PCOS_Analysis_Model.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"PCOS ANALYSIS FINAL.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Timestamp', 'Have you been diagnosed(tested) with PCOS  ?',\n",
       "       'You had/have  PCOS ?', 'Select your age at which you had PCOS',\n",
       "       'Were you overweight according to your BMI (Body Mass Index) ?',\n",
       "       'Have you experienced significant or rapid weight gain and faced difficulty in losing it ?',\n",
       "       'Have you experienced irregular or missed periods ?',\n",
       "       'Difficulty in conceiving ?', 'Chin', 'Cheeks', 'Upper Lips',\n",
       "       'Between breast', 'Arms', 'Inner thighs', 'Acne or skin tags problem ?',\n",
       "       'Hair thinning or hair loss problems ?',\n",
       "       'Dark patches on the back of your neck or underarms ?',\n",
       "       'Feeling of  tiredness all the time ?',\n",
       "       'Mood Swings more often than usual ?',\n",
       "       'How many days in a week did you exercise ?',\n",
       "       'How many times a week did you eat outside  ?',\n",
       "       'Did you consume canned food more often ?',\n",
       "       'Did you move to a different city/location before experiencing the above conditions ?'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns=['time','diagnosed','result','age','overweight','weightgain','periods','conceiving','chinHair','cheeksHair','upperLipHair','betweenBreastHair','armsHair','innerThighHair','acneOrskinTag','hairThinning','darkPatch','tiredness','moodSwings','exercise','eatOutside','cannedFood','city']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "new=pd.DataFrame(df[df.diagnosed=='Yes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>diagnosed</th>\n",
       "      <th>result</th>\n",
       "      <th>age</th>\n",
       "      <th>overweight</th>\n",
       "      <th>weightgain</th>\n",
       "      <th>periods</th>\n",
       "      <th>conceiving</th>\n",
       "      <th>chinHair</th>\n",
       "      <th>cheeksHair</th>\n",
       "      <th>...</th>\n",
       "      <th>innerThighHair</th>\n",
       "      <th>acneOrskinTag</th>\n",
       "      <th>hairThinning</th>\n",
       "      <th>darkPatch</th>\n",
       "      <th>tiredness</th>\n",
       "      <th>moodSwings</th>\n",
       "      <th>exercise</th>\n",
       "      <th>eatOutside</th>\n",
       "      <th>cannedFood</th>\n",
       "      <th>city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018/09/07 3:11:16 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>23.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018/09/09 8:58:58 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>22.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018/09/12 9:54:20 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018/09/12 10:04:00 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018/09/12 10:21:47 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018/09/12 10:23:31 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018/09/12 10:34:26 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018/09/12 10:35:25 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018/09/12 11:25:53 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018/09/12 12:39:47 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018/09/12 4:51:17 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>23.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2018/09/12 7:50:37 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2018/09/12 8:07:21 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>33.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2018/09/12 8:44:40 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2018/09/12 8:55:11 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2018/09/12 11:21:55 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2018/09/13 7:17:15 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>40.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2018/09/13 6:33:42 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2018/09/14 11:23:02 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2018/09/14 7:06:12 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2018/09/14 7:08:56 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>40.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2018/09/14 7:11:02 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2018/09/14 7:11:18 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2018/09/14 9:47:17 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2018/09/15 10:14:46 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2018/09/15 12:23:47 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2018/09/15 1:29:14 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2018/09/15 1:35:43 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>2018/09/15 1:37:09 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>2018/09/15 1:37:29 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2018/11/02 10:19:24 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>31.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>2018/11/07 6:32:48 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>2018/11/10 10:32:22 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>2018/11/11 12:03:50 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>2018/11/15 5:22:58 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>2018/11/15 10:57:47 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>2018/11/15 11:06:31 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>2018/11/16 11:36:44 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>2018/11/17 1:23:56 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>2018/11/19 10:33:13 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>2018/11/19 10:42:18 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>20.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>2018/11/19 10:47:32 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>2018/11/19 10:49:54 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>42.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>2018/11/19 10:50:36 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>2018/11/19 10:50:47 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>2018/11/19 10:52:10 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>27.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>2018/11/19 10:54:01 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>19.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>2018/11/19 10:56:16 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>22.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>2018/11/19 10:58:24 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>2018/11/19 11:02:27 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>2018/09/07 3:11:16 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>23.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>2018/09/13 7:17:15 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>40.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>2018/09/15 12:23:47 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>2018/09/15 1:29:14 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>2018/09/22 2:56:14 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>2018/09/27 5:26:11 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No(Detected Negative)</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>2018/09/28 11:20:17 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No(Detected Negative)</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>2018/09/29 12:22:06 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>19.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>2018/09/29 11:02:02 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>2018/10/05 10:37:33 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>26.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>163 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                time diagnosed                 result   age  \\\n",
       "1     2018/09/07 3:11:16 PM GMT+5:30       Yes                     No  23.0   \n",
       "2     2018/09/09 8:58:58 PM GMT+5:30       Yes                    Yes  22.0   \n",
       "6     2018/09/12 9:54:20 AM GMT+5:30       Yes                    Yes  26.0   \n",
       "7    2018/09/12 10:04:00 AM GMT+5:30       Yes                    Yes  20.0   \n",
       "8    2018/09/12 10:21:47 AM GMT+5:30       Yes                    Yes  19.0   \n",
       "9    2018/09/12 10:23:31 AM GMT+5:30       Yes                    Yes  18.0   \n",
       "11   2018/09/12 10:34:26 AM GMT+5:30       Yes                    Yes  19.0   \n",
       "12   2018/09/12 10:35:25 AM GMT+5:30       Yes                    Yes  19.0   \n",
       "16   2018/09/12 11:25:53 AM GMT+5:30       Yes                    Yes  18.0   \n",
       "24   2018/09/12 12:39:47 PM GMT+5:30       Yes                    Yes  25.0   \n",
       "29    2018/09/12 4:51:17 PM GMT+5:30       Yes                    Yes  23.0   \n",
       "35    2018/09/12 7:50:37 PM GMT+5:30       Yes                    Yes  26.0   \n",
       "36    2018/09/12 8:07:21 PM GMT+5:30       Yes                    Yes  33.0   \n",
       "39    2018/09/12 8:44:40 PM GMT+5:30       Yes                    Yes  25.0   \n",
       "42    2018/09/12 8:55:11 PM GMT+5:30       Yes                    Yes  25.0   \n",
       "52   2018/09/12 11:21:55 PM GMT+5:30       Yes                    Yes  24.0   \n",
       "56    2018/09/13 7:17:15 AM GMT+5:30       Yes                     No  40.0   \n",
       "67    2018/09/13 6:33:42 PM GMT+5:30       Yes                    Yes  24.0   \n",
       "71   2018/09/14 11:23:02 AM GMT+5:30       Yes                    Yes  20.0   \n",
       "73    2018/09/14 7:06:12 PM GMT+5:30       Yes                    Yes  25.0   \n",
       "74    2018/09/14 7:08:56 PM GMT+5:30       Yes                    Yes  40.0   \n",
       "75    2018/09/14 7:11:02 PM GMT+5:30       Yes                    Yes  26.0   \n",
       "76    2018/09/14 7:11:18 PM GMT+5:30       Yes                    Yes  26.0   \n",
       "78    2018/09/14 9:47:17 PM GMT+5:30       Yes                    Yes  24.0   \n",
       "80   2018/09/15 10:14:46 AM GMT+5:30       Yes                    Yes  25.0   \n",
       "85   2018/09/15 12:23:47 PM GMT+5:30       Yes                     No  26.0   \n",
       "94    2018/09/15 1:29:14 PM GMT+5:30       Yes                     No  18.0   \n",
       "98    2018/09/15 1:35:43 PM GMT+5:30       Yes                    Yes  18.0   \n",
       "100   2018/09/15 1:37:09 PM GMT+5:30       Yes                    Yes  18.0   \n",
       "101   2018/09/15 1:37:29 PM GMT+5:30       Yes                    Yes  20.0   \n",
       "..                               ...       ...                    ...   ...   \n",
       "262  2018/11/02 10:19:24 PM GMT+5:30       Yes                    Yes  31.0   \n",
       "263   2018/11/07 6:32:48 PM GMT+5:30       Yes                    Yes  18.0   \n",
       "264  2018/11/10 10:32:22 PM GMT+5:30       Yes                    Yes  26.0   \n",
       "265  2018/11/11 12:03:50 PM GMT+5:30       Yes                    Yes  20.0   \n",
       "266   2018/11/15 5:22:58 PM GMT+5:30       Yes                    Yes  17.0   \n",
       "267  2018/11/15 10:57:47 PM GMT+5:30       Yes                     No  19.0   \n",
       "268  2018/11/15 11:06:31 PM GMT+5:30       Yes                     No  21.0   \n",
       "269  2018/11/16 11:36:44 PM GMT+5:30       Yes                    Yes  30.0   \n",
       "270   2018/11/17 1:23:56 AM GMT+5:30       Yes                    Yes  26.0   \n",
       "271  2018/11/19 10:33:13 PM GMT+5:30       Yes                     No  21.0   \n",
       "272  2018/11/19 10:42:18 PM GMT+5:30       Yes                     No  20.0   \n",
       "273  2018/11/19 10:47:32 PM GMT+5:30       Yes                     No  24.0   \n",
       "274  2018/11/19 10:49:54 PM GMT+5:30       Yes                     No  42.0   \n",
       "275  2018/11/19 10:50:36 PM GMT+5:30       Yes                     No  21.0   \n",
       "276  2018/11/19 10:50:47 PM GMT+5:30       Yes                     No  21.0   \n",
       "277  2018/11/19 10:52:10 PM GMT+5:30       Yes                     No  27.0   \n",
       "278  2018/11/19 10:54:01 PM GMT+5:30       Yes                     No  19.0   \n",
       "279  2018/11/19 10:56:16 PM GMT+5:30       Yes                     No  22.0   \n",
       "280  2018/11/19 10:58:24 PM GMT+5:30       Yes                     No  25.0   \n",
       "281  2018/11/19 11:02:27 PM GMT+5:30       Yes                     No  18.0   \n",
       "282   2018/09/07 3:11:16 PM GMT+5:30       Yes                     No  23.0   \n",
       "283   2018/09/13 7:17:15 AM GMT+5:30       Yes                     No  40.0   \n",
       "284  2018/09/15 12:23:47 PM GMT+5:30       Yes                     No  26.0   \n",
       "285   2018/09/15 1:29:14 PM GMT+5:30       Yes                     No  18.0   \n",
       "286   2018/09/22 2:56:14 PM GMT+5:30       Yes                     No  18.0   \n",
       "287   2018/09/27 5:26:11 PM GMT+5:30       Yes  No(Detected Negative)  19.0   \n",
       "288  2018/09/28 11:20:17 AM GMT+5:30       Yes  No(Detected Negative)  18.0   \n",
       "289  2018/09/29 12:22:06 AM GMT+5:30       Yes                     No  19.0   \n",
       "290  2018/09/29 11:02:02 PM GMT+5:30       Yes                     No  25.0   \n",
       "291  2018/10/05 10:37:33 PM GMT+5:30       Yes                     No  26.0   \n",
       "\n",
       "    overweight weightgain periods conceiving  chinHair  cheeksHair  ...   \\\n",
       "1           NO        NaN      No         No       3.0         4.0  ...    \n",
       "2          YES         No      No         No       4.0         1.0  ...    \n",
       "6           NO        NaN      No         No       1.0         1.0  ...    \n",
       "7          YES        Yes     Yes         No       3.0         2.0  ...    \n",
       "8           NO        NaN     Yes         No       3.0         1.0  ...    \n",
       "9          YES         No     Yes         No       2.0         1.0  ...    \n",
       "11          NO        NaN     Yes         No       1.0         1.0  ...    \n",
       "12          NO        NaN      No         No       5.0         5.0  ...    \n",
       "16          NO        NaN     Yes         No       2.0         3.0  ...    \n",
       "24          NO        NaN     Yes         No       1.0         1.0  ...    \n",
       "29         YES        Yes     Yes         No       3.0         3.0  ...    \n",
       "35         YES        Yes     Yes        Yes       3.0         1.0  ...    \n",
       "36         YES        Yes     Yes        Yes       5.0         1.0  ...    \n",
       "39         YES        Yes     Yes        Yes       2.0         2.0  ...    \n",
       "42          NO        NaN     Yes         No       3.0         4.0  ...    \n",
       "52         YES        Yes     Yes        Yes       5.0         3.0  ...    \n",
       "56         YES        Yes     Yes         No       1.0         2.0  ...    \n",
       "67         YES        Yes     Yes        Yes       1.0         1.0  ...    \n",
       "71          NO        NaN     Yes         No       2.0         1.0  ...    \n",
       "73         YES        Yes     Yes         No       3.0         1.0  ...    \n",
       "74          NO        NaN      No        Yes       1.0         1.0  ...    \n",
       "75         YES        Yes     Yes         No       5.0         3.0  ...    \n",
       "76         YES        Yes     Yes         No       5.0         3.0  ...    \n",
       "78         YES        Yes     Yes         No       1.0         1.0  ...    \n",
       "80         YES        Yes     Yes         No       3.0         1.0  ...    \n",
       "85          NO        NaN      No         No       5.0         5.0  ...    \n",
       "94          NO        NaN     Yes         No       3.0         1.0  ...    \n",
       "98          NO        NaN     Yes         No       3.0         2.0  ...    \n",
       "100         NO        NaN     Yes         No       3.0         3.0  ...    \n",
       "101         NO        NaN     Yes         No       1.0         1.0  ...    \n",
       "..         ...        ...     ...        ...       ...         ...  ...    \n",
       "262         No        NaN     Yes        Yes       1.0         1.0  ...    \n",
       "263        Yes        Yes     Yes         No       2.0         5.0  ...    \n",
       "264        Yes         No     Yes        Yes       4.0         5.0  ...    \n",
       "265        Yes        Yes     Yes        Yes       4.0         5.0  ...    \n",
       "266        Yes        Yes     Yes        Yes       1.0         1.0  ...    \n",
       "267        Yes        Yes     Yes         No       2.0         1.0  ...    \n",
       "268         No        NaN      No         No       1.0         1.0  ...    \n",
       "269        Yes        Yes     Yes         No       2.0         2.0  ...    \n",
       "270        Yes        Yes     Yes        Yes       5.0         3.0  ...    \n",
       "271        Yes        Yes      No         No       3.0         2.0  ...    \n",
       "272         No        NaN      No        Yes       1.0         2.0  ...    \n",
       "273        Yes         No     Yes        Yes       1.0         2.0  ...    \n",
       "274         No        NaN     Yes        Yes       1.0         1.0  ...    \n",
       "275        Yes        Yes      No         No       3.0         2.0  ...    \n",
       "276        Yes        Yes      No         No       3.0         2.0  ...    \n",
       "277         No        NaN      No         No       5.0         5.0  ...    \n",
       "278         No        NaN     Yes         No       3.0         1.0  ...    \n",
       "279         No        NaN     Yes        Yes       5.0         1.0  ...    \n",
       "280        Yes        Yes     Yes         No       1.0         1.0  ...    \n",
       "281         No        NaN     Yes         No       1.0         1.0  ...    \n",
       "282         NO        NaN      No         No       3.0         4.0  ...    \n",
       "283        YES        Yes     Yes         No       1.0         2.0  ...    \n",
       "284         NO        NaN      No         No       5.0         5.0  ...    \n",
       "285         NO        NaN     Yes         No       3.0         1.0  ...    \n",
       "286         NO        NaN      No         No       2.0         2.0  ...    \n",
       "287        Yes        Yes     Yes         No       1.0         1.0  ...    \n",
       "288        Yes        Yes     Yes         No       3.0         1.0  ...    \n",
       "289         No        NaN     Yes         No       5.0         3.0  ...    \n",
       "290        Yes        Yes     Yes        Yes       1.0         1.0  ...    \n",
       "291         No        NaN      No         No       4.0         4.0  ...    \n",
       "\n",
       "     innerThighHair  acneOrskinTag  hairThinning  darkPatch tiredness  \\\n",
       "1               3.0             No            No         No       Yes   \n",
       "2               1.0            Yes           Yes         No       Yes   \n",
       "6               1.0             No           Yes         No        No   \n",
       "7               3.0             No            No        Yes       Yes   \n",
       "8               3.0            Yes           Yes         No       Yes   \n",
       "9               4.0             No           Yes        Yes        No   \n",
       "11              2.0            Yes            No        Yes       Yes   \n",
       "12              5.0            Yes           Yes        Yes       Yes   \n",
       "16              1.0            Yes           Yes         No        No   \n",
       "24              1.0            Yes           Yes         No       Yes   \n",
       "29              5.0            Yes           Yes        Yes       Yes   \n",
       "35              1.0             No           Yes        Yes       Yes   \n",
       "36              3.0            Yes            No         No       Yes   \n",
       "39              2.0            Yes           Yes        Yes       Yes   \n",
       "42              3.0            Yes            No         No       Yes   \n",
       "52              5.0            Yes           Yes        Yes       Yes   \n",
       "56              1.0             No           Yes         No       Yes   \n",
       "67              1.0            Yes           Yes        Yes       Yes   \n",
       "71              3.0            Yes           Yes        Yes       Yes   \n",
       "73              3.0            Yes           Yes        Yes       Yes   \n",
       "74              1.0             No           Yes         No       Yes   \n",
       "75              3.0            Yes           Yes        Yes       Yes   \n",
       "76              3.0            Yes           Yes        Yes       Yes   \n",
       "78              5.0            Yes           Yes        Yes       Yes   \n",
       "80              2.0            Yes           Yes         No       Yes   \n",
       "85              5.0            Yes           Yes        Yes       Yes   \n",
       "94              4.0            Yes           Yes        Yes       Yes   \n",
       "98              4.0            Yes            No        Yes       Yes   \n",
       "100             1.0            Yes           Yes        Yes       Yes   \n",
       "101             1.0            Yes           Yes         No       Yes   \n",
       "..              ...            ...           ...        ...       ...   \n",
       "262             1.0            Yes            No        Yes       Yes   \n",
       "263             2.0            Yes           Yes        Yes       Yes   \n",
       "264             5.0             No           Yes         No        No   \n",
       "265             3.0             No           Yes        Yes        No   \n",
       "266             1.0             No           Yes         No       Yes   \n",
       "267             2.0            Yes           Yes        Yes       Yes   \n",
       "268             3.0            Yes           Yes        Yes       Yes   \n",
       "269             5.0            Yes           Yes        Yes       Yes   \n",
       "270             5.0             No           Yes        Yes       Yes   \n",
       "271             3.0            Yes            No         No       Yes   \n",
       "272             1.0             No           Yes        Yes       Yes   \n",
       "273             1.0            Yes           Yes         No        No   \n",
       "274             1.0             No           Yes         No        No   \n",
       "275             3.0            Yes            No         No       Yes   \n",
       "276             3.0            Yes            No         No       Yes   \n",
       "277             5.0            Yes           Yes        Yes       Yes   \n",
       "278             4.0            Yes           Yes         No       Yes   \n",
       "279             1.0            Yes            No         No       Yes   \n",
       "280             3.0            Yes           Yes        Yes       Yes   \n",
       "281             1.0             No            No         No       Yes   \n",
       "282             3.0             No            No         No       Yes   \n",
       "283             1.0             No           Yes         No       Yes   \n",
       "284             5.0            Yes           Yes        Yes       Yes   \n",
       "285             4.0            Yes           Yes        Yes       Yes   \n",
       "286             2.0            Yes           Yes         No        No   \n",
       "287             3.0            Yes           Yes        Yes       Yes   \n",
       "288             4.0            Yes            No        Yes        No   \n",
       "289             4.0             No            No         No       Yes   \n",
       "290             2.0             No           Yes        Yes       Yes   \n",
       "291             2.0            Yes           Yes         No       Yes   \n",
       "\n",
       "    moodSwings exercise eatOutside cannedFood  city  \n",
       "1          Yes      3.0        4.0        Yes    No  \n",
       "2          Yes      4.0        3.0         No    No  \n",
       "6          Yes      1.0        6.0         No    No  \n",
       "7          Yes      5.0        2.0         No   Yes  \n",
       "8          Yes      2.0        2.0        Yes    No  \n",
       "9           No      1.0        3.0         No    No  \n",
       "11         Yes      1.0        3.0         No    No  \n",
       "12         Yes      1.0        7.0         No    No  \n",
       "16         Yes      1.0        2.0         No   Yes  \n",
       "24         Yes      5.0        4.0         No    No  \n",
       "29         Yes      1.0       12.0         No   Yes  \n",
       "35         Yes      2.0        2.0         No    No  \n",
       "36         Yes      1.0        3.0         No    No  \n",
       "39         Yes      4.0        3.0         No   Yes  \n",
       "42         Yes      1.0        1.0         No    No  \n",
       "52         Yes      6.0        2.0         No    No  \n",
       "56         Yes      1.0        1.0         No    No  \n",
       "67         Yes      5.0        6.0        Yes    No  \n",
       "71         Yes      3.0        3.0        Yes    No  \n",
       "73         Yes      5.0        1.0         No    No  \n",
       "74         Yes      1.0        1.0         No    No  \n",
       "75         Yes      1.0        1.0         No    No  \n",
       "76         Yes      1.0        1.0         No    No  \n",
       "78         Yes      6.0        1.0        Yes   Yes  \n",
       "80         Yes      1.0        1.0         No    No  \n",
       "85         Yes      3.0        2.0        Yes   Yes  \n",
       "94         Yes      4.0        4.0         No    No  \n",
       "98         Yes      5.0        2.0         No    No  \n",
       "100        Yes      3.0        3.0         No    No  \n",
       "101        Yes      1.0        4.0        Yes   Yes  \n",
       "..         ...      ...        ...        ...   ...  \n",
       "262        Yes      5.0        1.0         No    No  \n",
       "263         No      1.0        1.0         No    No  \n",
       "264         No      5.0        1.0         No    No  \n",
