notebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn import preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import StratifiedShuffleSplit\n",
    "\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.metrics import confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize(X):\n",
    "    Xmin = np.amin(X)\n",
    "    Xmax = np.amax(X)\n",
    "    X = (X-Xmin)/(Xmax-Xmin)\n",
    "    return X"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Add missing data to ethnicity , relation features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "#read csv\n",
    "autism_data = pd.read_csv(\"Data_Autism.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A1_Score {0,1}</th>\n",
       "      <th>A2_Score {0,1}</th>\n",
       "      <th>A3_Score {0,1}</th>\n",
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       "      <th>age numeric</th>\n",
       "      <th>gender {f,m}</th>\n",
       "      <th>ethnicity</th>\n",
       "      <th>jundice {no,yes}</th>\n",
       "      <th>austim {no,yes}</th>\n",
       "      <th>contry_of_res {'United States',Brazil,Spain,Egypt,'New Zealand',Bahamas,Burundi,Austria,Argentina,Jordan,Ireland,'United Arab Emirates',Afghanistan,Lebanon,'United Kingdom','South Africa',Italy,Pakistan,Bangladesh,Chile,France,China,Australia,C</th>\n",
       "      <th>used_app_before {no,yes}</th>\n",
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       "      <td>0</td>\n",
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       "      <td>f</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>m</td>\n",
       "      <td>Latino</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>Spain</td>\n",
       "      <td>no</td>\n",
       "      <td>8</td>\n",
       "      <td>Parent</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
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       "      <td>NO</td>\n",
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       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>f</td>\n",
       "      <td>?</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>no</td>\n",
       "      <td>2</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
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       "      <td>Others</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
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       "      <th>6</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>Black</td>\n",
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       "      <td>2</td>\n",
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       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
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       "      <td>no</td>\n",
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       "      <td>no</td>\n",
       "      <td>6</td>\n",
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       "      <td>NO</td>\n",
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       "      <th>9</th>\n",
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       "      <td>Asian</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>8</td>\n",
       "      <td>Health care professional</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>m</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>10</td>\n",
       "      <td>Relative</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Burundi</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>f</td>\n",
       "      <td>?</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Bahamas</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>17</td>\n",
       "      <td>m</td>\n",
       "      <td>?</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Austria</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
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       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
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       "      <td>yes</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
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       "      <td>31</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Jordan</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
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       "      <th>17</th>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>no</td>\n",
       "      <td>2</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>m</td>\n",
       "      <td>?</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>m</td>\n",
       "      <td>?</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>f</td>\n",
       "      <td>Black</td>\n",
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       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>2</td>\n",
       "      <td>Relative</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>m</td>\n",
       "      <td>?</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Lebanon</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>f</td>\n",
       "      <td>?</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>m</td>\n",
       "      <td>Pasifika</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>1</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>no</td>\n",
       "      <td>1</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>no</td>\n",
       "      <td>1</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>Health care professional</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>f</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>8</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>no</td>\n",
       "      <td>10</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>no</td>\n",
       "      <td>10</td>\n",
       "      <td>Parent</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>f</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>9</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Relative</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>no</td>\n",
       "      <td>7</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>9</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Canada</td>\n",
       "      <td>no</td>\n",
       "      <td>8</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Canada</td>\n",
       "      <td>no</td>\n",
       "      <td>7</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>India</td>\n",
       "      <td>no</td>\n",
       "      <td>1</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>8</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>7</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>Latino</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>yes</td>\n",
       "      <td>5</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>m</td>\n",
       "      <td>Turkish</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Australia</td>\n",
       "      <td>no</td>\n",
       "      <td>9</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>f</td>\n",
       "      <td>Pasifika</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Australia</td>\n",
       "      <td>no</td>\n",
       "      <td>10</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Russia</td>\n",
       "      <td>no</td>\n",
       "      <td>7</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>f</td>\n",
       "      <td>?</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Russia</td>\n",
       "      <td>no</td>\n",
       "      <td>7</td>\n",
       "      <td>?</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>m</td>\n",
       "      <td>South Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Cyprus</td>\n",
       "      <td>no</td>\n",
       "      <td>8</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>704 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     A1_Score {0,1}  A2_Score {0,1}  A3_Score {0,1}  A4_Score {0,1}  \\\n",
       "0                 1               1               1               1   \n",
       "1                 1               1               0               1   \n",
       "2                 1               1               0               1   \n",
       "3                 1               1               0               1   \n",
       "4                 1               0               0               0   \n",
       "5                 1               1               1               1   \n",
       "6                 0               1               0               0   \n",
       "7                 1               1               1               1   \n",
       "8                 1               1               0               0   \n",
       "9                 1               1               1               1   \n",
       "10                1               1               1               1   \n",
       "11                0               1               0               1   \n",
       "12                0               1               1               1   \n",
       "13                1               0               0               0   \n",
       "14                1               0               0               0   \n",
       "15                1               1               0               1   \n",
       "16                1               0               0               0   \n",
       "17                0               0               0               0   \n",
       "18                0               0               1               0   \n",
       "19                0               0               0               0   \n",
       "20                0               1               1               1   \n",
       "21                0               0               0               0   \n",
       "22                0               0               0               1   \n",
       "23                0               0               0               0   \n",
       "24                1               1               1               1   \n",
       "25                0               1               1               0   \n",
       "26                0               0               0               0   \n",
       "27                0               0               0               0   \n",
       "28                0               0               0               0   \n",
       "29                0               1               1               0   \n",
       "..              ...             ...             ...             ...   \n",
       "674               1               1               0               0   \n",
       "675               1               1               1               1   \n",
       "676               1               1               0               0   \n",
       "677               1               0               0               0   \n",
       "678               1               1               1               1   \n",
       "679               1               1               1               1   \n",
       "680               1               1               1               1   \n",
       "681               1               1               0               1   \n",
       "682               1               1               0               0   \n",
       "683               1               1               0               0   \n",
       "684               1               0               1               0   \n",
       "685               1               0               1               1   \n",
       "686               1               0               0               0   \n",
       "687               1               1               1               0   \n",
       "688               1               0               1               1   \n",
       "689               1               0               0               0   \n",
       "690               0               0               0               0   \n",
       "691               1               0               0               1   \n",
       "692               1               1               1               0   \n",
       "693               1               0               0               1   \n",
       "694               1               1               1               1   \n",
       "695               1               0               1               1   \n",
       "696               1               1               1               1   \n",
       "697               1               1               1               1   \n",
       "698               1               1               1               1   \n",
       "699               0               1               0               1   \n",
       "700               1               0               0               0   \n",
       "701               1               0               1               1   \n",
       "702               1               0               0               1   \n",
       "703               1               0               1               1   \n",
       "\n",
       "     A5_Score {0,1}  A6_Score {0,1}  A7_Score {0,1}  A8_Score {0,1}  \\\n",
       "0                 0               0               1               1   \n",
       "1                 0               0               0               1   \n",
       "2                 1               0               1               1   \n",
       "3                 0               0               1               1   \n",
       "4                 0               0               0               1   \n",
       "5                 1               0               1               1   \n",
       "6                 0               0               0               1   \n",
       "7                 0               0               0               0   \n",
       "8                 1               0               0               1   \n",
       "9                 0               1               1               1   \n",
       "10                1               1               1               1   \n",
       "11                1               1               1               0   \n",
       "12                1               1               0               0   \n",
       "13                0               0               1               1   \n",
       "14                0               0               1               1   \n",
       "15                1               0               0               1   \n",
       "16                0               0               1               1   \n",
       "17                0               0               0               1   \n",
       "18                1               1               0               0   \n",
       "19                0               0               1               1   \n",
       "20                0               0               0               0   \n",
       "21                0               0               0               0   \n",
       "22                0               0               1               1   \n",
       "23                0               0               0               1   \n",
       "24                0               0               0               1   \n",
       "25                0               0               0               1   \n",
       "26                0               0               0               1   \n",
       "27                0               0               0               1   \n",
       "28                0               0               0               1   \n",
       "29                0               0               0               0   \n",
       "..              ...             ...             ...             ...   \n",
       "674               1               1               0               1   \n",
       "675               0               0               0               0   \n",
       "676               0               0               1               0   \n",
       "677               0               0               1               0   \n",
       "678               1               0               0               1   \n",
       "679               1               1               1               1   \n",
       "680               1               1               1               1   \n",
       "681               1               1               1               1   \n",
       "682               0               0               0               1   \n",
       "683               0               0               0               1   \n",
       "684               0               0               0               1   \n",
       "685               1               0               0               1   \n",
       "686               1               0               1               1   \n",
       "687               1               1               1               1   \n",
       "688               1               1               1               0   \n",
       "689               1               1               1               1   \n",
       "690               1               0               0               0   \n",
       "691               0               0               1               1   \n",
       "692               1               1               1               1   \n",
       "693               0               0               0               1   \n",
       "694               1               0               0               1   \n",
       "695               0               0               1               1   \n",
       "696               1               1               0               1   \n",
       "697               1               0               0               0   \n",
       "698               1               1               1               1   \n",
       "699               1               0               1               1   \n",
       "700               0               0               0               1   \n",
       "701               1               0               1               1   \n",
       "702               1               0               1               0   \n",
       "703               1               0               1               1   \n",
       "\n",
       "     A9_Score {0,1}  A10_Score {0,1}  age numeric gender {f,m}  \\\n",
       "0                 0                0           26            f   \n",
       "1                 0                1           24            m   \n",
       "2                 1                1           27            m   \n",
       "3                 0                1           35            f   \n",
       "4                 0                0           40            f   \n",
       "5                 1                1           36            m   \n",
       "6                 0                0           17            f   \n",
       "7                 1                0           64            m   \n",
       "8                 1                1           29            m   \n",
       "9                 1                0           17            m   \n",
       "10                1                1           33            m   \n",
       "11                0                1           18            f   \n",
       "12                1                0           17            f   \n",
       "13                0                1           17            m   \n",
       "14                0                1           17            f   \n",
       "15                0                1           18            m   \n",
       "16                1                1           31            m   \n",
       "17                0                1           30            m   \n",
       "18                0                0           35            f   \n",
       "19                0                1           34            m   \n",
       "20                0                0           38            m   \n",
       "21                0                0           27            f   \n",
       "22                1                1           27            m   \n",
       "23                0                1           42            m   \n",
       "24                0                0           43            m   \n",
       "25                0                0           24            f   \n",
       "26                0                0           40            m   \n",
       "27                0                0           40            m   \n",
       "28                0                0           48            m   \n",
       "29                1                1           31            m   \n",
       "..              ...              ...          ...          ...   \n",
       "674               0                1           27            f   \n",
       "675               1                0           24            f   \n",
       "676               0                1           35            m   \n",
       "677               0                1           18            m   \n",
       "678               1                1           43            f   \n",
       "679               1                1           44            m   \n",
       "680               1                1           40            m   \n",
       "681               1                1           49            f   \n",
       "682               0                0           24            m   \n",
       "683               1                0           30            f   \n",
       "684               0                1           53            m   \n",
       "685               1                1           38            m   \n",
       "686               0                1           28            m   \n",
       "687               1                1           28            m   \n",
       "688               1                1           26            m   \n",
       "689               1                1           39            f   \n",
       "690               0                0           31            f   \n",
       "691               0                0           24            m   \n",
       "692               0                1           28            m   \n",
       "693               0                1           31            f   \n",
       "694               0                1           27            m   \n",
       "695               0                0           28            m   \n",
       "696               1                1           31            m   \n",
       "697               0                1           46            f   \n",
       "698               1                1           27            f   \n",
       "699               1                1           25            f   \n",
       "700               0                1           34            m   \n",
       "701               0                1           24            f   \n",
       "702               1                1           35            m   \n",
       "703               1                1           26            f   \n",
       "\n",
       "          ethnicity jundice {no,yes} austim {no,yes}  \\\n",
       "0    White-European               no              no   \n",
       "1            Latino               no             yes   \n",
       "2            Latino              yes             yes   \n",
       "3    White-European               no             yes   \n",
       "4                 ?               no              no   \n",
       "5            Others              yes              no   \n",
       "6             Black               no              no   \n",
       "7    White-European               no              no   \n",
       "8    White-European               no              no   \n",
       "9             Asian              yes             yes   \n",
       "10   White-European               no              no   \n",
       "11   Middle Eastern               no              no   \n",
       "12                ?               no              no   \n",
       "13                ?               no              no   \n",
       "14                ?               no              no   \n",
       "15   Middle Eastern               no             yes   \n",
       "16   Middle Eastern               no              no   \n",
       "17   White-European               no              no   \n",
       "18   Middle Eastern               no             yes   \n",
       "19                ?              yes              no   \n",
       "20                ?               no              no   \n",
       "21            Black               no              no   \n",
       "22   Middle Eastern               no              no   \n",
       "23   Middle Eastern              yes              no   \n",
       "24                ?               no              no   \n",
       "25                ?              yes              no   \n",
       "26         Pasifika              yes             yes   \n",
       "27   Middle Eastern              yes             yes   \n",
       "28            Black               no              no   \n",
       "29   Middle Eastern               no              no   \n",
       "..              ...              ...             ...   \n",
       "674  White-European              yes              no   \n",
       "675  White-European              yes              no   \n",
       "676  White-European              yes              no   \n",
       "677           Black               no              no   \n",
       "678           Black               no              no   \n",
       "679  White-European               no             yes   \n",
       "680  White-European              yes             yes   \n",
       "681        Hispanic               no              no   \n",
       "682        Hispanic               no              no   \n",
       "683  White-European              yes             yes   \n",
       "684        Hispanic               no              no   \n",
       "685  White-European               no             yes   \n",
       "686  White-European               no              no   \n",
       "687  White-European               no              no   \n",
       "688           Black               no              no   \n",
       "689  White-European               no              no   \n",
       "690           Asian              yes              no   \n",
       "691           Black               no              no   \n",
       "692  White-European               no              no   \n",
       "693  White-European               no              no   \n",
       "694  White-European              yes              no   \n",
       "695          Latino               no              no   \n",
       "696         Turkish               no             yes   \n",
       "697           Asian               no              no   \n",
       "698        Pasifika               no              no   \n",
       "699  White-European               no              no   \n",
       "700        Hispanic               no              no   \n",
       "701               ?               no              no   \n",
       "702     South Asian               no              no   \n",
       "703  White-European               no              no   \n",
       "\n",
