unmarried, White, Female,7443,0,35, 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
+53, Private,304504, Some-college,10, Married-civ-spouse, Transport-moving, Husband, White, Male,0,1887,45, United-States, >50K
+25, Private,390657, Some-college,10, Never-married, Other-service, Not-in-family, Black, Male,0,0,40, United-States, <=50K
+18, Private,41381, HS-grad,9, Never-married, Sales, Own-child, White, Female,0,1602,20, United-States, <=50K
+51, Private,101432, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,0,0,40, United-States, <=50K
+61, Private,190682, HS-grad,9, Widowed, Craft-repair, Not-in-family, Black, Female,0,1669,50, 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
+36, Private,237943, Bachelors,13, Married-civ-spouse, Prof-specialty, Husband, White, Male,0,1977,45, 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
+48, Self-emp-inc,185041, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,7298,0,50, 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
+37, Private,121521, Prof-school,15, Married-civ-spouse, Prof-specialty, Husband, White, Male,15024,0,45, 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
+41, Federal-gov,160467, Masters,14, Divorced, Prof-specialty, Unmarried, White, Female,1506,0,40, 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
+34, Private,60567, 11th,7, Divorced, Transport-moving, Unmarried, White, Male,0,880,60, 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
+66, Federal-gov,47358, 10th,6, Married-civ-spouse, Craft-repair, Husband, White, Male,3471,0,40, 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
+57, Local-gov,110417, HS-grad,9, Married-civ-spouse, Craft-repair, Husband, White, Male,99999,0,40, 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
+38, Private,139180, Bachelors,13, Divorced, Prof-specialty, Unmarried, Black, Female,15020,0,45, 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
+65, Self-emp-not-inc,99359, Prof-school,15, Never-married, Prof-specialty, Not-in-family, White, Male,1086,0,60, United-States, <=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
+52, Self-emp-inc,287927, HS-grad,9, Married-civ-spouse, Exec-managerial, Wife, White, Female,15024,0,40, United-States, >50K