       "265        Yes      5.0        2.0         No    No  \n",
       "266        Yes      1.0        1.0        Yes    No  \n",
       "267        Yes      6.0        6.0         No    No  \n",
       "268         No      1.0        3.0         No    No  \n",
       "269        Yes      1.0        3.0         No    No  \n",
       "270        Yes      1.0        4.0         No   Yes  \n",
       "271        Yes      4.0        3.0         No    No  \n",
       "272         No      1.0        2.0         No   Yes  \n",
       "273         No      1.0        7.0        Yes    No  \n",
       "274         No      1.0        1.0         No    No  \n",
       "275        Yes      4.0        3.0         No    No  \n",
       "276        Yes      4.0        3.0         No    No  \n",
       "277        Yes      4.0        2.0        Yes   Yes  \n",
       "278        Yes      4.0        5.0         No    No  \n",
       "279         No      1.0        2.0         No    No  \n",
       "280        Yes      3.0        2.0         No   Yes  \n",
       "281         No      4.0        2.0         No    No  \n",
       "282        Yes      3.0        4.0        Yes    No  \n",
       "283        Yes      1.0        1.0         No    No  \n",
       "284        Yes      3.0        2.0        Yes   Yes  \n",
       "285        Yes      4.0        4.0         No    No  \n",
       "286         No      3.0        6.0         No    No  \n",
       "287        Yes      3.0        2.0         No   Yes  \n",
       "288        Yes      5.0       10.0        Yes   Yes  \n",
       "289         No      6.0        5.0         No    No  \n",
       "290        Yes      1.0        1.0        Yes   Yes  \n",
       "291        Yes      5.0        1.0         No    No  \n",
       "\n",
       "[163 rows x 23 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>time</th>\n",
       "      <th>diagnosed</th>\n",
       "      <th>result</th>\n",
       "      <th>age</th>\n",
       "      <th>overweight</th>\n",
       "      <th>weightgain</th>\n",
       "      <th>periods</th>\n",
       "      <th>conceiving</th>\n",
       "      <th>chinHair</th>\n",
       "      <th>cheeksHair</th>\n",
       "      <th>...</th>\n",
       "      <th>innerThighHair</th>\n",
       "      <th>acneOrskinTag</th>\n",
       "      <th>hairThinning</th>\n",
       "      <th>darkPatch</th>\n",
       "      <th>tiredness</th>\n",
       "      <th>moodSwings</th>\n",
       "      <th>exercise</th>\n",
       "      <th>eatOutside</th>\n",
       "      <th>cannedFood</th>\n",
       "      <th>city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018/09/07 3:11:16 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>23.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018/09/09 8:58:58 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>22.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018/09/12 9:54:20 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018/09/12 10:04:00 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018/09/12 10:21:47 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018/09/12 10:23:31 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018/09/12 10:34:26 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018/09/12 10:35:25 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018/09/12 11:25:53 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018/09/12 12:39:47 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018/09/12 4:51:17 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>23.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018/09/12 7:50:37 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018/09/12 8:07:21 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>33.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018/09/12 8:44:40 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018/09/12 8:55:11 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018/09/12 11:21:55 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018/09/13 7:17:15 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>40.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018/09/13 6:33:42 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018/09/14 11:23:02 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2018/09/14 7:06:12 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2018/09/14 7:08:56 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>40.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2018/09/14 7:11:02 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018/09/14 7:11:18 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018/09/14 9:47:17 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018/09/15 10:14:46 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018/09/15 12:23:47 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018/09/15 1:29:14 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018/09/15 1:35:43 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018/09/15 1:37:09 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018/09/15 1:37:29 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>2018/11/02 10:19:24 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>31.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>2018/11/07 6:32:48 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>2018/11/10 10:32:22 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>2018/11/11 12:03:50 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>2018/11/15 5:22:58 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>2018/11/15 10:57:47 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2018/11/15 11:06:31 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2018/11/16 11:36:44 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2018/11/17 1:23:56 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2018/11/19 10:33:13 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2018/11/19 10:42:18 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>20.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2018/11/19 10:47:32 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2018/11/19 10:49:54 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>42.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2018/11/19 10:50:36 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>2018/11/19 10:50:47 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2018/11/19 10:52:10 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>27.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2018/11/19 10:54:01 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>19.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2018/11/19 10:56:16 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>22.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>2018/11/19 10:58:24 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>2018/11/19 11:02:27 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>2018/09/07 3:11:16 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>23.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>2018/09/13 7:17:15 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>40.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>2018/09/15 12:23:47 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2018/09/15 1:29:14 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2018/09/22 2:56:14 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>2018/09/27 5:26:11 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No(Detected Negative)</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2018/09/28 11:20:17 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No(Detected Negative)</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2018/09/29 12:22:06 AM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>19.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>2018/09/29 11:02:02 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2018/10/05 10:37:33 PM GMT+5:30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>26.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>163 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                time diagnosed                 result   age  \\\n",
       "0     2018/09/07 3:11:16 PM GMT+5:30       Yes                     No  23.0   \n",
       "1     2018/09/09 8:58:58 PM GMT+5:30       Yes                    Yes  22.0   \n",
       "2     2018/09/12 9:54:20 AM GMT+5:30       Yes                    Yes  26.0   \n",
       "3    2018/09/12 10:04:00 AM GMT+5:30       Yes                    Yes  20.0   \n",
       "4    2018/09/12 10:21:47 AM GMT+5:30       Yes                    Yes  19.0   \n",
       "5    2018/09/12 10:23:31 AM GMT+5:30       Yes                    Yes  18.0   \n",
       "6    2018/09/12 10:34:26 AM GMT+5:30       Yes                    Yes  19.0   \n",
       "7    2018/09/12 10:35:25 AM GMT+5:30       Yes                    Yes  19.0   \n",
       "8    2018/09/12 11:25:53 AM GMT+5:30       Yes                    Yes  18.0   \n",
       "9    2018/09/12 12:39:47 PM GMT+5:30       Yes                    Yes  25.0   \n",
       "10    2018/09/12 4:51:17 PM GMT+5:30       Yes                    Yes  23.0   \n",
       "11    2018/09/12 7:50:37 PM GMT+5:30       Yes                    Yes  26.0   \n",
       "12    2018/09/12 8:07:21 PM GMT+5:30       Yes                    Yes  33.0   \n",
       "13    2018/09/12 8:44:40 PM GMT+5:30       Yes                    Yes  25.0   \n",
       "14    2018/09/12 8:55:11 PM GMT+5:30       Yes                    Yes  25.0   \n",
       "15   2018/09/12 11:21:55 PM GMT+5:30       Yes                    Yes  24.0   \n",
       "16    2018/09/13 7:17:15 AM GMT+5:30       Yes                     No  40.0   \n",
       "17    2018/09/13 6:33:42 PM GMT+5:30       Yes                    Yes  24.0   \n",
       "18   2018/09/14 11:23:02 AM GMT+5:30       Yes                    Yes  20.0   \n",
       "19    2018/09/14 7:06:12 PM GMT+5:30       Yes                    Yes  25.0   \n",
       "20    2018/09/14 7:08:56 PM GMT+5:30       Yes                    Yes  40.0   \n",
       "21    2018/09/14 7:11:02 PM GMT+5:30       Yes                    Yes  26.0   \n",
       "22    2018/09/14 7:11:18 PM GMT+5:30       Yes                    Yes  26.0   \n",
       "23    2018/09/14 9:47:17 PM GMT+5:30       Yes                    Yes  24.0   \n",
       "24   2018/09/15 10:14:46 AM GMT+5:30       Yes                    Yes  25.0   \n",
       "25   2018/09/15 12:23:47 PM GMT+5:30       Yes                     No  26.0   \n",
       "26    2018/09/15 1:29:14 PM GMT+5:30       Yes                     No  18.0   \n",
       "27    2018/09/15 1:35:43 PM GMT+5:30       Yes                    Yes  18.0   \n",
       "28    2018/09/15 1:37:09 PM GMT+5:30       Yes                    Yes  18.0   \n",
       "29    2018/09/15 1:37:29 PM GMT+5:30       Yes                    Yes  20.0   \n",
       "..                               ...       ...                    ...   ...   \n",
       "133  2018/11/02 10:19:24 PM GMT+5:30       Yes                    Yes  31.0   \n",
       "134   2018/11/07 6:32:48 PM GMT+5:30       Yes                    Yes  18.0   \n",
       "135  2018/11/10 10:32:22 PM GMT+5:30       Yes                    Yes  26.0   \n",
       "136  2018/11/11 12:03:50 PM GMT+5:30       Yes                    Yes  20.0   \n",
       "137   2018/11/15 5:22:58 PM GMT+5:30       Yes                    Yes  17.0   \n",
       "138  2018/11/15 10:57:47 PM GMT+5:30       Yes                     No  19.0   \n",
       "139  2018/11/15 11:06:31 PM GMT+5:30       Yes                     No  21.0   \n",
       "140  2018/11/16 11:36:44 PM GMT+5:30       Yes                    Yes  30.0   \n",
       "141   2018/11/17 1:23:56 AM GMT+5:30       Yes                    Yes  26.0   \n",
       "142  2018/11/19 10:33:13 PM GMT+5:30       Yes                     No  21.0   \n",
       "143  2018/11/19 10:42:18 PM GMT+5:30       Yes                     No  20.0   \n",
       "144  2018/11/19 10:47:32 PM GMT+5:30       Yes                     No  24.0   \n",
       "145  2018/11/19 10:49:54 PM GMT+5:30       Yes                     No  42.0   \n",
       "146  2018/11/19 10:50:36 PM GMT+5:30       Yes                     No  21.0   \n",
       "147  2018/11/19 10:50:47 PM GMT+5:30       Yes                     No  21.0   \n",
       "148  2018/11/19 10:52:10 PM GMT+5:30       Yes                     No  27.0   \n",
       "149  2018/11/19 10:54:01 PM GMT+5:30       Yes                     No  19.0   \n",
       "150  2018/11/19 10:56:16 PM GMT+5:30       Yes                     No  22.0   \n",
       "151  2018/11/19 10:58:24 PM GMT+5:30       Yes                     No  25.0   \n",
       "152  2018/11/19 11:02:27 PM GMT+5:30       Yes                     No  18.0   \n",
       "153   2018/09/07 3:11:16 PM GMT+5:30       Yes                     No  23.0   \n",
       "154   2018/09/13 7:17:15 AM GMT+5:30       Yes                     No  40.0   \n",
       "155  2018/09/15 12:23:47 PM GMT+5:30       Yes                     No  26.0   \n",
       "156   2018/09/15 1:29:14 PM GMT+5:30       Yes                     No  18.0   \n",
       "157   2018/09/22 2:56:14 PM GMT+5:30       Yes                     No  18.0   \n",
       "158   2018/09/27 5:26:11 PM GMT+5:30       Yes  No(Detected Negative)  19.0   \n",
       "159  2018/09/28 11:20:17 AM GMT+5:30       Yes  No(Detected Negative)  18.0   \n",
       "160  2018/09/29 12:22:06 AM GMT+5:30       Yes                     No  19.0   \n",
       "161  2018/09/29 11:02:02 PM GMT+5:30       Yes                     No  25.0   \n",
       "162  2018/10/05 10:37:33 PM GMT+5:30       Yes                     No  26.0   \n",
       "\n",
       "    overweight weightgain periods conceiving  chinHair  cheeksHair  ...   \\\n",
       "0           NO        NaN      No         No       3.0         4.0  ...    \n",
       "1          YES         No      No         No       4.0         1.0  ...    \n",
       "2           NO        NaN      No         No       1.0         1.0  ...    \n",
       "3          YES        Yes     Yes         No       3.0         2.0  ...    \n",
       "4           NO        NaN     Yes         No       3.0         1.0  ...    \n",
       "5          YES         No     Yes         No       2.0         1.0  ...    \n",
       "6           NO        NaN     Yes         No       1.0         1.0  ...    \n",
       "7           NO        NaN      No         No       5.0         5.0  ...    \n",
       "8           NO        NaN     Yes         No       2.0         3.0  ...    \n",
       "9           NO        NaN     Yes         No       1.0         1.0  ...    \n",
       "10         YES        Yes     Yes         No       3.0         3.0  ...    \n",
       "11         YES        Yes     Yes        Yes       3.0         1.0  ...    \n",
       "12         YES        Yes     Yes        Yes       5.0         1.0  ...    \n",
       "13         YES        Yes     Yes        Yes       2.0         2.0  ...    \n",
       "14          NO        NaN     Yes         No       3.0         4.0  ...    \n",
       "15         YES        Yes     Yes        Yes       5.0         3.0  ...    \n",
       "16         YES        Yes     Yes         No       1.0         2.0  ...    \n",
       "17         YES        Yes     Yes        Yes       1.0         1.0  ...    \n",
       "18          NO        NaN     Yes         No       2.0         1.0  ...    \n",
       "19         YES        Yes     Yes         No       3.0         1.0  ...    \n",
       "20          NO        NaN      No        Yes       1.0         1.0  ...    \n",
       "21         YES        Yes     Yes         No       5.0         3.0  ...    \n",
       "22         YES        Yes     Yes         No       5.0         3.0  ...    \n",
       "23         YES        Yes     Yes         No       1.0         1.0  ...    \n",
       "24         YES        Yes     Yes         No       3.0         1.0  ...    \n",
       "25          NO        NaN      No         No       5.0         5.0  ...    \n",
       "26          NO        NaN     Yes         No       3.0         1.0  ...    \n",
       "27          NO        NaN     Yes         No       3.0         2.0  ...    \n",
       "28          NO        NaN     Yes         No       3.0         3.0  ...    \n",
       "29          NO        NaN     Yes         No       1.0         1.0  ...    \n",
       "..         ...        ...     ...        ...       ...         ...  ...    \n",
       "133         No        NaN     Yes        Yes       1.0         1.0  ...    \n",
       "134        Yes        Yes     Yes         No       2.0         5.0  ...    \n",
       "135        Yes         No     Yes        Yes       4.0         5.0  ...    \n",
       "136        Yes        Yes     Yes        Yes       4.0         5.0  ...    \n",
       "137        Yes        Yes     Yes        Yes       1.0         1.0  ...    \n",
       "138        Yes        Yes     Yes         No       2.0         1.0  ...    \n",
       "139         No        NaN      No         No       1.0         1.0  ...    \n",
       "140        Yes        Yes     Yes         No       2.0         2.0  ...    \n",
       "141        Yes        Yes     Yes        Yes       5.0         3.0  ...    \n",
       "142        Yes        Yes      No         No       3.0         2.0  ...    \n",
       "143         No        NaN      No        Yes       1.0         2.0  ...    \n",
       "144        Yes         No     Yes        Yes       1.0         2.0  ...    \n",
       "145         No        NaN     Yes        Yes       1.0         1.0  ...    \n",
       "146        Yes        Yes      No         No       3.0         2.0  ...    \n",
       "147        Yes        Yes      No         No       3.0         2.0  ...    \n",
       "148         No        NaN      No         No       5.0         5.0  ...    \n",
       "149         No        NaN     Yes         No       3.0         1.0  ...    \n",
       "150         No        NaN     Yes        Yes       5.0         1.0  ...    \n",
       "151        Yes        Yes     Yes         No       1.0         1.0  ...    \n",
       "152         No        NaN     Yes         No       1.0         1.0  ...    \n",
       "153         NO        NaN      No         No       3.0         4.0  ...    \n",
       "154        YES        Yes     Yes         No       1.0         2.0  ...    \n",
       "155         NO        NaN      No         No       5.0         5.0  ...    \n",
       "156         NO        NaN     Yes         No       3.0         1.0  ...    \n",
       "157         NO        NaN      No         No       2.0         2.0  ...    \n",
       "158        Yes        Yes     Yes         No       1.0         1.0  ...    \n",
       "159        Yes        Yes     Yes         No       3.0         1.0  ...    \n",
       "160         No        NaN     Yes         No       5.0         3.0  ...    \n",
       "161        Yes        Yes     Yes        Yes       1.0         1.0  ...    \n",
       "162         No        NaN      No         No       4.0         4.0  ...    \n",
       "\n",
       "     innerThighHair  acneOrskinTag  hairThinning  darkPatch tiredness  \\\n",
       "0               3.0             No            No         No       Yes   \n",
       "1               1.0            Yes           Yes         No       Yes   \n",
       "2               1.0             No           Yes         No        No   \n",
       "3               3.0             No            No        Yes       Yes   \n",
       "4               3.0            Yes           Yes         No       Yes   \n",
       "5               4.0             No           Yes        Yes        No   \n",
       "6               2.0            Yes            No        Yes       Yes   \n",
       "7               5.0            Yes           Yes        Yes       Yes   \n",
       "8               1.0            Yes           Yes         No        No   \n",
       "9               1.0            Yes           Yes         No       Yes   \n",
       "10              5.0            Yes           Yes        Yes       Yes   \n",
       "11              1.0             No           Yes        Yes       Yes   \n",
       "12              3.0            Yes            No         No       Yes   \n",
       "13              2.0            Yes           Yes        Yes       Yes   \n",
       "14              3.0            Yes            No         No       Yes   \n",
       "15              5.0            Yes           Yes        Yes       Yes   \n",
       "16              1.0             No           Yes         No       Yes   \n",
       "17              1.0            Yes           Yes        Yes       Yes   \n",
       "18              3.0            Yes           Yes        Yes       Yes   \n",
       "19              3.0            Yes           Yes        Yes       Yes   \n",
       "20              1.0             No           Yes         No       Yes   \n",
       "21              3.0            Yes           Yes        Yes       Yes   \n",
       "22              3.0            Yes           Yes        Yes       Yes   \n",
       "23              5.0            Yes           Yes        Yes       Yes   \n",
       "24              2.0            Yes           Yes         No       Yes   \n",
       "25              5.0            Yes           Yes        Yes       Yes   \n",
       "26              4.0            Yes           Yes        Yes       Yes   \n",
       "27              4.0            Yes            No        Yes       Yes   \n",
       "28              1.0            Yes           Yes        Yes       Yes   \n",
       "29              1.0            Yes           Yes         No       Yes   \n",
       "..              ...            ...           ...        ...       ...   \n",
       "133             1.0            Yes            No        Yes       Yes   \n",
       "134             2.0            Yes           Yes        Yes       Yes   \n",
       "135             5.0             No           Yes         No        No   \n",
       "136             3.0             No           Yes        Yes        No   \n",
       "137             1.0             No           Yes         No       Yes   \n",
       "138             2.0            Yes           Yes        Yes       Yes   \n",
       "139             3.0            Yes           Yes        Yes       Yes   \n",
       "140             5.0            Yes           Yes        Yes       Yes   \n",
       "141             5.0             No           Yes        Yes       Yes   \n",
       "142             3.0            Yes            No         No       Yes   \n",
       "143             1.0             No           Yes        Yes       Yes   \n",
       "144             1.0            Yes           Yes         No        No   \n",
       "145             1.0             No           Yes         No        No   \n",
       "146             3.0            Yes            No         No       Yes   \n",
       "147             3.0            Yes            No         No       Yes   \n",
       "148             5.0            Yes           Yes        Yes       Yes   \n",
       "149             4.0            Yes           Yes         No       Yes   \n",
       "150             1.0            Yes            No         No       Yes   \n",
       "151             3.0            Yes           Yes        Yes       Yes   \n",
       "152             1.0             No            No         No       Yes   \n",
       "153             3.0             No            No         No       Yes   \n",
       "154             1.0             No           Yes         No       Yes   \n",
       "155             5.0            Yes           Yes        Yes       Yes   \n",
       "156             4.0            Yes           Yes        Yes       Yes   \n",
       "157             2.0            Yes           Yes         No        No   \n",
       "158             3.0            Yes           Yes        Yes       Yes   \n",
       "159             4.0            Yes            No        Yes        No   \n",
       "160             4.0             No            No         No       Yes   \n",
       "161             2.0             No           Yes        Yes       Yes   \n",
       "162             2.0            Yes           Yes         No       Yes   \n",
       "\n",
       "    moodSwings exercise eatOutside cannedFood  city  \n",
       "0          Yes      3.0        4.0        Yes    No  \n",
       "1          Yes      4.0        3.0         No    No  \n",
       "2          Yes      1.0        6.0         No    No  \n",
       "3          Yes      5.0        2.0         No   Yes  \n",
       "4          Yes      2.0        2.0        Yes    No  \n",
       "5           No      1.0        3.0         No    No  \n",
       "6          Yes      1.0        3.0         No    No  \n",
       "7          Yes      1.0        7.0         No    No  \n",
       "8          Yes      1.0        2.0         No   Yes  \n",
       "9          Yes      5.0        4.0         No    No  \n",
       "10         Yes      1.0       12.0         No   Yes  \n",
       "11         Yes      2.0        2.0         No    No  \n",
       "12         Yes      1.0        3.0         No    No  \n",
       "13         Yes      4.0        3.0         No   Yes  \n",
       "14         Yes      1.0        1.0         No    No  \n",
       "15         Yes      6.0        2.0         No    No  \n",
       "16         Yes      1.0        1.0         No    No  \n",
       "17         Yes      5.0        6.0        Yes    No  \n",
       "18         Yes      3.0        3.0        Yes    No  \n",
       "19         Yes      5.0        1.0         No    No  \n",
       "20         Yes      1.0        1.0         No    No  \n",
       "21         Yes      1.0        1.0         No    No  \n",
       "22         Yes      1.0        1.0         No    No  \n",
       "23         Yes      6.0        1.0        Yes   Yes  \n",
       "24         Yes      1.0        1.0         No    No  \n",
       "25         Yes      3.0        2.0        Yes   Yes  \n",
       "26         Yes      4.0        4.0         No    No  \n",
       "27         Yes      5.0        2.0         No    No  \n",
       "28         Yes      3.0        3.0         No    No  \n",
       "29         Yes      1.0        4.0        Yes   Yes  \n",
       "..         ...      ...        ...        ...   ...  \n",
       "133        Yes      5.0        1.0         No    No  \n",
       "134         No      1.0        1.0         No    No  \n",