       "    contry_of_res {'United States',Brazil,Spain,Egypt,'New Zealand',Bahamas,Burundi,Austria,Argentina,Jordan,Ireland,'United Arab Emirates',Afghanistan,Lebanon,'United Kingdom','South Africa',Italy,Pakistan,Bangladesh,Chile,France,China,Australia,C  \\\n",
       "0                                        United States                                                                                                                                                                                                     \n",
       "1                                               Brazil                                                                                                                                                                                                     \n",
       "2                                                Spain                                                                                                                                                                                                     \n",
       "3                                        United States                                                                                                                                                                                                     \n",
       "4                                                Egypt                                                                                                                                                                                                     \n",
       "5                                        United States                                                                                                                                                                                                     \n",
       "6                                        United States                                                                                                                                                                                                     \n",
       "7                                          New Zealand                                                                                                                                                                                                     \n",
       "8                                        United States                                                                                                                                                                                                     \n",
       "9                                              Bahamas                                                                                                                                                                                                     \n",
       "10                                       United States                                                                                                                                                                                                     \n",
       "11                                             Burundi                                                                                                                                                                                                     \n",
       "12                                             Bahamas                                                                                                                                                                                                     \n",
       "13                                             Austria                                                                                                                                                                                                     \n",
       "14                                           Argentina                                                                                                                                                                                                     \n",
       "15                                         New Zealand                                                                                                                                                                                                     \n",
       "16                                              Jordan                                                                                                                                                                                                     \n",
       "17                                             Ireland                                                                                                                                                                                                     \n",
       "18                                United Arab Emirates                                                                                                                                                                                                     \n",
       "19                                United Arab Emirates                                                                                                                                                                                                     \n",
       "20                                United Arab Emirates                                                                                                                                                                                                     \n",
       "21                                United Arab Emirates                                                                                                                                                                                                     \n",
       "22                                         Afghanistan                                                                                                                                                                                                     \n",
       "23                                United Arab Emirates                                                                                                                                                                                                     \n",
       "24                                             Lebanon                                                                                                                                                                                                     \n",
       "25                                         Afghanistan                                                                                                                                                                                                     \n",
       "26                                United Arab Emirates                                                                                                                                                                                                     \n",
       "27                                         Afghanistan                                                                                                                                                                                                     \n",
       "28                                         New Zealand                                                                                                                                                                                                     \n",
       "29                                      United Kingdom                                                                                                                                                                                                     \n",
       "..                                                 ...                                                                                                                                                                                                     \n",
       "674                                     Czech Republic                                                                                                                                                                                                     \n",
       "675                                      United States                                                                                                                                                                                                     \n",
       "676                                     United Kingdom                                                                                                                                                                                                     \n",
       "677                                           Ethiopia                                                                                                                                                                                                     \n",
       "678                                      United States                                                                                                                                                                                                     \n",
       "679                                        Afghanistan                                                                                                                                                                                                     \n",
       "680                                     United Kingdom                                                                                                                                                                                                     \n",
       "681                                      United States                                                                                                                                                                                                     \n",
       "682                                      United States                                                                                                                                                                                                     \n",
       "683                                      United States                                                                                                                                                                                                     \n",
       "684                                      United States                                                                                                                                                                                                     \n",
       "685                                            Belgium                                                                                                                                                                                                     \n",
       "686                                      United States                                                                                                                                                                                                     \n",
       "687                                      United States                                                                                                                                                                                                     \n",
       "688                                             Canada                                                                                                                                                                                                     \n",
       "689                                             Canada                                                                                                                                                                                                     \n",
       "690                                              India                                                                                                                                                                                                     \n",
       "691                                      United States                                                                                                                                                                                                     \n",
       "692                                      United States                                                                                                                                                                                                     \n",
       "693                                     United Kingdom                                                                                                                                                                                                     \n",
       "694                                      United States                                                                                                                                                                                                     \n",
       "695                                             Brazil                                                                                                                                                                                                     \n",
       "696                                          Australia                                                                                                                                                                                                     \n",
       "697                                        Philippines                                                                                                                                                                                                     \n",
       "698                                          Australia                                                                                                                                                                                                     \n",
       "699                                             Russia                                                                                                                                                                                                     \n",
       "700                                             Mexico                                                                                                                                                                                                     \n",
       "701                                             Russia                                                                                                                                                                                                     \n",
       "702                                           Pakistan                                                                                                                                                                                                     \n",
       "703                                             Cyprus                                                                                                                                                                                                     \n",
       "\n",
       "    used_app_before {no,yes}  result numeric                  relation  \\\n",
       "0                         no               6                      Self   \n",
       "1                         no               5                      Self   \n",
       "2                         no               8                    Parent   \n",
       "3                         no               6                      Self   \n",
       "4                         no               2                         ?   \n",
       "5                         no               9                      Self   \n",
       "6                         no               2                      Self   \n",
       "7                         no               5                    Parent   \n",
       "8                         no               6                      Self   \n",
       "9                         no               8  Health care professional   \n",
       "10                        no              10                  Relative   \n",
       "11                        no               6                    Parent   \n",
       "12                        no               6                         ?   \n",
       "13                        no               4                         ?   \n",
       "14                        no               4                         ?   \n",
       "15                        no               6                    Parent   \n",
       "16                        no               5                      Self   \n",
       "17                        no               2                      Self   \n",
       "18                        no               3                      Self   \n",
       "19                        no               3                         ?   \n",
       "20                        no               3                         ?   \n",
       "21                        no               0                      Self   \n",
       "22                        no               5                      Self   \n",
       "23                        no               2                  Relative   \n",
       "24                        no               5                         ?   \n",
       "25                        no               3                         ?   \n",
       "26                        no               1                      Self   \n",
       "27                        no               1                    Parent   \n",
       "28                        no               1                      Self   \n",
       "29                        no               4                      Self   \n",
       "..                       ...             ...                       ...   \n",
       "674                       no               6                      Self   \n",
       "675                       no               5                      Self   \n",
       "676                       no               4                    Parent   \n",
       "677                       no               3  Health care professional   \n",
       "678                       no               8                      Self   \n",
       "679                       no              10                      Self   \n",
       "680                       no              10                    Parent   \n",
       "681                       no               9                      Self   \n",
       "682                       no               3                      Self   \n",
       "683                       no               4                      Self   \n",
       "684                       no               4                  Relative   \n",
       "685                       no               7                      Self   \n",
       "686                       no               5                      Self   \n",
       "687                       no               9                      Self   \n",
       "688                       no               8                      Self   \n",
       "689                       no               7                      Self   \n",
       "690                       no               1                      Self   \n",
       "691                       no               4                      Self   \n",
       "692                       no               8                      Self   \n",
       "693                       no               4                      Self   \n",
       "694                       no               7                      Self   \n",
       "695                      yes               5                    Parent   \n",
       "696                       no               9                      Self   \n",
       "697                       no               6                      Self   \n",
       "698                       no              10                      Self   \n",
       "699                       no               7                      Self   \n",
       "700                       no               3                    Parent   \n",
       "701                       no               7                         ?   \n",
       "702                       no               6                      Self   \n",
       "703                       no               8                      Self   \n",
       "\n",
       "    Class/ASD {NO,YES}  \n",
       "0                   NO  \n",
       "1                   NO  \n",
       "2                  YES  \n",
       "3                   NO  \n",
       "4                   NO  \n",
       "5                  YES  \n",
       "6                   NO  \n",
       "7                   NO  \n",
       "8                   NO  \n",
       "9                  YES  \n",
       "10                 YES  \n",
       "11                  NO  \n",
       "12                  NO  \n",
       "13                  NO  \n",
       "14                  NO  \n",
       "15                  NO  \n",
       "16                  NO  \n",
       "17                  NO  \n",
       "18                  NO  \n",
       "19                  NO  \n",
       "20                  NO  \n",
       "21                  NO  \n",
       "22                  NO  \n",
       "23                  NO  \n",
       "24                  NO  \n",
       "25                  NO  \n",
       "26                  NO  \n",
       "27                  NO  \n",
       "28                  NO  \n",
       "29                  NO  \n",
       "..                 ...  \n",
       "674                 NO  \n",
       "675                 NO  \n",
       "676                 NO  \n",
       "677                 NO  \n",
       "678                YES  \n",
       "679                YES  \n",
       "680                YES  \n",
       "681                YES  \n",
       "682                 NO  \n",
       "683                 NO  \n",
       "684                 NO  \n",
       "685                YES  \n",
       "686                 NO  \n",
       "687                YES  \n",
       "688                YES  \n",
       "689                YES  \n",
       "690                 NO  \n",
       "691                 NO  \n",
       "692                YES  \n",
       "693                 NO  \n",
       "694                YES  \n",
       "695                 NO  \n",
       "696                YES  \n",
       "697                 NO  \n",
       "698                YES  \n",
       "699                YES  \n",
       "700                 NO  \n",
       "701                YES  \n",
       "702                 NO  \n",
       "703                YES  \n",
       "\n",
       "[704 rows x 20 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autism_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns_dont_want = [\"ethnicity\", \"relation\",\"Class/ASD {NO,YES}\"]\n",
    "select = [x for x in autism_data.columns if x not in columns_dont_want]\n",
    "\n",
    "y_ethnicity = autism_data.loc[:, 'ethnicity']\n",
    "X_ethnicity = autism_data.loc[:, select]\n",
    "X_numbers = X_ethnicity.select_dtypes(include=[np.number])\n",
    "\n",
    "#Give labels and use df.apply() to apply le.fit_transform to all columns\n",
    "le = preprocessing.LabelEncoder()\n",
    "X_dataset_ohe = X_ethnicity.select_dtypes(include=[object]).apply(le.fit_transform).values\n",
    "\n",
    "#Apply one hot encoding to create vector\n",
    "enc = preprocessing.OneHotEncoder()\n",
    "enc.fit(X_dataset_ohe)\n",
    "X_onehotlabels = enc.transform(X_dataset_ohe).toarray()\n",
    "\n",
    "y_ethnicity = y_ethnicity.values\n",
    "X_ethnicity = X_onehotlabels\n",
    "X_ethnicity = np.hstack((X_ethnicity,X_numbers))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_ethnicityTest = []\n",
    "y_ethnicityTest = []\n",
    "x_ethnicityData = []\n",
    "y_ethnicityData = []\n",
    "for xi,yi in zip(X_ethnicity,y_ethnicity):\n",
    "    if(yi=='?'):\n",
    "        x_ethnicityTest.append(xi)\n",
    "        y_ethnicityTest.append(yi)\n",
    "    else:\n",
    "        x_ethnicityData.append(xi)\n",
    "        y_ethnicityData.append(yi)\n",
    "y_ethnicityData = np.array(y_ethnicityData)\n",
    "x_ethnicityData = np.array(x_ethnicityData)\n",
    "x_ethnicityTest = np.array(x_ethnicityTest)\n",
    "y_ethnicityTest = np.array(y_ethnicityTest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Running Logistic Regression to fill ETHNICITY MISSING VALUES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "logReg = LogisticRegression(solver='saga',multi_class='ovr',max_iter=200,penalty='l1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Deepti\\Miniconda3\\envs\\ai\\lib\\site-packages\\sklearn\\linear_model\\sag.py:326: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n",
      "  \"the coef_ did not converge\", ConvergenceWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of Train data: 0.61\n"
     ]
    }
   ],
   "source": [
    "logReg.fit(x_ethnicityData,y_ethnicityData)\n",
    "valYPredicted = logReg.predict(x_ethnicityData)\n",
    "valYTrainPredicted = logReg.predict(x_ethnicityData)\n",
    "print('Accuracy of Train data: %.2f' %accuracy_score(y_ethnicityData, valYTrainPredicted))\n",
    "#print('Accuracy of Validation data: %.2f' %accuracy_score(y_Val, valYPredicted))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Running Random Forest Classifier to fill ETHNICITY MISSING VALUES "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of Training data: 0.75\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "rfc = RandomForestClassifier(n_estimators = 5, min_samples_split=10, max_depth =15)\n",
    "rfc.fit(x_ethnicityData,y_ethnicityData)\n",
    "valYPredicted = rfc.predict(x_ethnicityData)\n",
    "print('Accuracy of Training data: %.2f' %accuracy_score(y_ethnicityData, valYPredicted))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Better Accuracy with Random Forest. Using it to get the missing values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "valuesofEth = rfc.predict(x_ethnicityTest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Deepti\\Miniconda3\\envs\\ai\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  after removing the cwd from sys.path.\n"