       "135         No      5.0        1.0         No    No  \n",
       "136        Yes      5.0        2.0         No    No  \n",
       "137        Yes      1.0        1.0        Yes    No  \n",
       "138        Yes      6.0        6.0         No    No  \n",
       "139         No      1.0        3.0         No    No  \n",
       "140        Yes      1.0        3.0         No    No  \n",
       "141        Yes      1.0        4.0         No   Yes  \n",
       "142        Yes      4.0        3.0         No    No  \n",
       "143         No      1.0        2.0         No   Yes  \n",
       "144         No      1.0        7.0        Yes    No  \n",
       "145         No      1.0        1.0         No    No  \n",
       "146        Yes      4.0        3.0         No    No  \n",
       "147        Yes      4.0        3.0         No    No  \n",
       "148        Yes      4.0        2.0        Yes   Yes  \n",
       "149        Yes      4.0        5.0         No    No  \n",
       "150         No      1.0        2.0         No    No  \n",
       "151        Yes      3.0        2.0         No   Yes  \n",
       "152         No      4.0        2.0         No    No  \n",
       "153        Yes      3.0        4.0        Yes    No  \n",
       "154        Yes      1.0        1.0         No    No  \n",
       "155        Yes      3.0        2.0        Yes   Yes  \n",
       "156        Yes      4.0        4.0         No    No  \n",
       "157         No      3.0        6.0         No    No  \n",
       "158        Yes      3.0        2.0         No   Yes  \n",
       "159        Yes      5.0       10.0        Yes   Yes  \n",
       "160         No      6.0        5.0         No    No  \n",
       "161        Yes      1.0        1.0        Yes   Yes  \n",
       "162        Yes      5.0        1.0         No    No  \n",
       "\n",
       "[163 rows x 23 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new.reset_index(drop=True,inplace=True)\n",
    "new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>diagnosed</th>\n",
       "      <th>result</th>\n",
       "      <th>age</th>\n",
       "      <th>overweight</th>\n",
       "      <th>weightgain</th>\n",
       "      <th>periods</th>\n",
       "      <th>conceiving</th>\n",
       "      <th>chinHair</th>\n",
       "      <th>cheeksHair</th>\n",
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       "      <th>moodSwings</th>\n",
       "      <th>exercise</th>\n",
       "      <th>eatOutside</th>\n",
       "      <th>cannedFood</th>\n",
       "      <th>city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>23.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
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       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>22.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>23.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>33.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>40.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>40.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>31.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>20.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>42.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>27.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>19.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>22.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>23.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>40.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No(Detected Negative)</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No(Detected Negative)</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>19.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>26.0</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>163 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    diagnosed                 result   age overweight weightgain periods  \\\n",
       "0         Yes                     No  23.0         NO        NaN      No   \n",
       "1         Yes                    Yes  22.0        YES         No      No   \n",
       "2         Yes                    Yes  26.0         NO        NaN      No   \n",
       "3         Yes                    Yes  20.0        YES        Yes     Yes   \n",
       "4         Yes                    Yes  19.0         NO        NaN     Yes   \n",
       "5         Yes                    Yes  18.0        YES         No     Yes   \n",
       "6         Yes                    Yes  19.0         NO        NaN     Yes   \n",
       "7         Yes                    Yes  19.0         NO        NaN      No   \n",
       "8         Yes                    Yes  18.0         NO        NaN     Yes   \n",
       "9         Yes                    Yes  25.0         NO        NaN     Yes   \n",
       "10        Yes                    Yes  23.0        YES        Yes     Yes   \n",
       "11        Yes                    Yes  26.0        YES        Yes     Yes   \n",
       "12        Yes                    Yes  33.0        YES        Yes     Yes   \n",
       "13        Yes                    Yes  25.0        YES        Yes     Yes   \n",
       "14        Yes                    Yes  25.0         NO        NaN     Yes   \n",
       "15        Yes                    Yes  24.0        YES        Yes     Yes   \n",
       "16        Yes                     No  40.0        YES        Yes     Yes   \n",
       "17        Yes                    Yes  24.0        YES        Yes     Yes   \n",
       "18        Yes                    Yes  20.0         NO        NaN     Yes   \n",
       "19        Yes                    Yes  25.0        YES        Yes     Yes   \n",
       "20        Yes                    Yes  40.0         NO        NaN      No   \n",
       "21        Yes                    Yes  26.0        YES        Yes     Yes   \n",
       "22        Yes                    Yes  26.0        YES        Yes     Yes   \n",
       "23        Yes                    Yes  24.0        YES        Yes     Yes   \n",
       "24        Yes                    Yes  25.0        YES        Yes     Yes   \n",
       "25        Yes                     No  26.0         NO        NaN      No   \n",
       "26        Yes                     No  18.0         NO        NaN     Yes   \n",
       "27        Yes                    Yes  18.0         NO        NaN     Yes   \n",
       "28        Yes                    Yes  18.0         NO        NaN     Yes   \n",
       "29        Yes                    Yes  20.0         NO        NaN     Yes   \n",
       "..        ...                    ...   ...        ...        ...     ...   \n",
       "133       Yes                    Yes  31.0         No        NaN     Yes   \n",
       "134       Yes                    Yes  18.0        Yes        Yes     Yes   \n",
       "135       Yes                    Yes  26.0        Yes         No     Yes   \n",
       "136       Yes                    Yes  20.0        Yes        Yes     Yes   \n",
       "137       Yes                    Yes  17.0        Yes        Yes     Yes   \n",
       "138       Yes                     No  19.0        Yes        Yes     Yes   \n",
       "139       Yes                     No  21.0         No        NaN      No   \n",
       "140       Yes                    Yes  30.0        Yes        Yes     Yes   \n",
       "141       Yes                    Yes  26.0        Yes        Yes     Yes   \n",
       "142       Yes                     No  21.0        Yes        Yes      No   \n",
       "143       Yes                     No  20.0         No        NaN      No   \n",
       "144       Yes                     No  24.0        Yes         No     Yes   \n",
       "145       Yes                     No  42.0         No        NaN     Yes   \n",
       "146       Yes                     No  21.0        Yes        Yes      No   \n",
       "147       Yes                     No  21.0        Yes        Yes      No   \n",
       "148       Yes                     No  27.0         No        NaN      No   \n",
       "149       Yes                     No  19.0         No        NaN     Yes   \n",
       "150       Yes                     No  22.0         No        NaN     Yes   \n",
       "151       Yes                     No  25.0        Yes        Yes     Yes   \n",
       "152       Yes                     No  18.0         No        NaN     Yes   \n",
       "153       Yes                     No  23.0         NO        NaN      No   \n",
       "154       Yes                     No  40.0        YES        Yes     Yes   \n",
       "155       Yes                     No  26.0         NO        NaN      No   \n",
       "156       Yes                     No  18.0         NO        NaN     Yes   \n",
       "157       Yes                     No  18.0         NO        NaN      No   \n",
       "158       Yes  No(Detected Negative)  19.0        Yes        Yes     Yes   \n",
       "159       Yes  No(Detected Negative)  18.0        Yes        Yes     Yes   \n",
       "160       Yes                     No  19.0         No        NaN     Yes   \n",
       "161       Yes                     No  25.0        Yes        Yes     Yes   \n",
       "162       Yes                     No  26.0         No        NaN      No   \n",
       "\n",
       "    conceiving  chinHair  cheeksHair  upperLipHair  ...   innerThighHair  \\\n",
       "0           No       3.0         4.0           4.0  ...              3.0   \n",
       "1           No       4.0         1.0           3.0  ...              1.0   \n",
       "2           No       1.0         1.0           1.0  ...              1.0   \n",
       "3           No       3.0         2.0           4.0  ...              3.0   \n",
       "4           No       3.0         1.0           4.0  ...              3.0   \n",
       "5           No       2.0         1.0           2.0  ...              4.0   \n",
       "6           No       1.0         1.0           3.0  ...              2.0   \n",
       "7           No       5.0         5.0           5.0  ...              5.0   \n",
       "8           No       2.0         3.0           3.0  ...              1.0   \n",
       "9           No       1.0         1.0           1.0  ...              1.0   \n",
       "10          No       3.0         3.0           3.0  ...              5.0   \n",
       "11         Yes       3.0         1.0           2.0  ...              1.0   \n",
       "12         Yes       5.0         1.0           5.0  ...              3.0   \n",
       "13         Yes       2.0         2.0           2.0  ...              2.0   \n",
       "14          No       3.0         4.0           4.0  ...              3.0   \n",
       "15         Yes       5.0         3.0           5.0  ...              5.0   \n",
       "16          No       1.0         2.0           1.0  ...              1.0   \n",
       "17         Yes       1.0         1.0           1.0  ...              1.0   \n",
       "18          No       2.0         1.0           2.0  ...              3.0   \n",
       "19          No       3.0         1.0           3.0  ...              3.0   \n",
       "20         Yes       1.0         1.0           1.0  ...              1.0   \n",
       "21          No       5.0         3.0           2.0  ...              3.0   \n",
       "22          No       5.0         3.0           2.0  ...              3.0   \n",
       "23          No       1.0         1.0           3.0  ...              5.0   \n",
       "24          No       3.0         1.0           4.0  ...              2.0   \n",
       "25          No       5.0         5.0           4.0  ...              5.0   \n",
       "26          No       3.0         1.0           4.0  ...              4.0   \n",
       "27          No       3.0         2.0           3.0  ...              4.0   \n",
       "28          No       3.0         3.0           2.0  ...              1.0   \n",
       "29          No       1.0         1.0           1.0  ...              1.0   \n",
       "..         ...       ...         ...           ...  ...              ...   \n",
       "133        Yes       1.0         1.0           5.0  ...              1.0   \n",
       "134         No       2.0         5.0           5.0  ...              2.0   \n",
       "135        Yes       4.0         5.0           3.0  ...              5.0   \n",
       "136        Yes       4.0         5.0           4.0  ...              3.0   \n",
       "137        Yes       1.0         1.0           1.0  ...              1.0   \n",
       "138         No       2.0         1.0           3.0  ...              2.0   \n",
       "139         No       1.0         1.0           2.0  ...              3.0   \n",
       "140         No       2.0         2.0           5.0  ...              5.0   \n",
       "141        Yes       5.0         3.0           3.0  ...              5.0   \n",
       "142         No       3.0         2.0           4.0  ...              3.0   \n",
       "143        Yes       1.0         2.0           2.0  ...              1.0   \n",
       "144        Yes       1.0         2.0           3.0  ...              1.0   \n",
       "145        Yes       1.0         1.0           2.0  ...              1.0   \n",
       "146         No       3.0         2.0           4.0  ...              3.0   \n",
       "147         No       3.0         2.0           4.0  ...              3.0   \n",
       "148         No       5.0         5.0           4.0  ...              5.0   \n",
       "149         No       3.0         1.0           4.0  ...              4.0   \n",
       "150        Yes       5.0         1.0           2.0  ...              1.0   \n",
       "151         No       1.0         1.0           1.0  ...              3.0   \n",
       "152         No       1.0         1.0           2.0  ...              1.0   \n",
       "153         No       3.0         4.0           4.0  ...              3.0   \n",
       "154         No       1.0         2.0           1.0  ...              1.0   \n",
       "155         No       5.0         5.0           4.0  ...              5.0   \n",
       "156         No       3.0         1.0           4.0  ...              4.0   \n",
       "157         No       2.0         2.0           2.0  ...              2.0   \n",
       "158         No       1.0         1.0           1.0  ...              3.0   \n",
       "159         No       3.0         1.0           4.0  ...              4.0   \n",
       "160         No       5.0         3.0           4.0  ...              4.0   \n",
       "161        Yes       1.0         1.0           2.0  ...              2.0   \n",
       "162         No       4.0         4.0           4.0  ...              2.0   \n",
       "\n",
       "     acneOrskinTag  hairThinning darkPatch tiredness moodSwings exercise  \\\n",
       "0               No            No        No       Yes        Yes      3.0   \n",
       "1              Yes           Yes        No       Yes        Yes      4.0   \n",
       "2               No           Yes        No        No        Yes      1.0   \n",
       "3               No            No       Yes       Yes        Yes      5.0   \n",
       "4              Yes           Yes        No       Yes        Yes      2.0   \n",
       "5               No           Yes       Yes        No         No      1.0   \n",
       "6              Yes            No       Yes       Yes        Yes      1.0   \n",
       "7              Yes           Yes       Yes       Yes        Yes      1.0   \n",
       "8              Yes           Yes        No        No        Yes      1.0   \n",
       "9              Yes           Yes        No       Yes        Yes      5.0   \n",
       "10             Yes           Yes       Yes       Yes        Yes      1.0   \n",
       "11              No           Yes       Yes       Yes        Yes      2.0   \n",
       "12             Yes            No        No       Yes        Yes      1.0   \n",
       "13             Yes           Yes       Yes       Yes        Yes      4.0   \n",
       "14             Yes            No        No       Yes        Yes      1.0   \n",
       "15             Yes           Yes       Yes       Yes        Yes      6.0   \n",
       "16              No           Yes        No       Yes        Yes      1.0   \n",
       "17             Yes           Yes       Yes       Yes        Yes      5.0   \n",
       "18             Yes           Yes       Yes       Yes        Yes      3.0   \n",
       "19             Yes           Yes       Yes       Yes        Yes      5.0   \n",
       "20              No           Yes        No       Yes        Yes      1.0   \n",
       "21             Yes           Yes       Yes       Yes        Yes      1.0   \n",
       "22             Yes           Yes       Yes       Yes        Yes      1.0   \n",
       "23             Yes           Yes       Yes       Yes        Yes      6.0   \n",
       "24             Yes           Yes        No       Yes        Yes      1.0   \n",
       "25             Yes           Yes       Yes       Yes        Yes      3.0   \n",
       "26             Yes           Yes       Yes       Yes        Yes      4.0   \n",
       "27             Yes            No       Yes       Yes        Yes      5.0   \n",
       "28             Yes           Yes       Yes       Yes        Yes      3.0   \n",
       "29             Yes           Yes        No       Yes        Yes      1.0   \n",
       "..             ...           ...       ...       ...        ...      ...   \n",
       "133            Yes            No       Yes       Yes        Yes      5.0   \n",
       "134            Yes           Yes       Yes       Yes         No      1.0   \n",
       "135             No           Yes        No        No         No      5.0   \n",
       "136             No           Yes       Yes        No        Yes      5.0   \n",
       "137             No           Yes        No       Yes        Yes      1.0   \n",
       "138            Yes           Yes       Yes       Yes        Yes      6.0   \n",
       "139            Yes           Yes       Yes       Yes         No      1.0   \n",
       "140            Yes           Yes       Yes       Yes        Yes      1.0   \n",
       "141             No           Yes       Yes       Yes        Yes      1.0   \n",
       "142            Yes            No        No       Yes        Yes      4.0   \n",
       "143             No           Yes       Yes       Yes         No      1.0   \n",
       "144            Yes           Yes        No        No         No      1.0   \n",
       "145             No           Yes        No        No         No      1.0   \n",
       "146            Yes            No        No       Yes        Yes      4.0   \n",
       "147            Yes            No        No       Yes        Yes      4.0   \n",
       "148            Yes           Yes       Yes       Yes        Yes      4.0   \n",
       "149            Yes           Yes        No       Yes        Yes      4.0   \n",
       "150            Yes            No        No       Yes         No      1.0   \n",
       "151            Yes           Yes       Yes       Yes        Yes      3.0   \n",
       "152             No            No        No       Yes         No      4.0   \n",
       "153             No            No        No       Yes        Yes      3.0   \n",
       "154             No           Yes        No       Yes        Yes      1.0   \n",
       "155            Yes           Yes       Yes       Yes        Yes      3.0   \n",
       "156            Yes           Yes       Yes       Yes        Yes      4.0   \n",
       "157            Yes           Yes        No        No         No      3.0   \n",
       "158            Yes           Yes       Yes       Yes        Yes      3.0   \n",
       "159            Yes            No       Yes        No        Yes      5.0   \n",
       "160             No            No        No       Yes         No      6.0   \n",
       "161             No           Yes       Yes       Yes        Yes      1.0   \n",
       "162            Yes           Yes        No       Yes        Yes      5.0   \n",
       "\n",
       "    eatOutside  cannedFood  city  \n",
       "0          4.0         Yes    No  \n",
       "1          3.0          No    No  \n",
       "2          6.0          No    No  \n",
       "3          2.0          No   Yes  \n",
       "4          2.0         Yes    No  \n",
       "5          3.0          No    No  \n",
       "6          3.0          No    No  \n",
       "7          7.0          No    No  \n",
       "8          2.0          No   Yes  \n",
       "9          4.0          No    No  \n",
       "10        12.0          No   Yes  \n",
       "11         2.0          No    No  \n",
       "12         3.0          No    No  \n",
       "13         3.0          No   Yes  \n",
       "14         1.0          No    No  \n",
       "15         2.0          No    No  \n",
       "16         1.0          No    No  \n",
       "17         6.0         Yes    No  \n",
       "18         3.0         Yes    No  \n",
       "19         1.0          No    No  \n",
       "20         1.0          No    No  \n",
       "21         1.0          No    No  \n",
       "22         1.0          No    No  \n",
       "23         1.0         Yes   Yes  \n",
       "24         1.0          No    No  \n",
       "25         2.0         Yes   Yes  \n",
       "26         4.0          No    No  \n",
       "27         2.0          No    No  \n",
       "28         3.0          No    No  \n",
       "29         4.0         Yes   Yes  \n",
       "..         ...         ...   ...  \n",
       "133        1.0          No    No  \n",
       "134        1.0          No    No  \n",
       "135        1.0          No    No  \n",
       "136        2.0          No    No  \n",
       "137        1.0         Yes    No  \n",
       "138        6.0          No    No  \n",
       "139        3.0          No    No  \n",
       "140        3.0          No    No  \n",
       "141        4.0          No   Yes  \n",
       "142        3.0          No    No  \n",
       "143        2.0          No   Yes  \n",
       "144        7.0         Yes    No  \n",
       "145        1.0          No    No  \n",
       "146        3.0          No    No  \n",
       "147        3.0          No    No  \n",
       "148        2.0         Yes   Yes  \n",
       "149        5.0          No    No  \n",
       "150        2.0          No    No  \n",
       "151        2.0          No   Yes  \n",
       "152        2.0          No    No  \n",
       "153        4.0         Yes    No  \n",
       "154        1.0          No    No  \n",
       "155        2.0         Yes   Yes  \n",
       "156        4.0          No    No  \n",
       "157        6.0          No    No  \n",
       "158        2.0          No   Yes  \n",
       "159       10.0         Yes   Yes  \n",
       "160        5.0          No    No  \n",
       "161        1.0         Yes   Yes  \n",
       "162        1.0          No    No  \n",
       "\n",
       "[163 rows x 22 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new.drop('time',axis=1,inplace=True)\n",
    "new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "new.weightgain.fillna('abc',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "y=pd.DataFrame(new.result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>result</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>No</td>\n",
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       "      <th>1</th>\n",
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       "      <th>3</th>\n",
       "      <td>Yes</td>\n",
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      "text/plain": [
       "  result\n",
       "0     No\n",
       "1    Yes\n",
       "2    Yes\n",
       "3    Yes\n",
       "4    Yes"
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     },
     "execution_count": 13,
     "metadata": {},
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   ],
   "source": [
    "y.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>diagnosed</th>\n",
       "      <th>age</th>\n",
       "      <th>overweight</th>\n",
       "      <th>weightgain</th>\n",
       "      <th>periods</th>\n",
       "      <th>conceiving</th>\n",
       "      <th>chinHair</th>\n",
       "      <th>cheeksHair</th>\n",
       "      <th>upperLipHair</th>\n",
       "      <th>betweenBreastHair</th>\n",
       "      <th>...</th>\n",
       "      <th>innerThighHair</th>\n",
       "      <th>acneOrskinTag</th>\n",
       "      <th>hairThinning</th>\n",
       "      <th>darkPatch</th>\n",
       "      <th>tiredness</th>\n",
       "      <th>moodSwings</th>\n",
       "      <th>exercise</th>\n",
       "      <th>eatOutside</th>\n",
       "      <th>cannedFood</th>\n",
       "      <th>city</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Yes</td>\n",
       "      <td>23.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
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       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
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       "      <td>Yes</td>\n",
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       "      <td>Yes</td>\n",
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       "      <td>YES</td>\n",
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       "      <td>No</td>\n",
       "      <td>No</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
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       "      <td>No</td>\n",
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       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
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       "      <td>Yes</td>\n",
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       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
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       "      <th>5</th>\n",
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       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Yes</td>\n",
       "      <td>23.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Yes</td>\n",
       "      <td>33.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Yes</td>\n",
       "      <td>40.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Yes</td>\n",
       "      <td>40.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Yes</td>\n",
       "      <td>31.0</td>\n",
       "      <td>No</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Yes</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Yes</td>\n",