     ]
    }
   ],
   "source": [
    "i=0\n",
    "for index, row in autism_data.iterrows():\n",
    "    if(row['ethnicity']=='?' and i<valuesofEth.shape[0]):\n",
    "        autism_data['ethnicity'][index]=valuesofEth[i]\n",
    "        i=i+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>1</td>\n",
       "      <td>36</td>\n",
       "      <td>m</td>\n",
       "      <td>Others</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>9</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>f</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>2</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>m</td>\n",
       "      <td>Asian</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>Bahamas</td>\n",
       "      <td>no</td>\n",
       "      <td>8</td>\n",
       "      <td>Health care professional</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>10</td>\n",
       "      <td>Relative</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Burundi</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Bahamas</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Austria</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Jordan</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>no</td>\n",
       "      <td>2</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>f</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>2</td>\n",
       "      <td>Relative</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Lebanon</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>?</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>m</td>\n",
       "      <td>Pasifika</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>no</td>\n",
       "      <td>1</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>no</td>\n",
       "      <td>1</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>no</td>\n",
       "      <td>1</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>Health care professional</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>f</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>8</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>no</td>\n",
       "      <td>10</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>no</td>\n",
       "      <td>10</td>\n",
       "      <td>Parent</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>f</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>9</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Relative</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>no</td>\n",
       "      <td>7</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>5</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>9</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Canada</td>\n",
       "      <td>no</td>\n",
       "      <td>8</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Canada</td>\n",
       "      <td>no</td>\n",
       "      <td>7</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>India</td>\n",
       "      <td>no</td>\n",
       "      <td>1</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>8</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>no</td>\n",
       "      <td>4</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>no</td>\n",
       "      <td>7</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>Latino</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>yes</td>\n",
       "      <td>5</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>m</td>\n",
       "      <td>Turkish</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Australia</td>\n",
       "      <td>no</td>\n",
       "      <td>9</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>f</td>\n",
       "      <td>Pasifika</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Australia</td>\n",
       "      <td>no</td>\n",
       "      <td>10</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Russia</td>\n",
       "      <td>no</td>\n",
       "      <td>7</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>no</td>\n",
       "      <td>3</td>\n",
       "      <td>Parent</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Russia</td>\n",
       "      <td>no</td>\n",
       "      <td>7</td>\n",
       "      <td>?</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>m</td>\n",
       "      <td>South Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>no</td>\n",
       "      <td>6</td>\n",
       "      <td>Self</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Cyprus</td>\n",
       "      <td>no</td>\n",
       "      <td>8</td>\n",
       "      <td>Self</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>704 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     A1_Score {0,1}  A2_Score {0,1}  A3_Score {0,1}  A4_Score {0,1}  \\\n",
       "0                 1               1               1               1   \n",
       "1                 1               1               0               1   \n",
       "2                 1               1               0               1   \n",
       "3                 1               1               0               1   \n",
       "4                 1               0               0               0   \n",
       "5                 1               1               1               1   \n",
       "6                 0               1               0               0   \n",
       "7                 1               1               1               1   \n",
       "8                 1               1               0               0   \n",
       "9                 1               1               1               1   \n",
       "10                1               1               1               1   \n",
       "11                0               1               0               1   \n",
       "12                0               1               1               1   \n",
       "13                1               0               0               0   \n",
       "14                1               0               0               0   \n",
       "15                1               1               0               1   \n",
       "16                1               0               0               0   \n",
       "17                0               0               0               0   \n",
       "18                0               0               1               0   \n",
       "19                0               0               0               0   \n",
       "20                0               1               1               1   \n",
       "21                0               0               0               0   \n",
       "22                0               0               0               1   \n",
       "23                0               0               0               0   \n",
       "24                1               1               1               1   \n",
       "25                0               1               1               0   \n",
       "26                0               0               0               0   \n",
       "27                0               0               0               0   \n",
       "28                0               0               0               0   \n",
       "29                0               1               1               0   \n",
       "..              ...             ...             ...             ...   \n",
       "674               1               1               0               0   \n",
       "675               1               1               1               1   \n",
       "676               1               1               0               0   \n",
       "677               1               0               0               0   \n",
       "678               1               1               1               1   \n",
       "679               1               1               1               1   \n",
       "680               1               1               1               1   \n",
       "681               1               1               0               1   \n",
       "682               1               1               0               0   \n",
       "683               1               1               0               0   \n",
       "684               1               0               1               0   \n",
       "685               1               0               1               1   \n",
       "686               1               0               0               0   \n",
       "687               1               1               1               0   \n",
       "688               1               0               1               1   \n",
       "689               1               0               0               0   \n",
       "690               0               0               0               0   \n",
       "691               1               0               0               1   \n",
       "692               1               1               1               0   \n",
       "693               1               0               0               1   \n",
       "694               1               1               1               1   \n",
       "695               1               0               1               1   \n",
       "696               1               1               1               1   \n",
       "697               1               1               1               1   \n",
       "698               1               1               1               1   \n",
       "699               0               1               0               1   \n",
       "700               1               0               0               0   \n",
       "701               1               0               1               1   \n",
       "702               1               0               0               1   \n",
       "703               1               0               1               1   \n",
       "\n",
       "     A5_Score {0,1}  A6_Score {0,1}  A7_Score {0,1}  A8_Score {0,1}  \\\n",
       "0                 0               0               1               1   \n",
       "1                 0               0               0               1   \n",
       "2                 1               0               1               1   \n",
       "3                 0               0               1               1   \n",
       "4                 0               0               0               1   \n",
       "5                 1               0               1               1   \n",
       "6                 0               0               0               1   \n",
       "7                 0               0               0               0   \n",
       "8                 1               0               0               1   \n",
       "9                 0               1               1               1   \n",
       "10                1               1               1               1   \n",
       "11                1               1               1               0   \n",
       "12                1               1               0               0   \n",
       "13                0               0               1               1   \n",
       "14                0               0               1               1   \n",
       "15                1               0               0               1   \n",
       "16                0               0               1               1   \n",
       "17                0               0               0               1   \n",
       "18                1               1               0               0   \n",
       "19                0               0               1               1   \n",
       "20                0               0               0               0   \n",
       "21                0               0               0               0   \n",
       "22                0               0               1               1   \n",
       "23                0               0               0               1   \n",
       "24                0               0               0               1   \n",
       "25                0               0               0               1   \n",
       "26                0               0               0               1   \n",
       "27                0               0               0               1   \n",
       "28                0               0               0               1   \n",
       "29                0               0               0               0   \n",
       "..              ...             ...             ...             ...   \n",
       "674               1               1               0               1   \n",
       "675               0               0               0               0   \n",
       "676               0               0               1               0   \n",
       "677               0               0               1               0   \n",
       "678               1               0               0               1   \n",
       "679               1               1               1               1   \n",
       "680               1               1               1               1   \n",
       "681               1               1               1               1   \n",
       "682               0               0               0               1   \n",
       "683               0               0               0               1   \n",
       "684               0               0               0               1   \n",
       "685               1               0               0               1   \n",
       "686               1               0               1               1   \n",
       "687               1               1               1               1   \n",
       "688               1               1               1               0   \n",
       "689               1               1               1               1   \n",
       "690               1               0               0               0   \n",
       "691               0               0               1               1   \n",
       "692               1               1               1               1   \n",
       "693               0               0               0               1   \n",
       "694               1               0               0               1   \n",
       "695               0               0               1               1   \n",
       "696               1               1               0               1   \n",
       "697               1               0               0               0   \n",
       "698               1               1               1               1   \n",
       "699               1               0               1               1   \n",
       "700               0               0               0               1   \n",
       "701               1               0               1               1   \n",
       "702               1               0               1               0   \n",
       "703               1               0               1               1   \n",
       "\n",
       "     A9_Score {0,1}  A10_Score {0,1}  age numeric gender {f,m}  \\\n",
       "0                 0                0           26            f   \n",
       "1                 0                1           24            m   \n",
       "2                 1                1           27            m   \n",
       "3                 0                1           35            f   \n",
       "4                 0                0           40            f   \n",
       "5                 1                1           36            m   \n",
       "6                 0                0           17            f   \n",
       "7                 1                0           64            m   \n",
       "8                 1                1           29            m   \n",
       "9                 1                0           17            m   \n",
       "10                1                1           33            m   \n",
       "11                0                1           18            f   \n",
       "12                1                0           17            f   \n",
       "13                0                1           17            m   \n",
       "14                0                1           17            f   \n",
       "15                0                1           18            m   \n",
       "16                1                1           31            m   \n",
       "17                0                1           30            m   \n",
       "18                0                0           35            f   \n",
       "19                0                1           34            m   \n",
       "20                0                0           38            m   \n",
       "21                0                0           27            f   \n",
       "22                1                1           27            m   \n",
       "23                0                1           42            m   \n",
       "24                0                0           43            m   \n",
       "25                0                0           24            f   \n",
       "26                0                0           40            m   \n",
       "27                0                0           40            m   \n",
       "28                0                0           48            m   \n",
       "29                1                1           31            m   \n",
       "..              ...              ...          ...          ...   \n",
       "674               0                1           27            f   \n",
       "675               1                0           24            f   \n",
       "676               0                1           35            m   \n",
       "677               0                1           18            m   \n",
       "678               1                1           43            f   \n",
       "679               1                1           44            m   \n",
       "680               1                1           40            m   \n",
       "681               1                1           49            f   \n",
       "682               0                0           24            m   \n",
       "683               1                0           30            f   \n",
       "684               0                1           53            m   \n",
       "685               1                1           38            m   \n",
       "686               0                1           28            m   \n",
       "687               1                1           28            m   \n",
       "688               1                1           26            m   \n",
       "689               1                1           39            f   \n",
       "690               0                0           31            f   \n",
       "691               0                0           24            m   \n",
       "692               0                1           28            m   \n",
       "693               0                1           31            f   \n",
       "694               0                1           27            m   \n",
       "695               0                0           28            m   \n",
       "696               1                1           31            m   \n",
       "697               0                1           46            f   \n",
       "698               1                1           27            f   \n",
       "699               1                1           25            f   \n",
       "700               0                1           34            m   \n",
       "701               0                1           24            f   \n",
       "702               1                1           35            m   \n",
       "703               1                1           26            f   \n",
       "\n",
       "          ethnicity jundice {no,yes} austim {no,yes}  \\\n",
       "0    White-European               no              no   \n",
       "1            Latino               no             yes   \n",
       "2            Latino              yes             yes   \n",
       "3    White-European               no             yes   \n",
       "4             Asian               no              no   \n",
       "5            Others              yes              no   \n",
       "6             Black               no              no   \n",
       "7    White-European               no              no   \n",
       "8    White-European               no              no   \n",
       "9             Asian              yes             yes   \n",
       "10   White-European               no              no   \n",
       "11   Middle Eastern               no              no   \n",
       "12            Asian               no              no   \n",
       "13   Middle Eastern               no              no   \n",
       "14   Middle Eastern               no              no   \n",
       "15   Middle Eastern               no             yes   \n",
       "16   Middle Eastern               no              no   \n",
       "17   White-European               no              no   \n",
       "18   Middle Eastern               no             yes   \n",
       "19   Middle Eastern              yes              no   \n",
       "20   Middle Eastern               no              no   \n",
       "21            Black               no              no   \n",
       "22   Middle Eastern               no              no   \n",
       "23   Middle Eastern              yes              no   \n",
       "24   White-European               no              no   \n",
       "25   Middle Eastern              yes              no   \n",
       "26         Pasifika              yes             yes   \n",
       "27   Middle Eastern              yes             yes   \n",
       "28            Black               no              no   \n",
       "29   Middle Eastern               no              no   \n",
       "..              ...              ...             ...   \n",
       "674  White-European              yes              no   \n",
       "675  White-European              yes              no   \n",
       "676  White-European              yes              no   \n",
       "677           Black               no              no   \n",
       "678           Black               no              no   \n",
       "679  White-European               no             yes   \n",
       "680  White-European              yes             yes   \n",
       "681        Hispanic               no              no   \n",
       "682        Hispanic               no              no   \n",
       "683  White-European              yes             yes   \n",
       "684        Hispanic               no              no   \n",
       "685  White-European               no             yes   \n",
       "686  White-European               no              no   \n",
       "687  White-European               no              no   \n",
       "688           Black               no              no   \n",
       "689  White-European               no              no   \n",
       "690           Asian              yes              no   \n",
       "691           Black               no              no   \n",
       "692  White-European               no              no   \n",
       "693  White-European               no              no   \n",
       "694  White-European              yes              no   \n",
       "695          Latino               no              no   \n",
       "696         Turkish               no             yes   \n",
       "697           Asian               no              no   \n",
       "698        Pasifika               no              no   \n",
       "699  White-European               no              no   \n",
       "700        Hispanic               no              no   \n",
       "701  White-European               no              no   \n",
       "702     South Asian               no              no   \n",
       "703  White-European               no              no   \n",
       "\n",
       "    contry_of_res {'United States',Brazil,Spain,Egypt,'New Zealand',Bahamas,Burundi,Austria,Argentina,Jordan,Ireland,'United Arab Emirates',Afghanistan,Lebanon,'United Kingdom','South Africa',Italy,Pakistan,Bangladesh,Chile,France,China,Australia,C  \\\n",
       "0                                        United States                                                                                                                                                                                                     \n",
       "1                                               Brazil                                                                                                                                                                                                     \n",
       "2                                                Spain                                                                                                                                                                                                     \n",
       "3                                        United States                                                                                                                                                                                                     \n",
       "4                                                Egypt                                                                                                                                                                                                     \n",
       "5                                        United States                                                                                                                                                                                                     \n",
       "6                                        United States                                                                                                                                                                                                     \n",
       "7                                          New Zealand                                                                                                                                                                                                     \n",
       "8                                        United States                                                                                                                                                                                                     \n",
       "9                                              Bahamas                                                                                                                                                                                                     \n",
       "10                                       United States                                                                                                                                                                                                     \n",