       "      <td>21.0</td>\n",
       "      <td>No</td>\n",
       "      <td>abc</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Yes</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Yes</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>No</td>\n",
       "      <td>abc</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Yes</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Yes</td>\n",
       "      <td>42.0</td>\n",
       "      <td>No</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Yes</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Yes</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Yes</td>\n",
       "      <td>27.0</td>\n",
       "      <td>No</td>\n",
       "      <td>abc</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>No</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Yes</td>\n",
       "      <td>22.0</td>\n",
       "      <td>No</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>No</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Yes</td>\n",
       "      <td>23.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Yes</td>\n",
       "      <td>40.0</td>\n",
       "      <td>YES</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NO</td>\n",
       "      <td>abc</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Yes</td>\n",
       "      <td>19.0</td>\n",
       "      <td>No</td>\n",
       "      <td>abc</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Yes</td>\n",
       "      <td>26.0</td>\n",
       "      <td>No</td>\n",
       "      <td>abc</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>163 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    diagnosed   age overweight weightgain periods conceiving  chinHair  \\\n",
       "0         Yes  23.0         NO        abc      No         No       3.0   \n",
       "1         Yes  22.0        YES         No      No         No       4.0   \n",
       "2         Yes  26.0         NO        abc      No         No       1.0   \n",
       "3         Yes  20.0        YES        Yes     Yes         No       3.0   \n",
       "4         Yes  19.0         NO        abc     Yes         No       3.0   \n",
       "5         Yes  18.0        YES         No     Yes         No       2.0   \n",
       "6         Yes  19.0         NO        abc     Yes         No       1.0   \n",
       "7         Yes  19.0         NO        abc      No         No       5.0   \n",
       "8         Yes  18.0         NO        abc     Yes         No       2.0   \n",
       "9         Yes  25.0         NO        abc     Yes         No       1.0   \n",
       "10        Yes  23.0        YES        Yes     Yes         No       3.0   \n",
       "11        Yes  26.0        YES        Yes     Yes        Yes       3.0   \n",
       "12        Yes  33.0        YES        Yes     Yes        Yes       5.0   \n",
       "13        Yes  25.0        YES        Yes     Yes        Yes       2.0   \n",
       "14        Yes  25.0         NO        abc     Yes         No       3.0   \n",
       "15        Yes  24.0        YES        Yes     Yes        Yes       5.0   \n",
       "16        Yes  40.0        YES        Yes     Yes         No       1.0   \n",
       "17        Yes  24.0        YES        Yes     Yes        Yes       1.0   \n",
       "18        Yes  20.0         NO        abc     Yes         No       2.0   \n",
       "19        Yes  25.0        YES        Yes     Yes         No       3.0   \n",
       "20        Yes  40.0         NO        abc      No        Yes       1.0   \n",
       "21        Yes  26.0        YES        Yes     Yes         No       5.0   \n",
       "22        Yes  26.0        YES        Yes     Yes         No       5.0   \n",
       "23        Yes  24.0        YES        Yes     Yes         No       1.0   \n",
       "24        Yes  25.0        YES        Yes     Yes         No       3.0   \n",
       "25        Yes  26.0         NO        abc      No         No       5.0   \n",
       "26        Yes  18.0         NO        abc     Yes         No       3.0   \n",
       "27        Yes  18.0         NO        abc     Yes         No       3.0   \n",
       "28        Yes  18.0         NO        abc     Yes         No       3.0   \n",
       "29        Yes  20.0         NO        abc     Yes         No       1.0   \n",
       "..        ...   ...        ...        ...     ...        ...       ...   \n",
       "133       Yes  31.0         No        abc     Yes        Yes       1.0   \n",
       "134       Yes  18.0        Yes        Yes     Yes         No       2.0   \n",
       "135       Yes  26.0        Yes         No     Yes        Yes       4.0   \n",
       "136       Yes  20.0        Yes        Yes     Yes        Yes       4.0   \n",
       "137       Yes  17.0        Yes        Yes     Yes        Yes       1.0   \n",
       "138       Yes  19.0        Yes        Yes     Yes         No       2.0   \n",
       "139       Yes  21.0         No        abc      No         No       1.0   \n",
       "140       Yes  30.0        Yes        Yes     Yes         No       2.0   \n",
       "141       Yes  26.0        Yes        Yes     Yes        Yes       5.0   \n",
       "142       Yes  21.0        Yes        Yes      No         No       3.0   \n",
       "143       Yes  20.0         No        abc      No        Yes       1.0   \n",
       "144       Yes  24.0        Yes         No     Yes        Yes       1.0   \n",
       "145       Yes  42.0         No        abc     Yes        Yes       1.0   \n",
       "146       Yes  21.0        Yes        Yes      No         No       3.0   \n",
       "147       Yes  21.0        Yes        Yes      No         No       3.0   \n",
       "148       Yes  27.0         No        abc      No         No       5.0   \n",
       "149       Yes  19.0         No        abc     Yes         No       3.0   \n",
       "150       Yes  22.0         No        abc     Yes        Yes       5.0   \n",
       "151       Yes  25.0        Yes        Yes     Yes         No       1.0   \n",
       "152       Yes  18.0         No        abc     Yes         No       1.0   \n",
       "153       Yes  23.0         NO        abc      No         No       3.0   \n",
       "154       Yes  40.0        YES        Yes     Yes         No       1.0   \n",
       "155       Yes  26.0         NO        abc      No         No       5.0   \n",
       "156       Yes  18.0         NO        abc     Yes         No       3.0   \n",
       "157       Yes  18.0         NO        abc      No         No       2.0   \n",
       "158       Yes  19.0        Yes        Yes     Yes         No       1.0   \n",
       "159       Yes  18.0        Yes        Yes     Yes         No       3.0   \n",
       "160       Yes  19.0         No        abc     Yes         No       5.0   \n",
       "161       Yes  25.0        Yes        Yes     Yes        Yes       1.0   \n",
       "162       Yes  26.0         No        abc      No         No       4.0   \n",
       "\n",
       "     cheeksHair  upperLipHair  betweenBreastHair ...   innerThighHair  \\\n",
       "0           4.0           4.0                3.0 ...              3.0   \n",
       "1           1.0           3.0                2.0 ...              1.0   \n",
       "2           1.0           1.0                1.0 ...              1.0   \n",
       "3           2.0           4.0                3.0 ...              3.0   \n",
       "4           1.0           4.0                3.0 ...              3.0   \n",
       "5           1.0           2.0                3.0 ...              4.0   \n",
       "6           1.0           3.0                2.0 ...              2.0   \n",
       "7           5.0           5.0                5.0 ...              5.0   \n",
       "8           3.0           3.0                1.0 ...              1.0   \n",
       "9           1.0           1.0                1.0 ...              1.0   \n",
       "10          3.0           3.0                3.0 ...              5.0   \n",
       "11          1.0           2.0                1.0 ...              1.0   \n",
       "12          1.0           5.0                1.0 ...              3.0   \n",
       "13          2.0           2.0                1.0 ...              2.0   \n",
       "14          4.0           4.0                4.0 ...              3.0   \n",
       "15          3.0           5.0                3.0 ...              5.0   \n",
       "16          2.0           1.0                1.0 ...              1.0   \n",
       "17          1.0           1.0                1.0 ...              1.0   \n",
       "18          1.0           2.0                3.0 ...              3.0   \n",
       "19          1.0           3.0                1.0 ...              3.0   \n",
       "20          1.0           1.0                1.0 ...              1.0   \n",
       "21          3.0           2.0                3.0 ...              3.0   \n",
       "22          3.0           2.0                3.0 ...              3.0   \n",
       "23          1.0           3.0                2.0 ...              5.0   \n",
       "24          1.0           4.0                2.0 ...              2.0   \n",
       "25          5.0           4.0                1.0 ...              5.0   \n",
       "26          1.0           4.0                1.0 ...              4.0   \n",
       "27          2.0           3.0                4.0 ...              4.0   \n",
       "28          3.0           2.0                2.0 ...              1.0   \n",
       "29          1.0           1.0                1.0 ...              1.0   \n",
       "..          ...           ...                ... ...              ...   \n",
       "133         1.0           5.0                1.0 ...              1.0   \n",
       "134         5.0           5.0                1.0 ...              2.0   \n",
       "135         5.0           3.0                5.0 ...              5.0   \n",
       "136         5.0           4.0                4.0 ...              3.0   \n",
       "137         1.0           1.0                5.0 ...              1.0   \n",
       "138         1.0           3.0                3.0 ...              2.0   \n",
       "139         1.0           2.0                1.0 ...              3.0   \n",
       "140         2.0           5.0                5.0 ...              5.0   \n",
       "141         3.0           3.0                5.0 ...              5.0   \n",
       "142         2.0           4.0                1.0 ...              3.0   \n",
       "143         2.0           2.0                1.0 ...              1.0   \n",
       "144         2.0           3.0                1.0 ...              1.0   \n",
       "145         1.0           2.0                1.0 ...              1.0   \n",
       "146         2.0           4.0                1.0 ...              3.0   \n",
       "147         2.0           4.0                1.0 ...              3.0   \n",
       "148         5.0           4.0                1.0 ...              5.0   \n",
       "149         1.0           4.0                1.0 ...              4.0   \n",
       "150         1.0           2.0                1.0 ...              1.0   \n",
       "151         1.0           1.0                1.0 ...              3.0   \n",
       "152         1.0           2.0                1.0 ...              1.0   \n",
       "153         4.0           4.0                3.0 ...              3.0   \n",
       "154         2.0           1.0                1.0 ...              1.0   \n",
       "155         5.0           4.0                1.0 ...              5.0   \n",
       "156         1.0           4.0                1.0 ...              4.0   \n",
       "157         2.0           2.0                3.0 ...              2.0   \n",
       "158         1.0           1.0                1.0 ...              3.0   \n",
       "159         1.0           4.0                1.0 ...              4.0   \n",
       "160         3.0           4.0                3.0 ...              4.0   \n",
       "161         1.0           2.0                1.0 ...              2.0   \n",
       "162         4.0           4.0                1.0 ...              2.0   \n",
       "\n",
       "     acneOrskinTag hairThinning darkPatch tiredness moodSwings exercise  \\\n",
       "0               No           No        No       Yes        Yes      3.0   \n",
       "1              Yes          Yes        No       Yes        Yes      4.0   \n",
       "2               No          Yes        No        No        Yes      1.0   \n",
       "3               No           No       Yes       Yes        Yes      5.0   \n",
       "4              Yes          Yes        No       Yes        Yes      2.0   \n",
       "5               No          Yes       Yes        No         No      1.0   \n",
       "6              Yes           No       Yes       Yes        Yes      1.0   \n",
       "7              Yes          Yes       Yes       Yes        Yes      1.0   \n",
       "8              Yes          Yes        No        No        Yes      1.0   \n",
       "9              Yes          Yes        No       Yes        Yes      5.0   \n",
       "10             Yes          Yes       Yes       Yes        Yes      1.0   \n",
       "11              No          Yes       Yes       Yes        Yes      2.0   \n",
       "12             Yes           No        No       Yes        Yes      1.0   \n",
       "13             Yes          Yes       Yes       Yes        Yes      4.0   \n",
       "14             Yes           No        No       Yes        Yes      1.0   \n",
       "15             Yes          Yes       Yes       Yes        Yes      6.0   \n",
       "16              No          Yes        No       Yes        Yes      1.0   \n",
       "17             Yes          Yes       Yes       Yes        Yes      5.0   \n",
       "18             Yes          Yes       Yes       Yes        Yes      3.0   \n",
       "19             Yes          Yes       Yes       Yes        Yes      5.0   \n",
       "20              No          Yes        No       Yes        Yes      1.0   \n",
       "21             Yes          Yes       Yes       Yes        Yes      1.0   \n",
       "22             Yes          Yes       Yes       Yes        Yes      1.0   \n",
       "23             Yes          Yes       Yes       Yes        Yes      6.0   \n",
       "24             Yes          Yes        No       Yes        Yes      1.0   \n",
       "25             Yes          Yes       Yes       Yes        Yes      3.0   \n",
       "26             Yes          Yes       Yes       Yes        Yes      4.0   \n",
       "27             Yes           No       Yes       Yes        Yes      5.0   \n",
       "28             Yes          Yes       Yes       Yes        Yes      3.0   \n",
       "29             Yes          Yes        No       Yes        Yes      1.0   \n",
       "..             ...          ...       ...       ...        ...      ...   \n",
       "133            Yes           No       Yes       Yes        Yes      5.0   \n",
       "134            Yes          Yes       Yes       Yes         No      1.0   \n",
       "135             No          Yes        No        No         No      5.0   \n",
       "136             No          Yes       Yes        No        Yes      5.0   \n",
       "137             No          Yes        No       Yes        Yes      1.0   \n",
       "138            Yes          Yes       Yes       Yes        Yes      6.0   \n",
       "139            Yes          Yes       Yes       Yes         No      1.0   \n",
       "140            Yes          Yes       Yes       Yes        Yes      1.0   \n",
       "141             No          Yes       Yes       Yes        Yes      1.0   \n",
       "142            Yes           No        No       Yes        Yes      4.0   \n",
       "143             No          Yes       Yes       Yes         No      1.0   \n",
       "144            Yes          Yes        No        No         No      1.0   \n",
       "145             No          Yes        No        No         No      1.0   \n",
       "146            Yes           No        No       Yes        Yes      4.0   \n",
       "147            Yes           No        No       Yes        Yes      4.0   \n",
       "148            Yes          Yes       Yes       Yes        Yes      4.0   \n",
       "149            Yes          Yes        No       Yes        Yes      4.0   \n",
       "150            Yes           No        No       Yes         No      1.0   \n",
       "151            Yes          Yes       Yes       Yes        Yes      3.0   \n",
       "152             No           No        No       Yes         No      4.0   \n",
       "153             No           No        No       Yes        Yes      3.0   \n",
       "154             No          Yes        No       Yes        Yes      1.0   \n",
       "155            Yes          Yes       Yes       Yes        Yes      3.0   \n",
       "156            Yes          Yes       Yes       Yes        Yes      4.0   \n",
       "157            Yes          Yes        No        No         No      3.0   \n",
       "158            Yes          Yes       Yes       Yes        Yes      3.0   \n",
       "159            Yes           No       Yes        No        Yes      5.0   \n",
       "160             No           No        No       Yes         No      6.0   \n",
       "161             No          Yes       Yes       Yes        Yes      1.0   \n",
       "162            Yes          Yes        No       Yes        Yes      5.0   \n",
       "\n",
       "     eatOutside  cannedFood city  \n",
       "0           4.0         Yes   No  \n",
       "1           3.0          No   No  \n",
       "2           6.0          No   No  \n",
       "3           2.0          No  Yes  \n",
       "4           2.0         Yes   No  \n",
       "5           3.0          No   No  \n",
       "6           3.0          No   No  \n",
       "7           7.0          No   No  \n",
       "8           2.0          No  Yes  \n",
       "9           4.0          No   No  \n",
       "10         12.0          No  Yes  \n",
       "11          2.0          No   No  \n",
       "12          3.0          No   No  \n",
       "13          3.0          No  Yes  \n",
       "14          1.0          No   No  \n",
       "15          2.0          No   No  \n",
       "16          1.0          No   No  \n",
       "17          6.0         Yes   No  \n",
       "18          3.0         Yes   No  \n",
       "19          1.0          No   No  \n",
       "20          1.0          No   No  \n",
       "21          1.0          No   No  \n",
       "22          1.0          No   No  \n",
       "23          1.0         Yes  Yes  \n",
       "24          1.0          No   No  \n",
       "25          2.0         Yes  Yes  \n",
       "26          4.0          No   No  \n",
       "27          2.0          No   No  \n",
       "28          3.0          No   No  \n",
       "29          4.0         Yes  Yes  \n",
       "..          ...         ...  ...  \n",
       "133         1.0          No   No  \n",
       "134         1.0          No   No  \n",
       "135         1.0          No   No  \n",
       "136         2.0          No   No  \n",
       "137         1.0         Yes   No  \n",
       "138         6.0          No   No  \n",
       "139         3.0          No   No  \n",
       "140         3.0          No   No  \n",
       "141         4.0          No  Yes  \n",
       "142         3.0          No   No  \n",
       "143         2.0          No  Yes  \n",
       "144         7.0         Yes   No  \n",
       "145         1.0          No   No  \n",
       "146         3.0          No   No  \n",
       "147         3.0          No   No  \n",
       "148         2.0         Yes  Yes  \n",
       "149         5.0          No   No  \n",
       "150         2.0          No   No  \n",
       "151         2.0          No  Yes  \n",
       "152         2.0          No   No  \n",
       "153         4.0         Yes   No  \n",
       "154         1.0          No   No  \n",
       "155         2.0         Yes  Yes  \n",
       "156         4.0          No   No  \n",
       "157         6.0          No   No  \n",
       "158         2.0          No  Yes  \n",
       "159        10.0         Yes  Yes  \n",
       "160         5.0          No   No  \n",
       "161         1.0         Yes  Yes  \n",
       "162         1.0          No   No  \n",
       "\n",
       "[163 rows x 21 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new.drop('result',axis=1,inplace=True)\n",
    "new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "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>age</th>\n",
       "      <th>chinHair</th>\n",
       "      <th>cheeksHair</th>\n",
       "      <th>upperLipHair</th>\n",
       "      <th>betweenBreastHair</th>\n",
       "      <th>armsHair</th>\n",
       "      <th>innerThighHair</th>\n",
       "      <th>exercise</th>\n",
       "      <th>eatOutside</th>\n",
       "      <th>Diagnose</th>\n",
       "      <th>...</th>\n",
       "      <th>Weightgain</th>\n",
       "      <th>Periods</th>\n",
       "      <th>Conceiving</th>\n",
       "      <th>AcneOrskinTag</th>\n",
       "      <th>HairThinning</th>\n",
       "      <th>DarkPatch</th>\n",
       "      <th>Tiredness</th>\n",
       "      <th>MoodSwings</th>\n",
       "      <th>CannedFood</th>\n",
       "      <th>City</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>23.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</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</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</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>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    age  chinHair  cheeksHair  upperLipHair  betweenBreastHair  armsHair  \\\n",
       "0  23.0       3.0         4.0           4.0                3.0       2.0   \n",
       "1  22.0       4.0         1.0           3.0                2.0       2.0   \n",
       "2  26.0       1.0         1.0           1.0                1.0       1.0   \n",
       "3  20.0       3.0         2.0           4.0                3.0       3.0   \n",
       "4  19.0       3.0         1.0           4.0                3.0       3.0   \n",
       "\n",
       "   innerThighHair  exercise  eatOutside  Diagnose  ...   Weightgain  Periods  \\\n",
       "0             3.0       3.0         4.0         1  ...            2        0   \n",
       "1             1.0       4.0         3.0         1  ...            0        0   \n",
       "2             1.0       1.0         6.0         1  ...            2        0   \n",
       "3             3.0       5.0         2.0         1  ...            1        1   \n",
       "4             3.0       2.0         2.0         1  ...            2        1   \n",
       "\n",
       "   Conceiving  AcneOrskinTag  HairThinning  DarkPatch  Tiredness  MoodSwings  \\\n",
       "0           0              0             0          0          1           1   \n",
       "1           0              1             1          0          1           1   \n",
       "2           0              0             1          0          0           1   \n",
       "3           0              0             0          1          1           1   \n",
       "4           0              1             1          0          1           1   \n",
       "\n",
       "   CannedFood  City  \n",
       "0           1     0  \n",
       "1           0     0  \n",
       "2           0     0  \n",
       "3           0     1  \n",
       "4           1     0  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def g(s):\n",
    "    if(s==\"YES\"):\n",
    "        return 1\n",
    "    if(s==\"NO\"):\n",
    "        return 0\n",
    "    if s==\"Yes\":\n",
    "        return 1\n",
    "    if s==\"No\":\n",
    "        return 0\n",
    "    if s==\"abc\":\n",
    "        return 2\n",
    "\n",
    "new[\"Diagnose\"]=new.diagnosed.apply(g)\n",
    "new[\"Overweight\"]=new.overweight.apply(g)\n",
    "new[\"Weightgain\"]=new.weightgain.apply(g)\n",
    "new[\"Periods\"]=new.periods.apply(g)\n",
    "new[\"Conceiving\"]=new.conceiving.apply(g)\n",
    "new[\"AcneOrskinTag\"]=new.acneOrskinTag.apply(g)\n",
    "new[\"HairThinning\"]=new.hairThinning.apply(g)\n",
    "new[\"DarkPatch\"]=new.darkPatch.apply(g)\n",
    "new[\"Tiredness\"]=new.tiredness.apply(g)\n",
    "new[\"MoodSwings\"]=new.moodSwings.apply(g)\n",
    "new[\"CannedFood\"]=new.cannedFood.apply(g)\n",
    "new[\"City\"]=new.city.apply(g)\n",
    "del new[\"diagnosed\"]\n",
    "del new[\"overweight\"]\n",
    "del new[\"weightgain\"]\n",
    "del new[\"periods\"]\n",
    "del new[\"conceiving\"]\n",
    "del new[\"acneOrskinTag\"]\n",
    "del new[\"hairThinning\"]\n",
    "del new[\"darkPatch\"]\n",
    "del new[\"tiredness\"]\n",
    "del new[\"moodSwings\"]\n",
    "del new[\"cannedFood\"]\n",
    "del new[\"city\"]\n",
    "new.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age                  float64\n",
       "chinHair             float64\n",
       "cheeksHair           float64\n",
       "upperLipHair         float64\n",
       "betweenBreastHair    float64\n",
       "armsHair             float64\n",
       "innerThighHair       float64\n",
       "exercise             float64\n",
       "eatOutside           float64\n",
       "Diagnose               int64\n",
       "Overweight             int64\n",
       "Weightgain             int64\n",
       "Periods                int64\n",
       "Conceiving             int64\n",
       "AcneOrskinTag          int64\n",
       "HairThinning           int64\n",
       "DarkPatch              int64\n",
       "Tiredness              int64\n",
       "MoodSwings             int64\n",
       "CannedFood             int64\n",
       "City                   int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>age</th>\n",
       "      <th>chinHair</th>\n",
       "      <th>cheeksHair</th>\n",
       "      <th>upperLipHair</th>\n",
       "      <th>betweenBreastHair</th>\n",
       "      <th>armsHair</th>\n",
       "      <th>innerThighHair</th>\n",
       "      <th>exercise</th>\n",
       "      <th>eatOutside</th>\n",
       "      <th>Diagnose</th>\n",
       "      <th>...</th>\n",
       "      <th>Weightgain</th>\n",
       "      <th>Periods</th>\n",
       "      <th>Conceiving</th>\n",
       "      <th>AcneOrskinTag</th>\n",