       "11                                             Burundi                                                                                                                                                                                                     \n",
       "12                                             Bahamas                                                                                                                                                                                                     \n",
       "13                                             Austria                                                                                                                                                                                                     \n",
       "14                                           Argentina                                                                                                                                                                                                     \n",
       "15                                         New Zealand                                                                                                                                                                                                     \n",
       "16                                              Jordan                                                                                                                                                                                                     \n",
       "17                                             Ireland                                                                                                                                                                                                     \n",
       "18                                United Arab Emirates                                                                                                                                                                                                     \n",
       "19                                United Arab Emirates                                                                                                                                                                                                     \n",
       "20                                United Arab Emirates                                                                                                                                                                                                     \n",
       "21                                United Arab Emirates                                                                                                                                                                                                     \n",
       "22                                         Afghanistan                                                                                                                                                                                                     \n",
       "23                                United Arab Emirates                                                                                                                                                                                                     \n",
       "24                                             Lebanon                                                                                                                                                                                                     \n",
       "25                                         Afghanistan                                                                                                                                                                                                     \n",
       "26                                United Arab Emirates                                                                                                                                                                                                     \n",
       "27                                         Afghanistan                                                                                                                                                                                                     \n",
       "28                                         New Zealand                                                                                                                                                                                                     \n",
       "29                                      United Kingdom                                                                                                                                                                                                     \n",
       "..                                                 ...                                                                                                                                                                                                     \n",
       "674                                     Czech Republic                                                                                                                                                                                                     \n",
       "675                                      United States                                                                                                                                                                                                     \n",
       "676                                     United Kingdom                                                                                                                                                                                                     \n",
       "677                                           Ethiopia                                                                                                                                                                                                     \n",
       "678                                      United States                                                                                                                                                                                                     \n",
       "679                                        Afghanistan                                                                                                                                                                                                     \n",
       "680                                     United Kingdom                                                                                                                                                                                                     \n",
       "681                                      United States                                                                                                                                                                                                     \n",
       "682                                      United States                                                                                                                                                                                                     \n",
       "683                                      United States                                                                                                                                                                                                     \n",
       "684                                      United States                                                                                                                                                                                                     \n",
       "685                                            Belgium                                                                                                                                                                                                     \n",
       "686                                      United States                                                                                                                                                                                                     \n",
       "687                                      United States                                                                                                                                                                                                     \n",
       "688                                             Canada                                                                                                                                                                                                     \n",
       "689                                             Canada                                                                                                                                                                                                     \n",
       "690                                              India                                                                                                                                                                                                     \n",
       "691                                      United States                                                                                                                                                                                                     \n",
       "692                                      United States                                                                                                                                                                                                     \n",
       "693                                     United Kingdom                                                                                                                                                                                                     \n",
       "694                                      United States                                                                                                                                                                                                     \n",
       "695                                             Brazil                                                                                                                                                                                                     \n",
       "696                                          Australia                                                                                                                                                                                                     \n",
       "697                                        Philippines                                                                                                                                                                                                     \n",
       "698                                          Australia                                                                                                                                                                                                     \n",
       "699                                             Russia                                                                                                                                                                                                     \n",
       "700                                             Mexico                                                                                                                                                                                                     \n",
       "701                                             Russia                                                                                                                                                                                                     \n",
       "702                                           Pakistan                                                                                                                                                                                                     \n",
       "703                                             Cyprus                                                                                                                                                                                                     \n",
       "\n",
       "    used_app_before {no,yes}  result numeric                  relation  \\\n",
       "0                         no               6                      Self   \n",
       "1                         no               5                      Self   \n",
       "2                         no               8                    Parent   \n",
       "3                         no               6                      Self   \n",
       "4                         no               2                         ?   \n",
       "5                         no               9                      Self   \n",
       "6                         no               2                      Self   \n",
       "7                         no               5                    Parent   \n",
       "8                         no               6                      Self   \n",
       "9                         no               8  Health care professional   \n",
       "10                        no              10                  Relative   \n",
       "11                        no               6                    Parent   \n",
       "12                        no               6                         ?   \n",
       "13                        no               4                         ?   \n",
       "14                        no               4                         ?   \n",
       "15                        no               6                    Parent   \n",
       "16                        no               5                      Self   \n",
       "17                        no               2                      Self   \n",
       "18                        no               3                      Self   \n",
       "19                        no               3                         ?   \n",
       "20                        no               3                         ?   \n",
       "21                        no               0                      Self   \n",
       "22                        no               5                      Self   \n",
       "23                        no               2                  Relative   \n",
       "24                        no               5                         ?   \n",
       "25                        no               3                         ?   \n",
       "26                        no               1                      Self   \n",
       "27                        no               1                    Parent   \n",
       "28                        no               1                      Self   \n",
       "29                        no               4                      Self   \n",
       "..                       ...             ...                       ...   \n",
       "674                       no               6                      Self   \n",
       "675                       no               5                      Self   \n",
       "676                       no               4                    Parent   \n",
       "677                       no               3  Health care professional   \n",
       "678                       no               8                      Self   \n",
       "679                       no              10                      Self   \n",
       "680                       no              10                    Parent   \n",
       "681                       no               9                      Self   \n",
       "682                       no               3                      Self   \n",
       "683                       no               4                      Self   \n",
       "684                       no               4                  Relative   \n",
       "685                       no               7                      Self   \n",
       "686                       no               5                      Self   \n",
       "687                       no               9                      Self   \n",
       "688                       no               8                      Self   \n",
       "689                       no               7                      Self   \n",
       "690                       no               1                      Self   \n",
       "691                       no               4                      Self   \n",
       "692                       no               8                      Self   \n",
       "693                       no               4                      Self   \n",
       "694                       no               7                      Self   \n",
       "695                      yes               5                    Parent   \n",
       "696                       no               9                      Self   \n",
       "697                       no               6                      Self   \n",
       "698                       no              10                      Self   \n",
       "699                       no               7                      Self   \n",
       "700                       no               3                    Parent   \n",
       "701                       no               7                         ?   \n",
       "702                       no               6                      Self   \n",
       "703                       no               8                      Self   \n",
       "\n",
       "    Class/ASD {NO,YES}  \n",
       "0                   NO  \n",
       "1                   NO  \n",
       "2                  YES  \n",
       "3                   NO  \n",
       "4                   NO  \n",
       "5                  YES  \n",
       "6                   NO  \n",
       "7                   NO  \n",
       "8                   NO  \n",
       "9                  YES  \n",
       "10                 YES  \n",
       "11                  NO  \n",
       "12                  NO  \n",
       "13                  NO  \n",
       "14                  NO  \n",
       "15                  NO  \n",
       "16                  NO  \n",
       "17                  NO  \n",
       "18                  NO  \n",
       "19                  NO  \n",
       "20                  NO  \n",
       "21                  NO  \n",
       "22                  NO  \n",
       "23                  NO  \n",
       "24                  NO  \n",
       "25                  NO  \n",
       "26                  NO  \n",
       "27                  NO  \n",
       "28                  NO  \n",
       "29                  NO  \n",
       "..                 ...  \n",
       "674                 NO  \n",
       "675                 NO  \n",
       "676                 NO  \n",
       "677                 NO  \n",
       "678                YES  \n",
       "679                YES  \n",
       "680                YES  \n",
       "681                YES  \n",
       "682                 NO  \n",
       "683                 NO  \n",
       "684                 NO  \n",
       "685                YES  \n",
       "686                 NO  \n",
       "687                YES  \n",
       "688                YES  \n",
       "689                YES  \n",
       "690                 NO  \n",
       "691                 NO  \n",
       "692                YES  \n",
       "693                 NO  \n",
       "694                YES  \n",
       "695                 NO  \n",
       "696                YES  \n",
       "697                 NO  \n",
       "698                YES  \n",
       "699                YES  \n",
       "700                 NO  \n",
       "701                YES  \n",
       "702                 NO  \n",
       "703                YES  \n",
       "\n",
       "[704 rows x 20 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autism_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dropping non-relevant features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A1_Score {0,1}</th>\n",
       "      <th>A2_Score {0,1}</th>\n",
       "      <th>A3_Score {0,1}</th>\n",
       "      <th>A4_Score {0,1}</th>\n",
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       "      <th>austim {no,yes}</th>\n",
       "      <th>contry_of_res {'United States',Brazil,Spain,Egypt,'New Zealand',Bahamas,Burundi,Austria,Argentina,Jordan,Ireland,'United Arab Emirates',Afghanistan,Lebanon,'United Kingdom','South Africa',Italy,Pakistan,Bangladesh,Chile,France,China,Australia,C</th>\n",
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       "      <td>no</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>m</td>\n",
       "      <td>Latino</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>m</td>\n",
       "      <td>Latino</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>Spain</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>36</td>\n",
       "      <td>m</td>\n",
       "      <td>Others</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>f</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>m</td>\n",
       "      <td>Asian</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>Bahamas</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Burundi</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Bahamas</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Austria</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Jordan</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>f</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Lebanon</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>m</td>\n",
       "      <td>Pasifika</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>f</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>f</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Canada</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Canada</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>India</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>m</td>\n",
       "      <td>Latino</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>m</td>\n",
       "      <td>Turkish</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Australia</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>f</td>\n",
       "      <td>Pasifika</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Australia</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Russia</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Russia</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>m</td>\n",
       "      <td>South Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Cyprus</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>704 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     A1_Score {0,1}  A2_Score {0,1}  A3_Score {0,1}  A4_Score {0,1}  \\\n",
       "0                 1               1               1               1   \n",
       "1                 1               1               0               1   \n",
       "2                 1               1               0               1   \n",
       "3                 1               1               0               1   \n",
       "4                 1               0               0               0   \n",
       "5                 1               1               1               1   \n",
       "6                 0               1               0               0   \n",
       "7                 1               1               1               1   \n",
       "8                 1               1               0               0   \n",
       "9                 1               1               1               1   \n",
       "10                1               1               1               1   \n",
       "11                0               1               0               1   \n",
       "12                0               1               1               1   \n",
       "13                1               0               0               0   \n",
       "14                1               0               0               0   \n",
       "15                1               1               0               1   \n",
       "16                1               0               0               0   \n",
       "17                0               0               0               0   \n",
       "18                0               0               1               0   \n",
       "19                0               0               0               0   \n",
       "20                0               1               1               1   \n",
       "21                0               0               0               0   \n",
       "22                0               0               0               1   \n",
       "23                0               0               0               0   \n",
       "24                1               1               1               1   \n",
       "25                0               1               1               0   \n",
       "26                0               0               0               0   \n",
       "27                0               0               0               0   \n",
       "28                0               0               0               0   \n",
       "29                0               1               1               0   \n",
       "..              ...             ...             ...             ...   \n",
       "674               1               1               0               0   \n",
       "675               1               1               1               1   \n",
       "676               1               1               0               0   \n",
       "677               1               0               0               0   \n",
       "678               1               1               1               1   \n",
       "679               1               1               1               1   \n",
       "680               1               1               1               1   \n",
       "681               1               1               0               1   \n",
       "682               1               1               0               0   \n",
       "683               1               1               0               0   \n",
       "684               1               0               1               0   \n",
       "685               1               0               1               1   \n",
       "686               1               0               0               0   \n",
       "687               1               1               1               0   \n",
       "688               1               0               1               1   \n",
       "689               1               0               0               0   \n",
       "690               0               0               0               0   \n",
       "691               1               0               0               1   \n",
       "692               1               1               1               0   \n",
       "693               1               0               0               1   \n",
       "694               1               1               1               1   \n",
       "695               1               0               1               1   \n",
       "696               1               1               1               1   \n",
       "697               1               1               1               1   \n",
       "698               1               1               1               1   \n",
       "699               0               1               0               1   \n",
       "700               1               0               0               0   \n",
       "701               1               0               1               1   \n",
       "702               1               0               0               1   \n",
       "703               1               0               1               1   \n",
       "\n",
       "     A5_Score {0,1}  A6_Score {0,1}  A7_Score {0,1}  A8_Score {0,1}  \\\n",
       "0                 0               0               1               1   \n",
       "1                 0               0               0               1   \n",
       "2                 1               0               1               1   \n",
       "3                 0               0               1               1   \n",
       "4                 0               0               0               1   \n",
       "5                 1               0               1               1   \n",
       "6                 0               0               0               1   \n",
       "7                 0               0               0               0   \n",
       "8                 1               0               0               1   \n",
       "9                 0               1               1               1   \n",
       "10                1               1               1               1   \n",
       "11                1               1               1               0   \n",
       "12                1               1               0               0   \n",
       "13                0               0               1               1   \n",
       "14                0               0               1               1   \n",
       "15                1               0               0               1   \n",
       "16                0               0               1               1   \n",
       "17                0               0               0               1   \n",
       "18                1               1               0               0   \n",
       "19                0               0               1               1   \n",
       "20                0               0               0               0   \n",
       "21                0               0               0               0   \n",
       "22                0               0               1               1   \n",
       "23                0               0               0               1   \n",
       "24                0               0               0               1   \n",
       "25                0               0               0               1   \n",
       "26                0               0               0               1   \n",
       "27                0               0               0               1   \n",
       "28                0               0               0               1   \n",
       "29                0               0               0               0   \n",
       "..              ...             ...             ...             ...   \n",
       "674               1               1               0               1   \n",
       "675               0               0               0               0   \n",
       "676               0               0               1               0   \n",
       "677               0               0               1               0   \n",
       "678               1               0               0               1   \n",
       "679               1               1               1               1   \n",
       "680               1               1               1               1   \n",
       "681               1               1               1               1   \n",
       "682               0               0               0               1   \n",
       "683               0               0               0               1   \n",
       "684               0               0               0               1   \n",
       "685               1               0               0               1   \n",
       "686               1               0               1               1   \n",
       "687               1               1               1               1   \n",
       "688               1               1               1               0   \n",
       "689               1               1               1               1   \n",
       "690               1               0               0               0   \n",
       "691               0               0               1               1   \n",
       "692               1               1               1               1   \n",
       "693               0               0               0               1   \n",
       "694               1               0               0               1   \n",
       "695               0               0               1               1   \n",
       "696               1               1               0               1   \n",
       "697               1               0               0               0   \n",
       "698               1               1               1               1   \n",
       "699               1               0               1               1   \n",
       "700               0               0               0               1   \n",
       "701               1               0               1               1   \n",
       "702               1               0               1               0   \n",
       "703               1               0               1               1   \n",
       "\n",
       "     A9_Score {0,1}  A10_Score {0,1}  age numeric gender {f,m}  \\\n",
       "0                 0                0           26            f   \n",
       "1                 0                1           24            m   \n",
       "2                 1                1           27            m   \n",
       "3                 0                1           35            f   \n",
       "4                 0                0           40            f   \n",
       "5                 1                1           36            m   \n",
       "6                 0                0           17            f   \n",
       "7                 1                0           64            m   \n",
       "8                 1                1           29            m   \n",
       "9                 1                0           17            m   \n",
       "10                1                1           33            m   \n",
       "11                0                1           18            f   \n",
       "12                1                0           17            f   \n",
       "13                0                1           17            m   \n",
       "14                0                1           17            f   \n",
       "15                0                1           18            m   \n",
       "16                1                1           31            m   \n",
       "17                0                1           30            m   \n",
       "18                0                0           35            f   \n",
       "19                0                1           34            m   \n",
       "20                0                0           38            m   \n",
       "21                0                0           27            f   \n",
       "22                1                1           27            m   \n",
       "23                0                1           42            m   \n",
       "24                0                0           43            m   \n",
       "25                0                0           24            f   \n",
       "26                0                0           40            m   \n",
       "27                0                0           40            m   \n",
       "28                0                0           48            m   \n",
       "29                1                1           31            m   \n",
       "..              ...              ...          ...          ...   \n",
       "674               0                1           27            f   \n",
       "675               1                0           24            f   \n",
       "676               0                1           35            m   \n",
       "677               0                1           18            m   \n",
       "678               1                1           43            f   \n",
       "679               1                1           44            m   \n",
       "680               1                1           40            m   \n",
       "681               1                1           49            f   \n",
       "682               0                0           24            m   \n",
       "683               1                0           30            f   \n",
       "684               0                1           53            m   \n",
       "685               1                1           38            m   \n",
       "686               0                1           28            m   \n",
       "687               1                1           28            m   \n",
       "688               1                1           26            m   \n",
       "689               1                1           39            f   \n",
       "690               0                0           31            f   \n",
       "691               0                0           24            m   \n",
       "692               0                1           28            m   \n",
       "693               0                1           31            f   \n",
       "694               0                1           27            m   \n",
       "695               0                0           28            m   \n",
       "696               1                1           31            m   \n",
       "697               0                1           46            f   \n",
       "698               1                1           27            f   \n",
       "699               1                1           25            f   \n",
       "700               0                1           34            m   \n",
       "701               0                1           24            f   \n",
       "702               1                1           35            m   \n",
       "703               1                1           26            f   \n",
       "\n",
       "          ethnicity jundice {no,yes} austim {no,yes}  \\\n",
       "0    White-European               no              no   \n",
       "1            Latino               no             yes   \n",
       "2            Latino              yes             yes   \n",
       "3    White-European               no             yes   \n",
       "4             Asian               no              no   \n",
       "5            Others              yes              no   \n",
       "6             Black               no              no   \n",
       "7    White-European               no              no   \n",
       "8    White-European               no              no   \n",
       "9             Asian              yes             yes   \n",
       "10   White-European               no              no   \n",
       "11   Middle Eastern               no              no   \n",
       "12            Asian               no              no   \n",
       "13   Middle Eastern               no              no   \n",
       "14   Middle Eastern               no              no   \n",
       "15   Middle Eastern               no             yes   \n",
       "16   Middle Eastern               no              no   \n",
       "17   White-European               no              no   \n",
       "18   Middle Eastern               no             yes   \n",
       "19   Middle Eastern              yes              no   \n",
       "20   Middle Eastern               no              no   \n",
       "21            Black               no              no   \n",
       "22   Middle Eastern               no              no   \n",
       "23   Middle Eastern              yes              no   \n",
       "24   White-European               no              no   \n",
       "25   Middle Eastern              yes              no   \n",
       "26         Pasifika              yes             yes   \n",
       "27   Middle Eastern              yes             yes   \n",
       "28            Black               no              no   \n",
       "29   Middle Eastern               no              no   \n",
       "..              ...              ...             ...   \n",
       "674  White-European              yes              no   \n",
       "675  White-European              yes              no   \n",
       "676  White-European              yes              no   \n",
       "677           Black               no              no   \n",
       "678           Black               no              no   \n",
       "679  White-European               no             yes   \n",
       "680  White-European              yes             yes   \n",
       "681        Hispanic               no              no   \n",
       "682        Hispanic               no              no   \n",
       "683  White-European              yes             yes   \n",
       "684        Hispanic               no              no   \n",
       "685  White-European               no             yes   \n",
       "686  White-European               no              no   \n",
       "687  White-European               no              no   \n",
       "688           Black               no              no   \n",
       "689  White-European               no              no   \n",
       "690           Asian              yes              no   \n",
       "691           Black               no              no   \n",
       "692  White-European               no              no   \n",
       "693  White-European               no              no   \n",
       "694  White-European              yes              no   \n",
       "695          Latino               no              no   \n",
       "696         Turkish               no             yes   \n",
       "697           Asian               no              no   \n",
       "698        Pasifika               no              no   \n",
       "699  White-European               no              no   \n",
       "700        Hispanic               no              no   \n",
       "701  White-European               no              no   \n",
       "702     South Asian               no              no   \n",
       "703  White-European               no              no   \n",
       "\n",
       "    contry_of_res {'United States',Brazil,Spain,Egypt,'New Zealand',Bahamas,Burundi,Austria,Argentina,Jordan,Ireland,'United Arab Emirates',Afghanistan,Lebanon,'United Kingdom','South Africa',Italy,Pakistan,Bangladesh,Chile,France,China,Australia,C  \\\n",
       "0                                        United States                                                                                                                                                                                                     \n",
       "1                                               Brazil                                                                                                                                                                                                     \n",
       "2                                                Spain                                                                                                                                                                                                     \n",
       "3                                        United States                                                                                                                                                                                                     \n",
       "4                                                Egypt                                                                                                                                                                                                     \n",
       "5                                        United States                                                                                                                                                                                                     \n",
       "6                                        United States                                                                                                                                                                                                     \n",
       "7                                          New Zealand                                                                                                                                                                                                     \n",
       "8                                        United States                                                                                                                                                                                                     \n",
       "9                                              Bahamas                                                                                                                                                                                                     \n",
       "10                                       United States                                                                                                                                                                                                     \n",
       "11                                             Burundi                                                                                                                                                                                                     \n",
       "12                                             Bahamas                                                                                                                                                                                                     \n",
       "13                                             Austria                                                                                                                                                                                                     \n",
       "14                                           Argentina                                                                                                                                                                                                     \n",
       "15                                         New Zealand                                                                                                                                                                                                     \n",
       "16                                              Jordan                                                                                                                                                                                                     \n",
       "17                                             Ireland                                                                                                                                                                                                     \n",
       "18                                United Arab Emirates                                                                                                                                                                                                     \n",
       "19                                United Arab Emirates                                                                                                                                                                                                     \n",
       "20                                United Arab Emirates                                                                                                                                                                                                     \n",
       "21                                United Arab Emirates                                                                                                                                                                                                     \n",
       "22                                         Afghanistan                                                                                                                                                                                                     \n",
       "23                                United Arab Emirates                                                                                                                                                                                                     \n",
       "24                                             Lebanon                                                                                                                                                                                                     \n",
       "25                                         Afghanistan                                                                                                                                                                                                     \n",
       "26                                United Arab Emirates                                                                                                                                                                                                     \n",
       "27                                         Afghanistan                                                                                                                                                                                                     \n",
       "28                                         New Zealand                                                                                                                                                                                                     \n",
       "29                                      United Kingdom                                                                                                                                                                                                     \n",
       "..                                                 ...                                                                                                                                                                                                     \n",
       "674                                     Czech Republic                                                                                                                                                                                                     \n",
       "675                                      United States                                                                                                                                                                                                     \n",
       "676                                     United Kingdom                                                                                                                                                                                                     \n",
       "677                                           Ethiopia                                                                                                                                                                                                     \n",
       "678                                      United States                                                                                                                                                                                                     \n",
       "679                                        Afghanistan                                                                                                                                                                                                     \n",
       "680                                     United Kingdom                                                                                                                                                                                                     \n",
       "681                                      United States                                                                                                                                                                                                     \n",
       "682                                      United States                                                                                                                                                                                                     \n",
       "683                                      United States                                                                                                                                                                                                     \n",
       "684                                      United States                                                                                                                                                                                                     \n",