       "      <th>HairThinning</th>\n",
       "      <th>DarkPatch</th>\n",
       "      <th>Tiredness</th>\n",
       "      <th>MoodSwings</th>\n",
       "      <th>CannedFood</th>\n",
       "      <th>City</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    age  chinHair  cheeksHair  upperLipHair  betweenBreastHair  armsHair  \\\n",
       "1  22.0       4.0         1.0           3.0                2.0       2.0   \n",
       "\n",
       "   innerThighHair  exercise  eatOutside  Diagnose  ...   Weightgain  Periods  \\\n",
       "1             1.0       4.0         3.0         1  ...            0        0   \n",
       "\n",
       "   Conceiving  AcneOrskinTag  HairThinning  DarkPatch  Tiredness  MoodSwings  \\\n",
       "1           0              1             1          0          1           1   \n",
       "\n",
       "   CannedFood  City  \n",
       "1           0     0  \n",
       "\n",
       "[1 rows x 21 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new[:][1:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age                  0\n",
       "chinHair             0\n",
       "cheeksHair           0\n",
       "upperLipHair         0\n",
       "betweenBreastHair    0\n",
       "armsHair             0\n",
       "innerThighHair       0\n",
       "exercise             0\n",
       "eatOutside           0\n",
       "Diagnose             0\n",
       "Overweight           0\n",
       "Weightgain           0\n",
       "Periods              0\n",
       "Conceiving           0\n",
       "AcneOrskinTag        0\n",
       "HairThinning         0\n",
       "DarkPatch            0\n",
       "Tiredness            0\n",
       "MoodSwings           0\n",
       "CannedFood           0\n",
       "City                 0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    False\n",
       "1     True\n",
       "2     True\n",
       "3     True\n",
       "4     True\n",
       "Name: result, dtype: bool"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def f(s):\n",
    "    if(s==\"Yes\"):\n",
    "        return True\n",
    "    if(s==\"No\"):\n",
    "        return False\n",
    "    if(s==\"Yes(Detected Positive)\"):\n",
    "        return True\n",
    "    if(s==\"No(Detected Negative)\"):\n",
    "        return False\n",
    "y=y.result.apply(f)\n",
    "\n",
    "y.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#converting dataframe to array\n",
    "xnew=new.values\n",
    "ynew=y.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "scaler=MinMaxScaler(copy=True)\n",
    "scaler.fit(xnew)\n",
    "x_scaled=scaler.transform(xnew)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "x_train,x_test,y_train,y_test=train_test_split(xnew,ynew,random_state=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import classification_report,confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.8032786885245902, 0.7560975609756098)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "clf=SVC(kernel='poly',degree=2,C=0.01)\n",
    "clf.fit(x_train,y_train)\n",
    "ypredsvm=clf.predict(x_test)\n",
    "clf.score(x_train,y_train),clf.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.0, 0.7560975609756098)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "clf1=DecisionTreeClassifier()\n",
    "clf1.fit(x_train,y_train)\n",
    "ypredDT=clf1.predict(x_test)\n",
    "clf1.score(x_train,y_train),clf1.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['age', 'chinHair', 'cheeksHair', 'upperLipHair', 'betweenBreastHair',\n",
       "       'armsHair', 'innerThighHair', 'exercise', 'eatOutside', 'Diagnose',\n",
       "       'Overweight', 'Weightgain', 'Periods', 'Conceiving', 'AcneOrskinTag',\n",
       "       'HairThinning', 'DarkPatch', 'Tiredness', 'MoodSwings', 'CannedFood',\n",
       "       'City'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.02717039, 0.06455219, 0.        , 0.03659769, 0.10903146,\n",
       "       0.05187075, 0.19934848, 0.08545373, 0.0345805 , 0.        ,\n",
       "       0.        , 0.06354167, 0.0345805 , 0.0453869 , 0.        ,\n",
       "       0.17054512, 0.03890306, 0.        , 0.        , 0.        ,\n",
       "       0.03843755])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf1.feature_importances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.8934426229508197, 0.5853658536585366)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "clf2=GaussianNB()\n",
    "clf2.fit(x_train,y_train)\n",
    "ypredNB=clf2.predict(x_test)\n",
    "clf2.score(x_train,y_train),clf2.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.42740710635703216, -0.49094935468946904)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "clf5=LinearRegression()\n",
    "clf5.fit(x_train,y_train)\n",
    "ypredLR=clf5.predict(x_test)\n",
    "clf5.score(x_train,y_train),clf5.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.8032786885245902, 0.7560975609756098)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "clf3 = LogisticRegression(C=0.01)\n",
    "clf3.fit(x_train,y_train)\n",
    "ypredLR=clf3.predict(x_test)\n",
    "clf3.score(x_train,y_train),clf3.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.8934426229508197, 0.7560975609756098)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "clf6=KNeighborsClassifier(n_neighbors=3)\n",
    "clf6.fit(x_train,y_train)\n",
    "ypredKNN=clf6.predict(x_test)\n",
    "clf6.score(x_train,y_train),clf6.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\ensemble\\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n",
      "  \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(1.0, 0.8536585365853658)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "clf7 = RandomForestClassifier(criterion=\"entropy\")\n",
    "clf7.fit(x_train, y_train)\n",
    "ypredRF=clf7.predict(x_test)\n",
    "clf7.score(x_train,y_train),clf7.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import StratifiedKFold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Stacking(model,train,y,test,n_fold):\n",
    "    folds=StratifiedKFold(n_splits=n_fold,random_state=1)\n",
    "    test_pred=np.empty((test.shape[0],1),float)\n",
    "    train_pred=np.empty((0,1),float)\n",
    "    for train_indices,val_indices in folds.split(train,y.values):\n",
    "        x_train,x_val=train.iloc[train_indices],train.iloc[val_indices]\n",
    "        y_train,y_val=y.iloc[train_indices],y.iloc[val_indices]\n",
    "\n",
    "        model.fit(X=x_train,y=y_train)\n",
    "        train_pred=np.append(train_pred,model.predict(x_val))\n",
    "        test_pred=np.append(test_pred,model.predict(test))\n",
    "    return test_pred.reshape(-1,1),train_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\utils\\validation.py:724: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\utils\\validation.py:724: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\utils\\validation.py:724: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\utils\\validation.py:724: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\utils\\validation.py:724: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\ensemble\\forest.py:245: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n",
      "  \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7560975609756098"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain=pd.DataFrame(x_train)\n",
    "ytrain=pd.DataFrame(y_train)\n",
    "xtest=pd.DataFrame(x_test)\n",
    "test_pred1 ,train_pred1=Stacking(model=clf6,n_fold=5, train=xtrain,test=xtest,y=ytrain)\n",
    "test_pred2 ,train_pred2=Stacking(model=clf1,n_fold=5, train=xtrain,test=xtest,y=ytrain)\n",
    "test_pred3 ,train_pred3=Stacking(model=clf,n_fold=5, train=xtrain,test=xtest,y=ytrain)\n",
    "\n",
    "train_pred1=pd.DataFrame(train_pred1)\n",
    "test_pred1=pd.DataFrame(test_pred1)\n",
    "\n",
    "train_pred2=pd.DataFrame(train_pred2)\n",
    "test_pred2=pd.DataFrame(test_pred2)\n",
    "\n",
    "train_pred3=pd.DataFrame(train_pred3)\n",
    "test_pred3=pd.DataFrame(test_pred3)\n",
    "\n",
    "test_pred1=test_pred1.iloc[:41]\n",
    "test_pred2=test_pred2.iloc[:41]\n",
    "test_pred3=test_pred3.iloc[:41]\n",
    "\n",
    "df_train = pd.concat([train_pred1, train_pred2, train_pred3], axis=1)\n",
    "df_test = pd.concat([test_pred1, test_pred2,test_pred3], axis=1)\n",
    "\n",
    "ytest=pd.DataFrame(y_test)\n",
    "model = RandomForestClassifier(random_state=1,criterion=\"entropy\")\n",
    "model.fit(df_train,y_train)\n",
    "model.score(df_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7560975609756098"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Bagging \n",
    "from sklearn. ensemble import BaggingClassifier, AdaBoostClassifier, VotingClassifier\n",
    "bg = BaggingClassifier(clf3, max_samples= 0.5, max_features = 1.0, n_estimators = 20)\n",
    "bg.fit(x_train,y_train)\n",
    "bg.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7317073170731707"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Boosting - Ada Boost\n",
    "adb = AdaBoostClassifier(LogisticRegression(),n_estimators = 5, learning_rate = 1)\n",
    "adb.fit(x_train,y_train)\n",
    "adb.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\svm\\base.py:193: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7804878048780488"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evc = VotingClassifier( estimators= [('svm',clf),('dt',clf1),('nb',clf2),('lr',clf3),('knn',clf6)], voting = 'hard')\n",
    "evc.fit(x_train,y_train)\n",
    "evc.score(x_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3360655737704918"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import mean_squared_error\n",
    "kmeans=KMeans(n_clusters=2\n",
    "             )\n",
    "\n",
    "ypredKn=[]\n",
    "kmeans.fit(x_train)\n",
    "for i in kmeans.labels_:\n",
    "    ypredKn.append(int(not i))\n",
    "rmse=mean_squared_error(ypredKn,y_train)\n",
    "rmse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 0.6581196581196581\n",
      "2 0.5623931623931625\n",
      "3 0.6324786324786325\n",
      "4 0.6102564102564103\n",
      "5 0.6324786324786325\n",
      "6 0.6581196581196581\n",
      "7 0.7350427350427351\n",
      "8 0.7094017094017094\n",
      "9 0.7572649572649572\n",
      "10 0.7350427350427351\n",
      "11 0.7829059829059829\n",
      "12 0.7829059829059829\n",
      "13 0.7572649572649572\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "x_axis=[]\n",
    "y_axis=[]\n",
    "for i in range(1,14):\n",
    "    clf=KNeighborsClassifier(n_neighbors=i)\n",
    "    score=cross_val_score(clf,x_test,y_test)\n",
    "    x_axis.append(i)\n",
    "    y_axis.append(score.mean())\n",
    "    print(i,score.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.73333333 0.76923077 0.76923077]\n",
      "[0.53333333 0.84615385 0.69230769]\n",
      "[0.6        0.69230769 0.69230769]\n",
      "[0.73333333 0.76923077 0.76923077]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "print(cross_val_score(clf,x_test,y_test))\n",
    "print(cross_val_score(clf1,x_test,y_test))\n",
    "print(cross_val_score(clf2,x_test,y_test))\n",
    "print(cross_val_score(clf3,x_test,y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pydotplus\n",
    "from sklearn.tree import export_graphviz\n",
    "dot_data = export_graphviz(clf1, out_file=None,\n",
    "                          feature_names=new.columns,\n",
    "                          class_names=['yes','no'])\n",
    "graph = pydotplus.graph_from_dot_data(dot_data)\n",
    "graph.write_pdf(\"pcos4_entropy1.pdfpdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <th>patient</th>\n",
       "      <th>Do You get menstural periods at regular intervals? (YES/NO)</th>\n",
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       "      <th>I sleep after?</th>\n",
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       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
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       "      <td>11.00pm</td>\n",
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       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
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       "      <td>n</td>\n",
       "      <td>n</td>\n",
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       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>ed</td>\n",
       "      <td>mb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>p13</td>\n",
       "      <td>ib</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12.00am</td>\n",
       "      <td>8.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>ed</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>p14</td>\n",
       "      <td>im</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>y</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>6.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>e</td>\n",
       "      <td>mb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>p15</td>\n",
       "      <td>hb</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.30am</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>ed</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>p16</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>3.30am</td>\n",
       "      <td>8.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>p17</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>6.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>p18</td>\n",
       "      <td>No</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>y</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>p19</td>\n",
       "      <td>im</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>cc</td>\n",
       "      <td>n</td>\n",
       "      <td>12.00am</td>\n",
       "      <td>7.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>ed</td>\n",
       "      <td>mb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>p20</td>\n",
       "      <td>im</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>6.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>p21</td>\n",
       "      <td>ib</td>\n",
       "      <td>n</td>\n",
       "      <td>NaN</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>y</td>\n",
       "      <td>12.30am</td>\n",
       "      <td>7.45am</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>p22</td>\n",
       "      <td>im</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.30pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>p23</td>\n",
       "      <td>No</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12.00am</td>\n",
       "      <td>8.30am</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>p24</td>\n",
       "      <td>im</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12.00am</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>p25</td>\n",
       "      <td>im</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>p26</td>\n",
       "      <td>yes</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>p27</td>\n",
       "      <td>yes</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12.00am</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>p28</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>NaN</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>p29</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>y</td>\n",
       "      <td>0.9375</td>\n",
       "      <td>0.2291666666666667</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>p30</td>\n",
       "      <td>yes</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>0.9583333333333334</td>\n",
       "      <td>0.3125</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>p96</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.30pm</td>\n",
       "      <td>7.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>p97</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12.30pm</td>\n",
       "      <td>7.45am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>m</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>p98</td>\n",
       "      <td>hb</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12.30pm</td>\n",
       "      <td>8.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>p99</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12.30pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>p100</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>p101</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.30pm</td>\n",
       "      <td>7.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>p102</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>ed</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>p103</td>\n",
       "      <td>yes</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12.30pm</td>\n",
       "      <td>7.30am</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>p104</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>y</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>p105</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12:00am</td>\n",
       "      <td>8:30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>p106</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12:00am</td>\n",
       "      <td>8:00am</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>p107</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11:00pm</td>\n",
       "      <td>7:30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>p108</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12:00am</td>\n",
       "      <td>7:30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>p109</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11:00pm</td>\n",
       "      <td>7:00am</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>p110</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>10:30pm</td>\n",
       "      <td>7:00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>p111</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11:30pm</td>\n",
       "      <td>7:00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>p112</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>3:00am</td>\n",
       "      <td>7:30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>p113</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12:30am</td>\n",
       "      <td>7:30am</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>p114</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11:00am</td>\n",
       "      <td>6:30am</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>p115</td>\n",
       "      <td>yes</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>10:00pm</td>\n",
       "      <td>6:00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>p116</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>y</td>\n",
       "      <td>11:00pm</td>\n",
       "      <td>7:00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>m</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>p117</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>y</td>\n",
       "      <td>10:00pm</td>\n",
       "      <td>7:00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>p118</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12:00am</td>\n",
       "      <td>6:30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>p119</td>\n",
       "      <td>yes</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12:00am</td>\n",
       "      <td>7:30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>p120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>p121</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>p122</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>p123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>p124</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>p125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>125 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    patient Do You get menstural periods at regular intervals? (YES/NO)  \\\n",
       "0        p1                                                 hb            \n",
       "1        p2                                                 im            \n",
       "2        p3                                                 hb            \n",
       "3        p4                                                 ib            \n",
       "4        p5                                                 im            \n",
       "5        p6                                                 No            \n",
       "6        p7                                                 im            \n",
       "7        p8                                                 im            \n",
       "8        p9                                                 im            \n",
       "9       p10                                                 im            \n",
       "10      p11                                                 im            \n",
       "11      p12                                                 im            \n",
       "12      p13                                                 ib            \n",
       "13      p14                                                 im            \n",
       "14      p15                                                 hb            \n",
       "15      p16                                                yes            \n",
       "16      p17                                                yes            \n",
       "17      p18                                                 No            \n",
       "18      p19                                                 im            \n",
       "19      p20                                                 im            \n",
       "20      p21                                                 ib            \n",
       "21      p22                                                 im            \n",
       "22      p23                                                 No            \n",
       "23      p24                                                 im            \n",
       "24      p25                                                 im            \n",
       "25      p26                                                yes            \n",
       "26      p27                                                yes            \n",
       "27      p28                                                yes            \n",
       "28      p29                                                yes            \n",
       "29      p30                                                yes            \n",
       "..      ...                                                ...            \n",
       "95      p96                                                yes            \n",
       "96      p97                                                yes            \n",
       "97      p98                                                 hb            \n",
       "98      p99                                                yes            \n",
       "99     p100                                                yes            \n",
       "100    p101                                                yes            \n",
       "101    p102                                                yes            \n",
       "102    p103                                                yes            \n",
       "103    p104                                                yes            \n",
       "104    p105                                                yes            \n",
       "105    p106                                                yes            \n",
       "106    p107                                                yes            \n",
       "107    p108                                                yes            \n",
       "108    p109                                                yes            \n",
       "109    p110                                                yes            \n",
       "110    p111                                                yes            \n",
       "111    p112                                                yes            \n",
       "112    p113                                                yes            \n",
       "113    p114                                                yes            \n",
       "114    p115                                                yes            \n",
       "115    p116                                                yes            \n",
       "116    p117                                                yes            \n",
       "117    p118                                                yes            \n",
       "118    p119                                                yes            \n",
       "119    p120                                                NaN            \n",
       "120    p121                                                NaN            \n",
       "121    p122                                                NaN            \n",
       "122    p123                                                NaN            \n",
       "123    p124                                                NaN            \n",
       "124    p125                                                NaN            \n",
       "\n",
       "    Are you gaining weight Rapidly? (YES/NO)  \\\n",
       "0                                          y   \n",
       "1                                          y   \n",
       "2                                          y   \n",
       "3                                          n   \n",
       "4                                          y   \n",
       "5                                          n   \n",
       "6                                          n   \n",
       "7                                          n   \n",
       "8                                          n   \n",
       "9                                          n   \n",
       "10                                         n   \n",
       "11                                         n   \n",
       "12                                         y   \n",
       "13                                         y   \n",
       "14                                         y   \n",
       "15                                         n   \n",
       "16                                         n   \n",
       "17                                         n   \n",
       "18                                         n   \n",
       "19                                         n   \n",
       "20                                         n   \n",
       "21                                         n   \n",
       "22                                         n   \n",
       "23                                         n   \n",