       "685                                            Belgium                                                                                                                                                                                                     \n",
       "686                                      United States                                                                                                                                                                                                     \n",
       "687                                      United States                                                                                                                                                                                                     \n",
       "688                                             Canada                                                                                                                                                                                                     \n",
       "689                                             Canada                                                                                                                                                                                                     \n",
       "690                                              India                                                                                                                                                                                                     \n",
       "691                                      United States                                                                                                                                                                                                     \n",
       "692                                      United States                                                                                                                                                                                                     \n",
       "693                                     United Kingdom                                                                                                                                                                                                     \n",
       "694                                      United States                                                                                                                                                                                                     \n",
       "695                                             Brazil                                                                                                                                                                                                     \n",
       "696                                          Australia                                                                                                                                                                                                     \n",
       "697                                        Philippines                                                                                                                                                                                                     \n",
       "698                                          Australia                                                                                                                                                                                                     \n",
       "699                                             Russia                                                                                                                                                                                                     \n",
       "700                                             Mexico                                                                                                                                                                                                     \n",
       "701                                             Russia                                                                                                                                                                                                     \n",
       "702                                           Pakistan                                                                                                                                                                                                     \n",
       "703                                             Cyprus                                                                                                                                                                                                     \n",
       "\n",
       "    Class/ASD {NO,YES}  \n",
       "0                   NO  \n",
       "1                   NO  \n",
       "2                  YES  \n",
       "3                   NO  \n",
       "4                   NO  \n",
       "5                  YES  \n",
       "6                   NO  \n",
       "7                   NO  \n",
       "8                   NO  \n",
       "9                  YES  \n",
       "10                 YES  \n",
       "11                  NO  \n",
       "12                  NO  \n",
       "13                  NO  \n",
       "14                  NO  \n",
       "15                  NO  \n",
       "16                  NO  \n",
       "17                  NO  \n",
       "18                  NO  \n",
       "19                  NO  \n",
       "20                  NO  \n",
       "21                  NO  \n",
       "22                  NO  \n",
       "23                  NO  \n",
       "24                  NO  \n",
       "25                  NO  \n",
       "26                  NO  \n",
       "27                  NO  \n",
       "28                  NO  \n",
       "29                  NO  \n",
       "..                 ...  \n",
       "674                 NO  \n",
       "675                 NO  \n",
       "676                 NO  \n",
       "677                 NO  \n",
       "678                YES  \n",
       "679                YES  \n",
       "680                YES  \n",
       "681                YES  \n",
       "682                 NO  \n",
       "683                 NO  \n",
       "684                 NO  \n",
       "685                YES  \n",
       "686                 NO  \n",
       "687                YES  \n",
       "688                YES  \n",
       "689                YES  \n",
       "690                 NO  \n",
       "691                 NO  \n",
       "692                YES  \n",
       "693                 NO  \n",
       "694                YES  \n",
       "695                 NO  \n",
       "696                YES  \n",
       "697                 NO  \n",
       "698                YES  \n",
       "699                YES  \n",
       "700                 NO  \n",
       "701                YES  \n",
       "702                 NO  \n",
       "703                YES  \n",
       "\n",
       "[704 rows x 17 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autism_data = autism_data.drop(['relation','used_app_before {no,yes}','result numeric'],axis = 1)\n",
    "autism_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normalizing Age Numeric field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "ageData = np.array(autism_data.loc[:, 'age numeric'])\n",
    "ageData = normalize(ageData)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Updating dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A1_Score {0,1}</th>\n",
       "      <th>A2_Score {0,1}</th>\n",
       "      <th>A3_Score {0,1}</th>\n",
       "      <th>A4_Score {0,1}</th>\n",
       "      <th>A5_Score {0,1}</th>\n",
       "      <th>A6_Score {0,1}</th>\n",
       "      <th>A7_Score {0,1}</th>\n",
       "      <th>A8_Score {0,1}</th>\n",
       "      <th>A9_Score {0,1}</th>\n",
       "      <th>A10_Score {0,1}</th>\n",
       "      <th>age numeric</th>\n",
       "      <th>gender {f,m}</th>\n",
       "      <th>ethnicity</th>\n",
       "      <th>jundice {no,yes}</th>\n",
       "      <th>austim {no,yes}</th>\n",
       "      <th>contry_of_res {'United States',Brazil,Spain,Egypt,'New Zealand',Bahamas,Burundi,Austria,Argentina,Jordan,Ireland,'United Arab Emirates',Afghanistan,Lebanon,'United Kingdom','South Africa',Italy,Pakistan,Bangladesh,Chile,France,China,Australia,C</th>\n",
       "      <th>Class/ASD {NO,YES}</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>0.191489</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
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       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.148936</td>\n",
       "      <td>m</td>\n",
       "      <td>Latino</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>m</td>\n",
       "      <td>Latino</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>Spain</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.382979</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.489362</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.404255</td>\n",
       "      <td>m</td>\n",
       "      <td>Others</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>f</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.255319</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>m</td>\n",
       "      <td>Asian</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>Bahamas</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.340426</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Burundi</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Bahamas</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Austria</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.297872</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Jordan</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.276596</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.382979</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.361702</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.446809</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>f</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.531915</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.553191</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Lebanon</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.148936</td>\n",
       "      <td>f</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.489362</td>\n",
       "      <td>m</td>\n",
       "      <td>Pasifika</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.489362</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.659574</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.297872</td>\n",
       "      <td>m</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.148936</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.382979</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.553191</td>\n",
       "      <td>f</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.574468</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.489362</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.680851</td>\n",
       "      <td>f</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.148936</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.276596</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.765957</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.446809</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.234043</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.234043</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.191489</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Canada</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.468085</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Canada</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.297872</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>India</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.148936</td>\n",
       "      <td>m</td>\n",
       "      <td>Black</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.234043</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.297872</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>m</td>\n",
       "      <td>White-European</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>United States</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.234043</td>\n",
       "      <td>m</td>\n",
       "      <td>Latino</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.297872</td>\n",
       "      <td>m</td>\n",
       "      <td>Turkish</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>Australia</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.617021</td>\n",
       "      <td>f</td>\n",
       "      <td>Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>f</td>\n",
       "      <td>Pasifika</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Australia</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.170213</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Russia</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.361702</td>\n",
       "      <td>m</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.148936</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Russia</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.382979</td>\n",
       "      <td>m</td>\n",
       "      <td>South Asian</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>NO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.191489</td>\n",
       "      <td>f</td>\n",
       "      <td>White-European</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>Cyprus</td>\n",
       "      <td>YES</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>704 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     A1_Score {0,1}  A2_Score {0,1}  A3_Score {0,1}  A4_Score {0,1}  \\\n",
       "0                 1               1               1               1   \n",
       "1                 1               1               0               1   \n",
       "2                 1               1               0               1   \n",
       "3                 1               1               0               1   \n",
       "4                 1               0               0               0   \n",
       "5                 1               1               1               1   \n",
       "6                 0               1               0               0   \n",
       "7                 1               1               1               1   \n",
       "8                 1               1               0               0   \n",
       "9                 1               1               1               1   \n",
       "10                1               1               1               1   \n",
       "11                0               1               0               1   \n",
       "12                0               1               1               1   \n",
       "13                1               0               0               0   \n",
       "14                1               0               0               0   \n",
       "15                1               1               0               1   \n",
       "16                1               0               0               0   \n",
       "17                0               0               0               0   \n",
       "18                0               0               1               0   \n",
       "19                0               0               0               0   \n",
       "20                0               1               1               1   \n",
       "21                0               0               0               0   \n",
       "22                0               0               0               1   \n",
       "23                0               0               0               0   \n",
       "24                1               1               1               1   \n",
       "25                0               1               1               0   \n",
       "26                0               0               0               0   \n",
       "27                0               0               0               0   \n",
       "28                0               0               0               0   \n",
       "29                0               1               1               0   \n",
       "..              ...             ...             ...             ...   \n",
       "674               1               1               0               0   \n",
       "675               1               1               1               1   \n",
       "676               1               1               0               0   \n",
       "677               1               0               0               0   \n",
       "678               1               1               1               1   \n",
       "679               1               1               1               1   \n",
       "680               1               1               1               1   \n",
       "681               1               1               0               1   \n",
       "682               1               1               0               0   \n",
       "683               1               1               0               0   \n",
       "684               1               0               1               0   \n",
       "685               1               0               1               1   \n",
       "686               1               0               0               0   \n",
       "687               1               1               1               0   \n",
       "688               1               0               1               1   \n",
       "689               1               0               0               0   \n",
       "690               0               0               0               0   \n",
       "691               1               0               0               1   \n",
       "692               1               1               1               0   \n",
       "693               1               0               0               1   \n",
       "694               1               1               1               1   \n",
       "695               1               0               1               1   \n",
       "696               1               1               1               1   \n",
       "697               1               1               1               1   \n",
       "698               1               1               1               1   \n",
       "699               0               1               0               1   \n",
       "700               1               0               0               0   \n",
       "701               1               0               1               1   \n",
       "702               1               0               0               1   \n",
       "703               1               0               1               1   \n",
       "\n",
       "     A5_Score {0,1}  A6_Score {0,1}  A7_Score {0,1}  A8_Score {0,1}  \\\n",
       "0                 0               0               1               1   \n",
       "1                 0               0               0               1   \n",
       "2                 1               0               1               1   \n",
       "3                 0               0               1               1   \n",
       "4                 0               0               0               1   \n",
       "5                 1               0               1               1   \n",
       "6                 0               0               0               1   \n",
       "7                 0               0               0               0   \n",
       "8                 1               0               0               1   \n",
       "9                 0               1               1               1   \n",
       "10                1               1               1               1   \n",
       "11                1               1               1               0   \n",
       "12                1               1               0               0   \n",
       "13                0               0               1               1   \n",
       "14                0               0               1               1   \n",
       "15                1               0               0               1   \n",
       "16                0               0               1               1   \n",
       "17                0               0               0               1   \n",
       "18                1               1               0               0   \n",
       "19                0               0               1               1   \n",
       "20                0               0               0               0   \n",
       "21                0               0               0               0   \n",
       "22                0               0               1               1   \n",
       "23                0               0               0               1   \n",
       "24                0               0               0               1   \n",
       "25                0               0               0               1   \n",
       "26                0               0               0               1   \n",
       "27                0               0               0               1   \n",
       "28                0               0               0               1   \n",
       "29                0               0               0               0   \n",
       "..              ...             ...             ...             ...   \n",
       "674               1               1               0               1   \n",
       "675               0               0               0               0   \n",
       "676               0               0               1               0   \n",
       "677               0               0               1               0   \n",
       "678               1               0               0               1   \n",
       "679               1               1               1               1   \n",
       "680               1               1               1               1   \n",
       "681               1               1               1               1   \n",
       "682               0               0               0               1   \n",
       "683               0               0               0               1   \n",
       "684               0               0               0               1   \n",
       "685               1               0               0               1   \n",
       "686               1               0               1               1   \n",
       "687               1               1               1               1   \n",
       "688               1               1               1               0   \n",
       "689               1               1               1               1   \n",
       "690               1               0               0               0   \n",
       "691               0               0               1               1   \n",
       "692               1               1               1               1   \n",
       "693               0               0               0               1   \n",
       "694               1               0               0               1   \n",
       "695               0               0               1               1   \n",
       "696               1               1               0               1   \n",
       "697               1               0               0               0   \n",
       "698               1               1               1               1   \n",
       "699               1               0               1               1   \n",
       "700               0               0               0               1   \n",
       "701               1               0               1               1   \n",
       "702               1               0               1               0   \n",
       "703               1               0               1               1   \n",
       "\n",
       "     A9_Score {0,1}  A10_Score {0,1}  age numeric gender {f,m}  \\\n",
       "0                 0                0     0.191489            f   \n",
       "1                 0                1     0.148936            m   \n",
       "2                 1                1     0.212766            m   \n",
       "3                 0                1     0.382979            f   \n",
       "4                 0                0     0.489362            f   \n",
       "5                 1                1     0.404255            m   \n",
       "6                 0                0     0.000000            f   \n",
       "7                 1                0     1.000000            m   \n",
       "8                 1                1     0.255319            m   \n",
       "9                 1                0     0.000000            m   \n",
       "10                1                1     0.340426            m   \n",
       "11                0                1     0.021277            f   \n",
       "12                1                0     0.000000            f   \n",
       "13                0                1     0.000000            m   \n",
       "14                0                1     0.000000            f   \n",
       "15                0                1     0.021277            m   \n",
       "16                1                1     0.297872            m   \n",
       "17                0                1     0.276596            m   \n",
       "18                0                0     0.382979            f   \n",
       "19                0                1     0.361702            m   \n",
       "20                0                0     0.446809            m   \n",
       "21                0                0     0.212766            f   \n",
       "22                1                1     0.212766            m   \n",
       "23                0                1     0.531915            m   \n",
       "24                0                0     0.553191            m   \n",
       "25                0                0     0.148936            f   \n",
       "26                0                0     0.489362            m   \n",
       "27                0                0     0.489362            m   \n",
       "28                0                0     0.659574            m   \n",
       "29                1                1     0.297872            m   \n",
       "..              ...              ...          ...          ...   \n",
       "674               0                1     0.212766            f   \n",
       "675               1                0     0.148936            f   \n",
       "676               0                1     0.382979            m   \n",
       "677               0                1     0.021277            m   \n",
       "678               1                1     0.553191            f   \n",
       "679               1                1     0.574468            m   \n",