       "24                                         n   \n",
       "25                                         y   \n",
       "26                                         y   \n",
       "27                                         n   \n",
       "28                                         n   \n",
       "29                                         y   \n",
       "..                                       ...   \n",
       "95                                         n   \n",
       "96                                         n   \n",
       "97                                         n   \n",
       "98                                         n   \n",
       "99                                         n   \n",
       "100                                        n   \n",
       "101                                        n   \n",
       "102                                        y   \n",
       "103                                        n   \n",
       "104                                        n   \n",
       "105                                        n   \n",
       "106                                        n   \n",
       "107                                        n   \n",
       "108                                        n   \n",
       "109                                        n   \n",
       "110                                        n   \n",
       "111                                        n   \n",
       "112                                        n   \n",
       "113                                        n   \n",
       "114                                        y   \n",
       "115                                        n   \n",
       "116                                        n   \n",
       "117                                        n   \n",
       "118                                        n   \n",
       "119                                      NaN   \n",
       "120                                      NaN   \n",
       "121                                      NaN   \n",
       "122                                      NaN   \n",
       "123                                      NaN   \n",
       "124                                      NaN   \n",
       "\n",
       "    Do You have Excess of facial  or Body Hair ? (YES/NO)  \\\n",
       "0                                                    y      \n",
       "1                                                    y      \n",
       "2                                                    y      \n",
       "3                                                    y      \n",
       "4                                                    y      \n",
       "5                                                    n      \n",
       "6                                                    y      \n",
       "7                                                    n      \n",
       "8                                                    n      \n",
       "9                                                    y      \n",
       "10                                                   y      \n",
       "11                                                   n      \n",
       "12                                                   n      \n",
       "13                                                   n      \n",
       "14                                                   n      \n",
       "15                                                   n      \n",
       "16                                                   n      \n",
       "17                                                   n      \n",
       "18                                                   y      \n",
       "19                                                   y      \n",
       "20                                                 NaN      \n",
       "21                                                   n      \n",
       "22                                                   n      \n",
       "23                                                   y      \n",
       "24                                                   y      \n",
       "25                                                   n      \n",
       "26                                                   n      \n",
       "27                                                   n      \n",
       "28                                                   n      \n",
       "29                                                   y      \n",
       "..                                                 ...      \n",
       "95                                                   n      \n",
       "96                                                   n      \n",
       "97                                                   n      \n",
       "98                                                   n      \n",
       "99                                                   n      \n",
       "100                                                  n      \n",
       "101                                                  y      \n",
       "102                                                  y      \n",
       "103                                                  n      \n",
       "104                                                  n      \n",
       "105                                                  y      \n",
       "106                                                  n      \n",
       "107                                                  y      \n",
       "108                                                  n      \n",
       "109                                                  n      \n",
       "110                                                  n      \n",
       "111                                                  n      \n",
       "112                                                  n      \n",
       "113                                                  n      \n",
       "114                                                  n      \n",
       "115                                                  n      \n",
       "116                                                  n      \n",
       "117                                                  y      \n",
       "118                                                  n      \n",
       "119                                                NaN      \n",
       "120                                                NaN      \n",
       "121                                                NaN      \n",
       "122                                                NaN      \n",
       "123                                                NaN      \n",
       "124                                                NaN      \n",
       "\n",
       "    Do you Have patches of dark areas on your skin?(Yes/No)  \\\n",
       "0                                                    n        \n",
       "1                                                    n        \n",
       "2                                                    n        \n",
       "3                                                    n        \n",
       "4                                                    n        \n",
       "5                                                    n        \n",
       "6                                                    y        \n",
       "7                                                    n        \n",
       "8                                                    n        \n",
       "9                                                    y        \n",
       "10                                                   n        \n",
       "11                                                   n        \n",
       "12                                                   n        \n",
       "13                                                   n        \n",
       "14                                                   n        \n",
       "15                                                   n        \n",
       "16                                                   n        \n",
       "17                                                   n        \n",
       "18                                                   n        \n",
       "19                                                   n        \n",
       "20                                                   n        \n",
       "21                                                   n        \n",
       "22                                                   n        \n",
       "23                                                   y        \n",
       "24                                                   n        \n",
       "25                                                   n        \n",
       "26                                                   n        \n",
       "27                                                   n        \n",
       "28                                                   n        \n",
       "29                                                   y        \n",
       "..                                                 ...        \n",
       "95                                                   n        \n",
       "96                                                   n        \n",
       "97                                                   n        \n",
       "98                                                   y        \n",
       "99                                                   n        \n",
       "100                                                  n        \n",
       "101                                                  y        \n",
       "102                                                  y        \n",
       "103                                                  y        \n",
       "104                                                  n        \n",
       "105                                                  n        \n",
       "106                                                  n        \n",
       "107                                                  n        \n",
       "108                                                  n        \n",
       "109                                                  n        \n",
       "110                                                  n        \n",
       "111                                                  n        \n",
       "112                                                  n        \n",
       "113                                                  n        \n",
       "114                                                  n        \n",
       "115                                                  n        \n",
       "116                                                  n        \n",
       "117                                                  n        \n",
       "118                                                  n        \n",
       "119                                                NaN        \n",
       "120                                                NaN        \n",
       "121                                                NaN        \n",
       "122                                                NaN        \n",
       "123                                                NaN        \n",
       "124                                                NaN        \n",
       "\n",
       "    Do You suffer from pimples? (YES/NO)  \\\n",
       "0                                      y   \n",
       "1                                      n   \n",
       "2                                      n   \n",
       "3                                      n   \n",
       "4                                      n   \n",
       "5                                      y   \n",
       "6                                      n   \n",
       "7                                      y   \n",
       "8                                      y   \n",
       "9                                      n   \n",
       "10                                     y   \n",
       "11                                     y   \n",
       "12                                     n   \n",
       "13                                     y   \n",
       "14                                     y   \n",
       "15                                     n   \n",
       "16                                     n   \n",
       "17                                     n   \n",
       "18                                     n   \n",
       "19                                     n   \n",
       "20                                     n   \n",
       "21                                     n   \n",
       "22                                     y   \n",
       "23                                     y   \n",
       "24                                     y   \n",
       "25                                     y   \n",
       "26                                     n   \n",
       "27                                     n   \n",
       "28                                     n   \n",
       "29                                     y   \n",
       "..                                   ...   \n",
       "95                                     n   \n",
       "96                                     n   \n",
       "97                                     n   \n",
       "98                                     n   \n",
       "99                                     y   \n",
       "100                                    y   \n",
       "101                                    y   \n",
       "102                                    y   \n",
       "103                                    y   \n",
       "104                                    n   \n",
       "105                                    n   \n",
       "106                                    y   \n",
       "107                                    y   \n",
       "108                                    n   \n",
       "109                                    y   \n",
       "110                                    n   \n",
       "111                                    n   \n",
       "112                                    n   \n",
       "113                                    n   \n",
       "114                                    n   \n",
       "115                                    y   \n",
       "116                                    n   \n",
       "117                                    y   \n",
       "118                                    n   \n",
       "119                                  NaN   \n",
       "120                                  NaN   \n",
       "121                                  NaN   \n",
       "122                                  NaN   \n",
       "123                                  NaN   \n",
       "124                                  NaN   \n",
       "\n",
       "    Do you face deppression and anxietyt? (YES/NO)  \\\n",
       "0                                                y   \n",
       "1                                                y   \n",
       "2                                                y   \n",
       "3                                                y   \n",
       "4                                                y   \n",
       "5                                                n   \n",
       "6                                                n   \n",
       "7                                                n   \n",
       "8                                                y   \n",
       "9                                                n   \n",
       "10                                               y   \n",
       "11                                               n   \n",
       "12                                               n   \n",
       "13                                               y   \n",
       "14                                               y   \n",
       "15                                               n   \n",
       "16                                               n   \n",
       "17                                               n   \n",
       "18                                               n   \n",
       "19                                               n   \n",
       "20                                               n   \n",
       "21                                               n   \n",
       "22                                               y   \n",
       "23                                               y   \n",
       "24                                               y   \n",
       "25                                               n   \n",
       "26                                               n   \n",
       "27                                             NaN   \n",
       "28                                               n   \n",
       "29                                               y   \n",
       "..                                             ...   \n",
       "95                                               n   \n",
       "96                                               n   \n",
       "97                                               n   \n",
       "98                                               n   \n",
       "99                                               n   \n",
       "100                                              n   \n",
       "101                                              n   \n",
       "102                                              n   \n",
       "103                                              y   \n",
       "104                                              n   \n",
       "105                                              n   \n",
       "106                                              y   \n",
       "107                                              n   \n",
       "108                                              n   \n",
       "109                                              n   \n",
       "110                                              n   \n",
       "111                                              n   \n",
       "112                                              n   \n",
       "113                                              n   \n",
       "114                                              n   \n",
       "115                                              n   \n",
       "116                                              n   \n",
       "117                                              n   \n",
       "118                                              n   \n",
       "119                                            NaN   \n",
       "120                                            NaN   \n",
       "121                                            NaN   \n",
       "122                                            NaN   \n",
       "123                                            NaN   \n",
       "124                                            NaN   \n",
       "\n",
       "    Do you any family history of Diabetics and Hyper Tension? (YES/NO)  \\\n",
       "0                                                    n                   \n",
       "1                                                    n                   \n",
       "2                                                    n                   \n",
       "3                                                    y                   \n",
       "4                                                    y                   \n",
       "5                                                    y                   \n",
       "6                                                    y                   \n",
       "7                                                    y                   \n",
       "8                                                    y                   \n",
       "9                                                    y                   \n",
       "10                                                   n                   \n",
       "11                                                   y                   \n",
       "12                                                   n                   \n",
       "13                                                   y                   \n",
       "14                                                   n                   \n",
       "15                                                   n                   \n",
       "16                                                   n                   \n",
       "17                                                   n                   \n",
       "18                                                   y                   \n",
       "19                                                   n                   \n",
       "20                                                   n                   \n",
       "21                                                   y                   \n",
       "22                                                   y                   \n",
       "23                                                   y                   \n",
       "24                                                   n                   \n",
       "25                                                   n                   \n",
       "26                                                   n                   \n",
       "27                                                   n                   \n",
       "28                                                   n                   \n",
       "29                                                   n                   \n",
       "..                                                 ...                   \n",
       "95                                                   y                   \n",
       "96                                                   n                   \n",
       "97                                                   n                   \n",
       "98                                                   n                   \n",
       "99                                                   n                   \n",
       "100                                                  y                   \n",
       "101                                                  n                   \n",
       "102                                                  n                   \n",
       "103                                                  y                   \n",
       "104                                                  y                   \n",
       "105                                                  y                   \n",
       "106                                                  n                   \n",
       "107                                                  y                   \n",
       "108                                                  n                   \n",
       "109                                                  n                   \n",
       "110                                                  n                   \n",
       "111                                                  n                   \n",
       "112                                                  y                   \n",
       "113                                                  n                   \n",
       "114                                                  y                   \n",
       "115                                                  n                   \n",
       "116                                                  n                   \n",
       "117                                                  n                   \n",
       "118                                                  n                   \n",
       "119                                                NaN                   \n",
       "120                                                NaN                   \n",
       "121                                                NaN                   \n",
       "122                                                NaN                   \n",
       "123                                                NaN                   \n",
       "124                                                NaN                   \n",
       "\n",
       "    Are you finding any difficulty in maintaining your body weight? (YES/NO)  \\\n",
       "0                                                    y                         \n",
       "1                                                    y                         \n",
       "2                                                    y                         \n",
       "3                                                    y                         \n",
       "4                                                    y                         \n",
       "5                                                    y                         \n",
       "6                                                    y                         \n",
       "7                                                    n                         \n",
       "8                                                    n                         \n",
       "9                                                    y                         \n",
       "10                                                   n                         \n",
       "11                                                   n                         \n",
       "12                                                   y                         \n",
       "13                                                   y                         \n",
       "14                                                   y                         \n",
       "15                                                   n                         \n",
       "16                                                   n                         \n",
       "17                                                   n                         \n",
       "18                                                   n                         \n",
       "19                                                   n                         \n",
       "20                                                   n                         \n",
       "21                                                   n                         \n",
       "22                                                   y                         \n",
       "23                                                   y                         \n",
       "24                                                   n                         \n",