       "680               1                1     0.489362            m   \n",
       "681               1                1     0.680851            f   \n",
       "682               0                0     0.148936            m   \n",
       "683               1                0     0.276596            f   \n",
       "684               0                1     0.765957            m   \n",
       "685               1                1     0.446809            m   \n",
       "686               0                1     0.234043            m   \n",
       "687               1                1     0.234043            m   \n",
       "688               1                1     0.191489            m   \n",
       "689               1                1     0.468085            f   \n",
       "690               0                0     0.297872            f   \n",
       "691               0                0     0.148936            m   \n",
       "692               0                1     0.234043            m   \n",
       "693               0                1     0.297872            f   \n",
       "694               0                1     0.212766            m   \n",
       "695               0                0     0.234043            m   \n",
       "696               1                1     0.297872            m   \n",
       "697               0                1     0.617021            f   \n",
       "698               1                1     0.212766            f   \n",
       "699               1                1     0.170213            f   \n",
       "700               0                1     0.361702            m   \n",
       "701               0                1     0.148936            f   \n",
       "702               1                1     0.382979            m   \n",
       "703               1                1     0.191489            f   \n",
       "\n",
       "          ethnicity jundice {no,yes} austim {no,yes}  \\\n",
       "0    White-European               no              no   \n",
       "1            Latino               no             yes   \n",
       "2            Latino              yes             yes   \n",
       "3    White-European               no             yes   \n",
       "4             Asian               no              no   \n",
       "5            Others              yes              no   \n",
       "6             Black               no              no   \n",
       "7    White-European               no              no   \n",
       "8    White-European               no              no   \n",
       "9             Asian              yes             yes   \n",
       "10   White-European               no              no   \n",
       "11   Middle Eastern               no              no   \n",
       "12            Asian               no              no   \n",
       "13   Middle Eastern               no              no   \n",
       "14   Middle Eastern               no              no   \n",
       "15   Middle Eastern               no             yes   \n",
       "16   Middle Eastern               no              no   \n",
       "17   White-European               no              no   \n",
       "18   Middle Eastern               no             yes   \n",
       "19   Middle Eastern              yes              no   \n",
       "20   Middle Eastern               no              no   \n",
       "21            Black               no              no   \n",
       "22   Middle Eastern               no              no   \n",
       "23   Middle Eastern              yes              no   \n",
       "24   White-European               no              no   \n",
       "25   Middle Eastern              yes              no   \n",
       "26         Pasifika              yes             yes   \n",
       "27   Middle Eastern              yes             yes   \n",
       "28            Black               no              no   \n",
       "29   Middle Eastern               no              no   \n",
       "..              ...              ...             ...   \n",
       "674  White-European              yes              no   \n",
       "675  White-European              yes              no   \n",
       "676  White-European              yes              no   \n",
       "677           Black               no              no   \n",
       "678           Black               no              no   \n",
       "679  White-European               no             yes   \n",
       "680  White-European              yes             yes   \n",
       "681        Hispanic               no              no   \n",
       "682        Hispanic               no              no   \n",
       "683  White-European              yes             yes   \n",
       "684        Hispanic               no              no   \n",
       "685  White-European               no             yes   \n",
       "686  White-European               no              no   \n",
       "687  White-European               no              no   \n",
       "688           Black               no              no   \n",
       "689  White-European               no              no   \n",
       "690           Asian              yes              no   \n",
       "691           Black               no              no   \n",
       "692  White-European               no              no   \n",
       "693  White-European               no              no   \n",
       "694  White-European              yes              no   \n",
       "695          Latino               no              no   \n",
       "696         Turkish               no             yes   \n",
       "697           Asian               no              no   \n",
       "698        Pasifika               no              no   \n",
       "699  White-European               no              no   \n",
       "700        Hispanic               no              no   \n",
       "701  White-European               no              no   \n",
       "702     South Asian               no              no   \n",
       "703  White-European               no              no   \n",
       "\n",
       "    contry_of_res {'United States',Brazil,Spain,Egypt,'New Zealand',Bahamas,Burundi,Austria,Argentina,Jordan,Ireland,'United Arab Emirates',Afghanistan,Lebanon,'United Kingdom','South Africa',Italy,Pakistan,Bangladesh,Chile,France,China,Australia,C  \\\n",
       "0                                        United States                                                                                                                                                                                                     \n",
       "1                                               Brazil                                                                                                                                                                                                     \n",
       "2                                                Spain                                                                                                                                                                                                     \n",
       "3                                        United States                                                                                                                                                                                                     \n",
       "4                                                Egypt                                                                                                                                                                                                     \n",
       "5                                        United States                                                                                                                                                                                                     \n",
       "6                                        United States                                                                                                                                                                                                     \n",
       "7                                          New Zealand                                                                                                                                                                                                     \n",
       "8                                        United States                                                                                                                                                                                                     \n",
       "9                                              Bahamas                                                                                                                                                                                                     \n",
       "10                                       United States                                                                                                                                                                                                     \n",
       "11                                             Burundi                                                                                                                                                                                                     \n",
       "12                                             Bahamas                                                                                                                                                                                                     \n",
       "13                                             Austria                                                                                                                                                                                                     \n",
       "14                                           Argentina                                                                                                                                                                                                     \n",
       "15                                         New Zealand                                                                                                                                                                                                     \n",
       "16                                              Jordan                                                                                                                                                                                                     \n",
       "17                                             Ireland                                                                                                                                                                                                     \n",
       "18                                United Arab Emirates                                                                                                                                                                                                     \n",
       "19                                United Arab Emirates                                                                                                                                                                                                     \n",
       "20                                United Arab Emirates                                                                                                                                                                                                     \n",
       "21                                United Arab Emirates                                                                                                                                                                                                     \n",
       "22                                         Afghanistan                                                                                                                                                                                                     \n",
       "23                                United Arab Emirates                                                                                                                                                                                                     \n",
       "24                                             Lebanon                                                                                                                                                                                                     \n",
       "25                                         Afghanistan                                                                                                                                                                                                     \n",
       "26                                United Arab Emirates                                                                                                                                                                                                     \n",
       "27                                         Afghanistan                                                                                                                                                                                                     \n",
       "28                                         New Zealand                                                                                                                                                                                                     \n",
       "29                                      United Kingdom                                                                                                                                                                                                     \n",
       "..                                                 ...                                                                                                                                                                                                     \n",
       "674                                     Czech Republic                                                                                                                                                                                                     \n",
       "675                                      United States                                                                                                                                                                                                     \n",
       "676                                     United Kingdom                                                                                                                                                                                                     \n",
       "677                                           Ethiopia                                                                                                                                                                                                     \n",
       "678                                      United States                                                                                                                                                                                                     \n",
       "679                                        Afghanistan                                                                                                                                                                                                     \n",
       "680                                     United Kingdom                                                                                                                                                                                                     \n",
       "681                                      United States                                                                                                                                                                                                     \n",
       "682                                      United States                                                                                                                                                                                                     \n",
       "683                                      United States                                                                                                                                                                                                     \n",
       "684                                      United States                                                                                                                                                                                                     \n",
       "685                                            Belgium                                                                                                                                                                                                     \n",
       "686                                      United States                                                                                                                                                                                                     \n",
       "687                                      United States                                                                                                                                                                                                     \n",
       "688                                             Canada                                                                                                                                                                                                     \n",
       "689                                             Canada                                                                                                                                                                                                     \n",
       "690                                              India                                                                                                                                                                                                     \n",
       "691                                      United States                                                                                                                                                                                                     \n",
       "692                                      United States                                                                                                                                                                                                     \n",
       "693                                     United Kingdom                                                                                                                                                                                                     \n",
       "694                                      United States                                                                                                                                                                                                     \n",
       "695                                             Brazil                                                                                                                                                                                                     \n",
       "696                                          Australia                                                                                                                                                                                                     \n",
       "697                                        Philippines                                                                                                                                                                                                     \n",
       "698                                          Australia                                                                                                                                                                                                     \n",
       "699                                             Russia                                                                                                                                                                                                     \n",
       "700                                             Mexico                                                                                                                                                                                                     \n",
       "701                                             Russia                                                                                                                                                                                                     \n",
       "702                                           Pakistan                                                                                                                                                                                                     \n",
       "703                                             Cyprus                                                                                                                                                                                                     \n",
       "\n",
       "    Class/ASD {NO,YES}  \n",
       "0                   NO  \n",
       "1                   NO  \n",
       "2                  YES  \n",
       "3                   NO  \n",
       "4                   NO  \n",
       "5                  YES  \n",
       "6                   NO  \n",
       "7                   NO  \n",
       "8                   NO  \n",
       "9                  YES  \n",
       "10                 YES  \n",
       "11                  NO  \n",
       "12                  NO  \n",
       "13                  NO  \n",
       "14                  NO  \n",
       "15                  NO  \n",
       "16                  NO  \n",
       "17                  NO  \n",
       "18                  NO  \n",
       "19                  NO  \n",
       "20                  NO  \n",
       "21                  NO  \n",
       "22                  NO  \n",
       "23                  NO  \n",
       "24                  NO  \n",
       "25                  NO  \n",
       "26                  NO  \n",
       "27                  NO  \n",
       "28                  NO  \n",
       "29                  NO  \n",
       "..                 ...  \n",
       "674                 NO  \n",
       "675                 NO  \n",
       "676                 NO  \n",
       "677                 NO  \n",
       "678                YES  \n",
       "679                YES  \n",
       "680                YES  \n",
       "681                YES  \n",
       "682                 NO  \n",
       "683                 NO  \n",
       "684                 NO  \n",
       "685                YES  \n",
       "686                 NO  \n",
       "687                YES  \n",
       "688                YES  \n",
       "689                YES  \n",
       "690                 NO  \n",
       "691                 NO  \n",
       "692                YES  \n",
       "693                 NO  \n",
       "694                YES  \n",
       "695                 NO  \n",
       "696                YES  \n",
       "697                 NO  \n",
       "698                YES  \n",
       "699                YES  \n",
       "700                 NO  \n",
       "701                YES  \n",
       "702                 NO  \n",
       "703                YES  \n",
       "\n",
       "[704 rows x 17 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf = pd.DataFrame({'age numeric': ageData})\n",
    "autism_data.update(newdf)\n",
    "autism_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create X and Y dataset\n",
    "y_dataset = autism_data.iloc[:, 16]\n",
    "X_dataset = autism_data.iloc[:, 0:16].select_dtypes(include=[object])\n",
    "X_numbers = autism_data.select_dtypes(include=[np.number])\n",
    "\n",
    "\n",
    "#Give labels and use df.apply() to apply le.fit_transform to all columns\n",
    "le = preprocessing.LabelEncoder()\n",
    "X_dataset_ohe = X_dataset.apply(le.fit_transform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender {f,m}</th>\n",
       "      <th>ethnicity</th>\n",
       "      <th>jundice {no,yes}</th>\n",
       "      <th>austim {no,yes}</th>\n",
       "      <th>contry_of_res {'United States',Brazil,Spain,Egypt,'New Zealand',Bahamas,Burundi,Austria,Argentina,Jordan,Ireland,'United Arab Emirates',Afghanistan,Lebanon,'United Kingdom','South Africa',Italy,Pakistan,Bangladesh,Chile,France,China,Australia,C</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>704 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     gender {f,m}  ethnicity  jundice {no,yes}  austim {no,yes}  \\\n",
       "0               0          9                 0                0   \n",
       "1               1          3                 0                1   \n",
       "2               1          3                 1                1   \n",
       "3               0          9                 0                1   \n",
       "4               0          0                 0                0   \n",
       "5               1          5                 1                0   \n",
       "6               0          1                 0                0   \n",
       "7               1          9                 0                0   \n",
       "8               1          9                 0                0   \n",
       "9               1          0                 1                1   \n",
       "10              1          9                 0                0   \n",
       "11              0          4                 0                0   \n",
       "12              0          0                 0                0   \n",
       "13              1          4                 0                0   \n",
       "14              0          4                 0                0   \n",