       "25                                                   y                         \n",
       "26                                                   y                         \n",
       "27                                                   n                         \n",
       "28                                                   n                         \n",
       "29                                                   y                         \n",
       "..                                                 ...                         \n",
       "95                                                   n                         \n",
       "96                                                   n                         \n",
       "97                                                   n                         \n",
       "98                                                   n                         \n",
       "99                                                   y                         \n",
       "100                                                  n                         \n",
       "101                                                  n                         \n",
       "102                                                  y                         \n",
       "103                                                  y                         \n",
       "104                                                  n                         \n",
       "105                                                  n                         \n",
       "106                                                  n                         \n",
       "107                                                  n                         \n",
       "108                                                  n                         \n",
       "109                                                  n                         \n",
       "110                                                  n                         \n",
       "111                                                  n                         \n",
       "112                                                  n                         \n",
       "113                                                  n                         \n",
       "114                                                  n                         \n",
       "115                                                  n                         \n",
       "116                                                  n                         \n",
       "117                                                  n                         \n",
       "118                                                  n                         \n",
       "119                                                NaN                         \n",
       "120                                                NaN                         \n",
       "121                                                NaN                         \n",
       "122                                                NaN                         \n",
       "123                                                NaN                         \n",
       "124                                                NaN                         \n",
       "\n",
       "    Do you have na oily skin? (YES/NO)     ...      \\\n",
       "0                                    y     ...       \n",
       "1                                    n     ...       \n",
       "2                                    n     ...       \n",
       "3                                    n     ...       \n",
       "4                                    y     ...       \n",
       "5                                    y     ...       \n",
       "6                                    y     ...       \n",
       "7                                    y     ...       \n",
       "8                                    y     ...       \n",
       "9                                    y     ...       \n",
       "10                                   y     ...       \n",
       "11                                   y     ...       \n",
       "12                                   n     ...       \n",
       "13                                   y     ...       \n",
       "14                                   y     ...       \n",
       "15                                   y     ...       \n",
       "16                                   y     ...       \n",
       "17                                   y     ...       \n",
       "18                                   n     ...       \n",
       "19                                   y     ...       \n",
       "20                                   n     ...       \n",
       "21                                   n     ...       \n",
       "22                                   n     ...       \n",
       "23                                   y     ...       \n",
       "24                                   y     ...       \n",
       "25                                   n     ...       \n",
       "26                                   n     ...       \n",
       "27                                   n     ...       \n",
       "28                                   y     ...       \n",
       "29                                   y     ...       \n",
       "..                                 ...     ...       \n",
       "95                                   n     ...       \n",
       "96                                   n     ...       \n",
       "97                                   n     ...       \n",
       "98                                   n     ...       \n",
       "99                                   n     ...       \n",
       "100                                  y     ...       \n",
       "101                                  y     ...       \n",
       "102                                  y     ...       \n",
       "103                                  y     ...       \n",
       "104                                  y     ...       \n",
       "105                                  n     ...       \n",
       "106                                  n     ...       \n",
       "107                                  y     ...       \n",
       "108                                  n     ...       \n",
       "109                                  y     ...       \n",
       "110                                  n     ...       \n",
       "111                                  n     ...       \n",
       "112                                  y     ...       \n",
       "113                                  n     ...       \n",
       "114                                  y     ...       \n",
       "115                                  n     ...       \n",
       "116                                  n     ...       \n",
       "117                                  n     ...       \n",
       "118                                  y     ...       \n",
       "119                                NaN     ...       \n",
       "120                                NaN     ...       \n",
       "121                                NaN     ...       \n",
       "122                                NaN     ...       \n",
       "123                                NaN     ...       \n",
       "124                                NaN     ...       \n",
       "\n",
       "    Where do you Frequently eat? Do you exercise reguarly?  \\\n",
       "0                             hm                         n   \n",
       "1                             hm                         n   \n",
       "2                             hm                         n   \n",
       "3                             hm                         n   \n",
       "4                             hm                         n   \n",
       "5                             hm                         n   \n",
       "6                             hm                         n   \n",
       "7                             hm                         n   \n",
       "8                             hm                         n   \n",
       "9                             hm                         n   \n",
       "10                            hm                         n   \n",
       "11                            hm                         n   \n",
       "12                            hm                         n   \n",
       "13                            hm                         y   \n",
       "14                            hm                         n   \n",
       "15                            hm                         n   \n",
       "16                            hm                         n   \n",
       "17                            hm                         y   \n",
       "18                            cc                         n   \n",
       "19                            hm                         n   \n",
       "20                            hm                         y   \n",
       "21                            hm                         n   \n",
       "22                            hm                         n   \n",
       "23                            hm                         n   \n",
       "24                            hm                         n   \n",
       "25                            hm                         n   \n",
       "26                            hm                         n   \n",
       "27                            hm                         n   \n",
       "28                            hm                         y   \n",
       "29                            hm                         n   \n",
       "..                           ...                       ...   \n",
       "95                            hm                         n   \n",
       "96                            hm                         n   \n",
       "97                            hm                         n   \n",
       "98                            hm                         n   \n",
       "99                            hm                         n   \n",
       "100                           hm                         n   \n",
       "101                           hm                         n   \n",
       "102                           hm                         n   \n",
       "103                           hm                         y   \n",
       "104                           hm                         n   \n",
       "105                           hm                         n   \n",
       "106                           hm                         n   \n",
       "107                           hm                         n   \n",
       "108                           hm                         n   \n",
       "109                           hm                         n   \n",
       "110                           hm                         n   \n",
       "111                           hm                         n   \n",
       "112                           hm                         n   \n",
       "113                           hm                         n   \n",
       "114                           hm                         n   \n",
       "115                           hm                         y   \n",
       "116                           hm                         y   \n",
       "117                           hm                         n   \n",
       "118                           hm                         n   \n",
       "119                          NaN                       NaN   \n",
       "120                          NaN                       NaN   \n",
       "121                          NaN                       NaN   \n",
       "122                          NaN                       NaN   \n",
       "123                          NaN                       NaN   \n",
       "124                          NaN                       NaN   \n",
       "\n",
       "         I sleep after?       I wake up at?  \\\n",
       "0               11.00pm              7.00am   \n",
       "1               12.00am              8.00am   \n",
       "2               11.00pm              7.00am   \n",
       "3                3.00am              7.30am   \n",
       "4               12.00am              8.30am   \n",
       "5               12.30am              8.00am   \n",
       "6               12.00am              7.30am   \n",
       "7               12.00am              8.30am   \n",
       "8               12.00am              7.00am   \n",
       "9                9.30pm              7.00am   \n",
       "10              11.00pm              7.00am   \n",
       "11              11.00pm              7.30am   \n",
       "12              12.00am              8.00am   \n",
       "13              11.00pm              6.00am   \n",
       "14              11.00pm              7.30am   \n",
       "15               3.30am              8.00am   \n",
       "16              11.00pm              6.30am   \n",
       "17              11.00pm              7.30am   \n",
       "18              12.00am              7.30am   \n",
       "19              11.00pm              6.30am   \n",
       "20              12.30am              7.45am   \n",
       "21              11.30pm              7.00am   \n",
       "22              12.00am              8.30am   \n",
       "23              12.00am              7.00am   \n",
       "24              11.00pm              7.00am   \n",
       "25              11.00pm              7.00am   \n",
       "26              12.00am              7.00am   \n",
       "27              11.00pm              7.00am   \n",
       "28               0.9375  0.2291666666666667   \n",
       "29   0.9583333333333334              0.3125   \n",
       "..                  ...                 ...   \n",
       "95              11.30pm              7.30am   \n",
       "96              12.30pm              7.45am   \n",
       "97              12.30pm              8.00am   \n",
       "98              12.30pm              7.00am   \n",
       "99              11.00pm              7.00am   \n",
       "100             11.30pm              7.30am   \n",
       "101             11.00pm              7.00am   \n",
       "102             12.30pm              7.30am   \n",
       "103             11.00pm              7.00am   \n",
       "104             12:00am              8:30am   \n",
       "105             12:00am              8:00am   \n",
       "106             11:00pm              7:30am   \n",
       "107             12:00am              7:30am   \n",
       "108             11:00pm              7:00am   \n",
       "109             10:30pm              7:00am   \n",
       "110             11:30pm              7:00am   \n",
       "111              3:00am              7:30am   \n",
       "112             12:30am              7:30am   \n",
       "113             11:00am              6:30am   \n",
       "114             10:00pm              6:00am   \n",
       "115             11:00pm              7:00am   \n",
       "116             10:00pm              7:00am   \n",
       "117             12:00am              6:30am   \n",
       "118             12:00am              7:30am   \n",
       "119                 NaN                 NaN   \n",
       "120                 NaN                 NaN   \n",
       "121                 NaN                 NaN   \n",
       "122                 NaN                 NaN   \n",
       "123                 NaN                 NaN   \n",
       "124                 NaN                 NaN   \n",
       "\n",
       "    Are you mentally stressed due to following exercise? (Are you newly admitted to hostel ?)  \\\n",
       "0                                                    n                                          \n",
       "1                                                    n                                          \n",
       "2                                                    n                                          \n",
       "3                                                    n                                          \n",
       "4                                                    n                                          \n",
       "5                                                    n                                          \n",
       "6                                                    n                                          \n",
       "7                                                    n                                          \n",
       "8                                                    n                                          \n",
       "9                                                    n                                          \n",
       "10                                                   n                                          \n",
       "11                                                   n                                          \n",
       "12                                                   n                                          \n",
       "13                                                   n                                          \n",
       "14                                                   y                                          \n",
       "15                                                   n                                          \n",
       "16                                                   n                                          \n",
       "17                                                   n                                          \n",
       "18                                                   n                                          \n",
       "19                                                   n                                          \n",
       "20                                                   y                                          \n",
       "21                                                   n                                          \n",
       "22                                                   y                                          \n",
       "23                                                   n                                          \n",
       "24                                                   n                                          \n",
       "25                                                   n                                          \n",
       "26                                                   n                                          \n",
       "27                                                   n                                          \n",
       "28                                                   y                                          \n",
       "29                                                   n                                          \n",
       "..                                                 ...                                          \n",
       "95                                                   n                                          \n",
       "96                                                   n                                          \n",
       "97                                                   n                                          \n",
       "98                                                   y                                          \n",
       "99                                                   n                                          \n",
       "100                                                  n                                          \n",
       "101                                                  n                                          \n",
       "102                                                  y                                          \n",
       "103                                                  y                                          \n",
       "104                                                  n                                          \n",
       "105                                                  y                                          \n",
       "106                                                  n                                          \n",
       "107                                                  n                                          \n",
       "108                                                  y                                          \n",
       "109                                                  n                                          \n",
       "110                                                  n                                          \n",
       "111                                                  n                                          \n",
       "112                                                  y                                          \n",
       "113                                                  y                                          \n",
       "114                                                  n                                          \n",
       "115                                                  n                                          \n",
       "116                                                  n                                          \n",
       "117                                                  n                                          \n",
       "118                                                  n                                          \n",
       "119                                                NaN                                          \n",
       "120                                                NaN                                          \n",
       "121                                                NaN                                          \n",
       "122                                                NaN                                          \n",
       "123                                                NaN                                          \n",
       "124                                                NaN                                          \n",
       "\n",
       "    Are you mentally stressed due to following exercise? (Do you have personal problems?)  \\\n",
       "0                                                    y                                      \n",
       "1                                                    n                                      \n",
       "2                                                    n                                      \n",
       "3                                                    n                                      \n",
       "4                                                    y                                      \n",
       "5                                                    n                                      \n",
       "6                                                    n                                      \n",
       "7                                                    n                                      \n",
       "8                                                    n                                      \n",
       "9                                                    n                                      \n",
       "10                                                   y                                      \n",
       "11                                                   n                                      \n",
       "12                                                   y                                      \n",
       "13                                                   y                                      \n",
       "14                                                   n                                      \n",
       "15                                                   n                                      \n",
       "16                                                   n                                      \n",
       "17                                                   n                                      \n",
       "18                                                   n                                      \n",
       "19                                                   n                                      \n",
       "20                                                   n                                      \n",
       "21                                                   y                                      \n",
       "22                                                   n                                      \n",
       "23                                                   y                                      \n",
       "24                                                   y                                      \n",
       "25                                                   n                                      \n",
       "26                                                   y                                      \n",
       "27                                                   n                                      \n",
       "28                                                   n                                      \n",
       "29                                                   n                                      \n",
       "..                                                 ...                                      \n",
       "95                                                   n                                      \n",
       "96                                                   n                                      \n",
       "97                                                   n                                      \n",
       "98                                                   n                                      \n",
       "99                                                   n                                      \n",
       "100                                                  n                                      \n",
       "101                                                  n                                      \n",
       "102                                                  n                                      \n",