       "15              1          4                 0                1   \n",
       "16              1          4                 0                0   \n",
       "17              1          9                 0                0   \n",
       "18              0          4                 0                1   \n",
       "19              1          4                 1                0   \n",
       "20              1          4                 0                0   \n",
       "21              0          1                 0                0   \n",
       "22              1          4                 0                0   \n",
       "23              1          4                 1                0   \n",
       "24              1          9                 0                0   \n",
       "25              0          4                 1                0   \n",
       "26              1          6                 1                1   \n",
       "27              1          4                 1                1   \n",
       "28              1          1                 0                0   \n",
       "29              1          4                 0                0   \n",
       "..            ...        ...               ...              ...   \n",
       "674             0          9                 1                0   \n",
       "675             0          9                 1                0   \n",
       "676             1          9                 1                0   \n",
       "677             1          1                 0                0   \n",
       "678             0          1                 0                0   \n",
       "679             1          9                 0                1   \n",
       "680             1          9                 1                1   \n",
       "681             0          2                 0                0   \n",
       "682             1          2                 0                0   \n",
       "683             0          9                 1                1   \n",
       "684             1          2                 0                0   \n",
       "685             1          9                 0                1   \n",
       "686             1          9                 0                0   \n",
       "687             1          9                 0                0   \n",
       "688             1          1                 0                0   \n",
       "689             0          9                 0                0   \n",
       "690             0          0                 1                0   \n",
       "691             1          1                 0                0   \n",
       "692             1          9                 0                0   \n",
       "693             0          9                 0                0   \n",
       "694             1          9                 1                0   \n",
       "695             1          3                 0                0   \n",
       "696             1          8                 0                1   \n",
       "697             0          0                 0                0   \n",
       "698             0          6                 0                0   \n",
       "699             0          9                 0                0   \n",
       "700             1          2                 0                0   \n",
       "701             0          9                 0                0   \n",
       "702             1          7                 0                0   \n",
       "703             0          9                 0                0   \n",
       "\n",
       "     contry_of_res {'United States',Brazil,Spain,Egypt,'New Zealand',Bahamas,Burundi,Austria,Argentina,Jordan,Ireland,'United Arab Emirates',Afghanistan,Lebanon,'United Kingdom','South Africa',Italy,Pakistan,Bangladesh,Chile,France,China,Australia,C  \n",
       "0                                                   64                                                                                                                                                                                                     \n",
       "1                                                   13                                                                                                                                                                                                     \n",
       "2                                                   56                                                                                                                                                                                                     \n",
       "3                                                   64                                                                                                                                                                                                     \n",
       "4                                                   22                                                                                                                                                                                                     \n",
       "5                                                   64                                                                                                                                                                                                     \n",
       "6                                                   64                                                                                                                                                                                                     \n",
       "7                                                   43                                                                                                                                                                                                     \n",
       "8                                                   64                                                                                                                                                                                                     \n",
       "9                                                    9                                                                                                                                                                                                     \n",
       "10                                                  64                                                                                                                                                                                                     \n",
       "11                                                  14                                                                                                                                                                                                     \n",
       "12                                                   9                                                                                                                                                                                                     \n",
       "13                                                   7                                                                                                                                                                                                     \n",
       "14                                                   3                                                                                                                                                                                                     \n",
       "15                                                  43                                                                                                                                                                                                     \n",
       "16                                                  36                                                                                                                                                                                                     \n",
       "17                                                  33                                                                                                                                                                                                     \n",
       "18                                                  62                                                                                                                                                                                                     \n",
       "19                                                  62                                                                                                                                                                                                     \n",
       "20                                                  62                                                                                                                                                                                                     \n",
       "21                                                  62                                                                                                                                                                                                     \n",
       "22                                                   0                                                                                                                                                                                                     \n",
       "23                                                  62                                                                                                                                                                                                     \n",
       "24                                                  38                                                                                                                                                                                                     \n",
       "25                                                   0                                                                                                                                                                                                     \n",
       "26                                                  62                                                                                                                                                                                                     \n",
       "27                                                   0                                                                                                                                                                                                     \n",
       "28                                                  43                                                                                                                                                                                                     \n",
       "29                                                  63                                                                                                                                                                                                     \n",
       "..                                                 ...                                                                                                                                                                                                     \n",
       "674                                                 20                                                                                                                                                                                                     \n",
       "675                                                 64                                                                                                                                                                                                     \n",
       "676                                                 63                                                                                                                                                                                                     \n",
       "677                                                 23                                                                                                                                                                                                     \n",
       "678                                                 64                                                                                                                                                                                                     \n",
       "679                                                  0                                                                                                                                                                                                     \n",
       "680                                                 63                                                                                                                                                                                                     \n",
       "681                                                 64                                                                                                                                                                                                     \n",
       "682                                                 64                                                                                                                                                                                                     \n",
       "683                                                 64                                                                                                                                                                                                     \n",
       "684                                                 64                                                                                                                                                                                                     \n",
       "685                                                 11                                                                                                                                                                                                     \n",
       "686                                                 64                                                                                                                                                                                                     \n",
       "687                                                 64                                                                                                                                                                                                     \n",
       "688                                                 15                                                                                                                                                                                                     \n",
       "689                                                 15                                                                                                                                                                                                     \n",
       "690                                                 29                                                                                                                                                                                                     \n",
       "691                                                 64                                                                                                                                                                                                     \n",
       "692                                                 64                                                                                                                                                                                                     \n",
       "693                                                 63                                                                                                                                                                                                     \n",
       "694                                                 64                                                                                                                                                                                                     \n",
       "695                                                 13                                                                                                                                                                                                     \n",
       "696                                                  6                                                                                                                                                                                                     \n",
       "697                                                 48                                                                                                                                                                                                     \n",
       "698                                                  6                                                                                                                                                                                                     \n",
       "699                                                 51                                                                                                                                                                                                     \n",
       "700                                                 40                                                                                                                                                                                                     \n",
       "701                                                 51                                                                                                                                                                                                     \n",
       "702                                                 47                                                                                                                                                                                                     \n",
       "703                                                 19                                                                                                                                                                                                     \n",
       "\n",
       "[704 rows x 5 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_dataset_ohe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Performing Feature Selection Using RandomForestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.05, 0.2 , 0.05, 0.25, 0.05,\n",
       "       0.  , 0.  , 0.3 , 0.1 , 0.  ])"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_featureImp = np.hstack((X_dataset_ohe,X_numbers))\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_featureImp, y_dataset, test_size=0.30,random_state=1)\n",
    "rfc = RandomForestClassifier(n_estimators = 20,random_state=1,max_depth=1)\n",
    "rfc.fit(X_train,y_train)\n",
    "rfc.feature_importances_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The feature selection shows that the following columns are more important -  A2_Score {0,1}\tA3_Score {0,1}\tA4_Score {0,1}\tA5_Score {0,1}\tA6_Score {0,1}\tA9_Score {0,1}\tA10_Score {0,1}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Splitting the Filled dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Apply one hot encoding to create vector\n",
    "enc = preprocessing.OneHotEncoder()\n",
    "enc.fit(X_dataset_ohe)\n",
    "X_onehotlabels = enc.transform(X_dataset_ohe).toarray()\n",
    "X= np.hstack((X_onehotlabels,X_numbers))\n",
    "\n",
    "#create the dataframe\n",
    "x_dataframe = pd.DataFrame(X)\n",
    "y_dataframe = pd.DataFrame(y_dataset)\n",
    "\n",
    "\n",
    "# create train and test data\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y_dataset, test_size=0.30,random_state=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyzing the Train and Test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'NO': 353, 'YES': 139}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique, counts = np.unique(y_train, return_counts=True)\n",
    "dict(zip(unique, counts))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'NO': 162, 'YES': 50}"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique, counts = np.unique(y_test, return_counts=True)\n",
    "dict(zip(unique, counts))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using Stratified Splitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'NO': 155, 'YES': 57}"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sss = StratifiedShuffleSplit(n_splits=2, test_size=0.30, random_state=1)\n",
    "for train_index, test_index in sss.split(X, y_dataset):\n",
    "    X_train, X_test = X[train_index], X[test_index]\n",
    "    y_train, y_test = y_dataset[train_index], y_dataset[test_index]\n",
    "    \n",
    "unique, counts = np.unique(y_test, return_counts=True)\n",
    "dict(zip(unique, counts))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MODEL BUILDING AND TRAINING"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of Test data Using Decision Tree: 0.92\n"
     ]
    }
   ],
   "source": [
    "d_tree = DecisionTreeClassifier()\n",
    "d_tree.fit(X_train, y_train)\n",
    "y_pred_test = d_tree.predict(X_test)\n",
    "y_pred_train = d_tree.predict(X_train)\n",
    "\n",
    "print('Accuracy of Test data Using Decision Tree: %.2f' %accuracy_score(y_test, y_pred_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[148   7]\n",
      " [ 11  46]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1683e3e1a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute confusion matrix\n",
    "cm = confusion_matrix(y_test, y_pred_test)\n",
    "print(cm)\n",
    "# Show confusion matrix\n",
    "plt.matshow(cm)\n",
    "plt.title('Decision Tree Confusion matrix',y=1.20)\n",
    "plt.colorbar()\n",
    "plt.ylabel('True label')\n",
    "plt.xlabel('Predicted label')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Running Logistic Regression on the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of Training data using Logistic Regression: 0.99\n",
      "Accuracy of Test data using Logistic Regression: 0.96\n",
      "[[152   3]\n",
      " [  6  51]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1683e40eb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "regr_2 = LogisticRegression(solver=\"liblinear\", multi_class=\"ovr\")\n",
    "regr_2.fit(X_train, y_train)\n",
    "y_pred_test_lr = regr_2.predict(X_test)\n",
    "y_pred_train_lr = regr_2.predict(X_train)\n",
    "\n",
    "print('Accuracy of Training data using Logistic Regression: %.2f' %accuracy_score(y_train, y_pred_train_lr))\n",
    "print('Accuracy of Test data using Logistic Regression: %.2f' %accuracy_score(y_test, y_pred_test_lr))\n",
    "\n",
    "# Compute confusion matrix\n",
    "cm = confusion_matrix(y_test, y_pred_test_lr)\n",
    "print(cm)\n",
    "# Show confusion matrix\n",
    "plt.matshow(cm)\n",
    "plt.title('Logistic Regression Confusion matrix',y=1.20)\n",
    "plt.colorbar()\n",
    "plt.ylabel('True label')\n",
    "plt.xlabel('Predicted label')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Running MLP Classifier on the dataset without K-Folds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of Training set using MLP Classifier: 1.000000\n",
      "Accuracy of Test set using MLP Classifier: 0.981132\n"
     ]
    }
   ],
   "source": [
    "mlp = MLPClassifier(solver='lbfgs',hidden_layer_sizes=[10,10], max_iter=400, activation='logistic')\n",
    "mlp.fit(X_train, y_train)\n",
    "\n",
    "print(\"Accuracy of Training set using MLP Classifier: %f\" % mlp.score(X_train, y_train))\n",
    "print(\"Accuracy of Test set using MLP Classifier: %f\" % mlp.score(X_test, y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using K-Fold with MLP Classifier\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.92\n",
      "1.0\n",
      "0.9795918367346939\n",
      "1.0\n",
      "1.0\n",
      "0.9591836734693877\n",
      "0.9795918367346939\n",
      "0.9795918367346939\n",
      "0.9591836734693877\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "kf = KFold(n_splits=10)\n",
    "clf = MLPClassifier(solver='lbfgs', alpha=1e-5, hidden_layer_sizes=(25,20,20,30,30), random_state=1)\n",
    "training_score = []\n",
    "k_size = []\n",
    "\n",
    "for train_indices, validation_indices in kf.split(X_train,y_train):\n",
    "    clf.fit(X[train_indices], y_dataset[train_indices])\n",
    "    print(clf.score(X[validation_indices], y_dataset[validation_indices]))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of Test data using k-fold Cross Validation with MLPClassifier: 1.00\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.9952830188679245"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred_test = clf.predict(X_test)\n",
    "print('Accuracy of Test data using k-fold Cross Validation with MLPClassifier: %.2f' %accuracy_score(y_test, y_pred_test))\n",
    "clf.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[155   0]\n",
      " [  1  56]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1683e582fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute confusion matrix\n",
    "cm = confusion_matrix(y_test, y_pred_test)\n",
    "print(cm)\n",
    "# Show confusion matrix\n",
    "plt.matshow(cm)\n",
    "plt.title('K-Fold Confusion matrix',y=1.20)\n",
    "plt.colorbar()\n",
    "plt.ylabel('True label')\n",
    "plt.xlabel('Predicted label')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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