       "103                                                  n                                      \n",
       "104                                                  n                                      \n",
       "105                                                  n                                      \n",
       "106                                                  n                                      \n",
       "107                                                  n                                      \n",
       "108                                                  n                                      \n",
       "109                                                  n                                      \n",
       "110                                                  n                                      \n",
       "111                                                  n                                      \n",
       "112                                                  n                                      \n",
       "113                                                  n                                      \n",
       "114                                                  n                                      \n",
       "115                                                  n                                      \n",
       "116                                                  n                                      \n",
       "117                                                  n                                      \n",
       "118                                                  n                                      \n",
       "119                                                NaN                                      \n",
       "120                                                NaN                                      \n",
       "121                                                NaN                                      \n",
       "122                                                NaN                                      \n",
       "123                                                NaN                                      \n",
       "124                                                NaN                                      \n",
       "\n",
       "    Are you mentally stressed due to following exercise?(peer presure?)  \\\n",
       "0                                                    n                    \n",
       "1                                                    n                    \n",
       "2                                                    y                    \n",
       "3                                                    n                    \n",
       "4                                                    n                    \n",
       "5                                                    n                    \n",
       "6                                                    n                    \n",
       "7                                                    n                    \n",
       "8                                                    n                    \n",
       "9                                                    y                    \n",
       "10                                                   y                    \n",
       "11                                                   n                    \n",
       "12                                                   n                    \n",
       "13                                                   n                    \n",
       "14                                                   n                    \n",
       "15                                                   n                    \n",
       "16                                                   n                    \n",
       "17                                                   n                    \n",
       "18                                                   n                    \n",
       "19                                                   n                    \n",
       "20                                                   n                    \n",
       "21                                                   n                    \n",
       "22                                                   n                    \n",
       "23                                                   n                    \n",
       "24                                                   n                    \n",
       "25                                                   n                    \n",
       "26                                                   y                    \n",
       "27                                                   n                    \n",
       "28                                                   n                    \n",
       "29                                                   n                    \n",
       "..                                                 ...                    \n",
       "95                                                   n                    \n",
       "96                                                   n                    \n",
       "97                                                   y                    \n",
       "98                                                   n                    \n",
       "99                                                   n                    \n",
       "100                                                  n                    \n",
       "101                                                  n                    \n",
       "102                                                  n                    \n",
       "103                                                  n                    \n",
       "104                                                  n                    \n",
       "105                                                  n                    \n",
       "106                                                  y                    \n",
       "107                                                  n                    \n",
       "108                                                  n                    \n",
       "109                                                  y                    \n",
       "110                                                  n                    \n",
       "111                                                  n                    \n",
       "112                                                  n                    \n",
       "113                                                  n                    \n",
       "114                                                  n                    \n",
       "115                                                  n                    \n",
       "116                                                  n                    \n",
       "117                                                  n                    \n",
       "118                                                  n                    \n",
       "119                                                NaN                    \n",
       "120                                                NaN                    \n",
       "121                                                NaN                    \n",
       "122                                                NaN                    \n",
       "123                                                NaN                    \n",
       "124                                                NaN                    \n",
       "\n",
       "    Are you mentally stressed due to following exercise?(Change in dietry habits ?)  \\\n",
       "0                                                    n                                \n",
       "1                                                    y                                \n",
       "2                                                    n                                \n",
       "3                                                    y                                \n",
       "4                                                    n                                \n",
       "5                                                    n                                \n",
       "6                                                    n                                \n",
       "7                                                    n                                \n",
       "8                                                    n                                \n",
       "9                                                    n                                \n",
       "10                                                   n                                \n",
       "11                                                   n                                \n",
       "12                                                   n                                \n",
       "13                                                   n                                \n",
       "14                                                   n                                \n",
       "15                                                   n                                \n",
       "16                                                   n                                \n",
       "17                                                   y                                \n",
       "18                                                   y                                \n",
       "19                                                   n                                \n",
       "20                                                   y                                \n",
       "21                                                   n                                \n",
       "22                                                   n                                \n",
       "23                                                   n                                \n",
       "24                                                   n                                \n",
       "25                                                   n                                \n",
       "26                                                   n                                \n",
       "27                                                   n                                \n",
       "28                                                   n                                \n",
       "29                                                   y                                \n",
       "..                                                 ...                                \n",
       "95                                                   y                                \n",
       "96                                                   y                                \n",
       "97                                                   n                                \n",
       "98                                                   n                                \n",
       "99                                                   n                                \n",
       "100                                                  n                                \n",
       "101                                                  n                                \n",
       "102                                                  n                                \n",
       "103                                                  n                                \n",
       "104                                                  n                                \n",
       "105                                                  y                                \n",
       "106                                                  n                                \n",
       "107                                                  n                                \n",
       "108                                                  n                                \n",
       "109                                                  n                                \n",
       "110                                                  n                                \n",
       "111                                                  y                                \n",
       "112                                                  n                                \n",
       "113                                                  n                                \n",
       "114                                                  n                                \n",
       "115                                                  n                                \n",
       "116                                                  n                                \n",
       "117                                                  y                                \n",
       "118                                                  n                                \n",
       "119                                                NaN                                \n",
       "120                                                NaN                                \n",
       "121                                                NaN                                \n",
       "122                                                NaN                                \n",
       "123                                                NaN                                \n",
       "124                                                NaN                                \n",
       "\n",
       "    How often do you eat fast foods? Class label  \n",
       "0                                  w        mb n  \n",
       "1                                  w          mb  \n",
       "2                                  w        mb n  \n",
       "3                                  w        mb n  \n",
       "4                                  w          mb  \n",
       "5                                  w        mb n  \n",
       "6                                  w          mb  \n",
       "7                                  w        mb n  \n",
       "8                                  m        mb n  \n",
       "9                                  m          mb  \n",
       "10                                 m          mb  \n",
       "11                                ed          mb  \n",
       "12                                ed        mb n  \n",
       "13                                 e          mb  \n",
       "14                                ed        mb n  \n",
       "15                                 m        mb n  \n",
       "16                                 y        mb n  \n",
       "17                                 w        mb n  \n",
       "18                                ed          mb  \n",
       "19                                 w          mb  \n",
       "20                                 w        mb n  \n",
       "21                                 m        mb n  \n",
       "22                                 m        mb n  \n",
       "23                                 w          mb  \n",
       "24                                 w          mb  \n",
       "25                                 w        mb n  \n",
       "26                                 m        mb n  \n",
       "27                                 w        mb n  \n",
       "28                                 w        mb n  \n",
       "29                                 w        mb n  \n",
       "..                               ...         ...  \n",
       "95                                 w        mb n  \n",
       "96                                 m        mb n  \n",
       "97                                 m        mb n  \n",
       "98                                 m        mb n  \n",
       "99                                 w        mb n  \n",
       "100                                w        mb n  \n",
       "101                               ed        mb n  \n",
       "102                                w        mb n  \n",
       "103                                w        mb n  \n",
       "104                                w        mb n  \n",
       "105                                w        mb n  \n",
       "106                                y        mb n  \n",
       "107                                y        mb n  \n",
       "108                                y        mb n  \n",
       "109                                w        mb n  \n",
       "110                                m        mb n  \n",
       "111                                w        mb n  \n",
       "112                                m        mb n  \n",
       "113                                w        mb n  \n",
       "114                                m        mb n  \n",
       "115                                m        mb n  \n",
       "116                                w        mb n  \n",
       "117                                w        mb n  \n",
       "118                                w        mb n  \n",
       "119                              NaN         NaN  \n",
       "120                              NaN         NaN  \n",
       "121                              NaN         NaN  \n",
       "122                              NaN         NaN  \n",
       "123                              NaN         NaN  \n",
       "124                              NaN         NaN  \n",
       "\n",
       "[125 rows x 21 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2=pd.read_csv(\"https://raw.githubusercontent.com/PCOS-Survey/PCOSData/master/PCOS-Data.csv\",delimiter=\",\")\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df2.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.columns=['patient','periods','weightgain','hair','patches','pimples','depression','familyDiabetes','mantainingBodyweight','oilyskin','hairThinning','eat','exercise','sleepAfter','wakeUp','hostel','personalProblems','peerPressure','dietrtyHabits','eatFastFoods','result']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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>patient</th>\n",
       "      <th>periods</th>\n",
       "      <th>weightgain</th>\n",
       "      <th>hair</th>\n",
       "      <th>patches</th>\n",
       "      <th>pimples</th>\n",
       "      <th>depression</th>\n",
       "      <th>familyDiabetes</th>\n",
       "      <th>mantainingBodyweight</th>\n",
       "      <th>oilyskin</th>\n",
       "      <th>...</th>\n",
       "      <th>eat</th>\n",
       "      <th>exercise</th>\n",
       "      <th>sleepAfter</th>\n",
       "      <th>wakeUp</th>\n",
       "      <th>hostel</th>\n",
       "      <th>personalProblems</th>\n",
       "      <th>peerPressure</th>\n",
       "      <th>dietrtyHabits</th>\n",
       "      <th>eatFastFoods</th>\n",
       "      <th>result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>p1</td>\n",
       "      <td>hb</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>p2</td>\n",
       "      <td>im</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12.00am</td>\n",
       "      <td>8.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>mb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>p3</td>\n",
       "      <td>hb</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>p4</td>\n",
       "      <td>ib</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>3.00am</td>\n",
       "      <td>7.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>p5</td>\n",
       "      <td>im</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12.00am</td>\n",
       "      <td>8.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  patient periods weightgain hair patches pimples depression familyDiabetes  \\\n",
       "0      p1      hb          y    y       n       y          y              n   \n",
       "1      p2      im          y    y       n       n          y              n   \n",
       "2      p3      hb          y    y       n       n          y              n   \n",
       "3      p4      ib          n    y       n       n          y              y   \n",
       "4      p5      im          y    y       n       n          y              y   \n",
       "\n",
       "  mantainingBodyweight oilyskin  ...   eat exercise sleepAfter  wakeUp hostel  \\\n",
       "0                    y        y  ...    hm        n    11.00pm  7.00am      n   \n",
       "1                    y        n  ...    hm        n    12.00am  8.00am      n   \n",
       "2                    y        n  ...    hm        n    11.00pm  7.00am      n   \n",
       "3                    y        n  ...    hm        n     3.00am  7.30am      n   \n",
       "4                    y        y  ...    hm        n    12.00am  8.30am      n   \n",
       "\n",
       "  personalProblems peerPressure dietrtyHabits eatFastFoods result  \n",
       "0                y            n             n            w   mb n  \n",
       "1                n            n             y            w     mb  \n",
       "2                n            y             n            w   mb n  \n",
       "3                n            n             y            w   mb n  \n",
       "4                y            n             n            w     mb  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
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  {
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      "text/plain": [
       "  periods weightgain hair patches pimples depression familyDiabetes  \\\n",
       "0      hb          y    y       n       y          y              n   \n",
       "1      im          y    y       n       n          y              n   \n",
       "2      hb          y    y       n       n          y              n   \n",
       "3      ib          n    y       n       n          y              y   \n",
       "4      im          y    y       n       n          y              y   \n",
       "\n",
       "  mantainingBodyweight oilyskin hairThinning eat exercise sleepAfter  wakeUp  \\\n",
       "0                    y        y            y  hm        n    11.00pm  7.00am   \n",
       "1                    y        n            y  hm        n    12.00am  8.00am   \n",
       "2                    y        n            y  hm        n    11.00pm  7.00am   \n",
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       "4                    y        y            y  hm        n    12.00am  8.30am   \n",
       "\n",
       "  hostel personalProblems peerPressure dietrtyHabits eatFastFoods result  \n",
       "0      n                y            n             n            w   mb n  \n",
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       "3      n                n            n             y            w   mb n  \n",
       "4      n                y            n             n            w     mb  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.drop('patient',axis=1,inplace=True)\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "       periods weightgain hair patches pimples depression familyDiabetes  \\\n",
       "count      119        119  117     119     119        118            119   \n",
       "unique       6          2    2       2       2          2              2   \n",
       "top        yes          n    n       n       n          n              n   \n",
       "freq        66         94   82     104      76         85             72   \n",
       "\n",
       "       mantainingBodyweight oilyskin hairThinning  eat exercise sleepAfter  \\\n",
       "count                   119      119          119  119      119        119   \n",
       "unique                    2        3            2    2        2         28   \n",
       "top                       n        y            y   hm        n    11.00pm   \n",
       "freq                     77       61           80  115      107         32   \n",
       "\n",
       "        wakeUp hostel personalProblems peerPressure dietrtyHabits  \\\n",
       "count      119    119              119          119           119   \n",
       "unique      22      2                2            2             2   \n",
       "top     7.00am      n                n            n             n   \n",
       "freq        29     99               99          107            95   \n",
       "\n",
       "       eatFastFoods result  \n",
       "count           119    119  \n",
       "unique            5      3  \n",
       "top               w   mb n  \n",
       "freq             70     93  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "periods                 6\n",
       "weightgain              6\n",
       "hair                    8\n",
       "patches                 6\n",
       "pimples                 6\n",
       "depression              7\n",
       "familyDiabetes          6\n",
       "mantainingBodyweight    6\n",
       "oilyskin                6\n",
       "hairThinning            6\n",
       "eat                     6\n",
       "exercise                6\n",
       "sleepAfter              6\n",
       "wakeUp                  6\n",
       "hostel                  6\n",
       "personalProblems        6\n",
       "peerPressure            6\n",
       "dietrtyHabits           6\n",
       "eatFastFoods            6\n",
       "result                  6\n",
       "dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "       periods weightgain hair patches pimples depression familyDiabetes  \\\n",
       "count      116        116  116     116     116        116            116   \n",
       "unique       6          2    2       2       2          2              2   \n",
       "top        yes          n    n       n       n          n              n   \n",
       "freq        65         91   81     101      74         84             69   \n",
       "\n",
       "       mantainingBodyweight oilyskin hairThinning  eat exercise sleepAfter  \\\n",
       "count                   116      116          116  116      116        116   \n",
       "unique                    2        3            2    2        2         28   \n",
       "top                       n        y            y   hm        n    11.00pm   \n",
       "freq                     74       61           77  112      105         31   \n",
       "\n",
       "        wakeUp hostel personalProblems peerPressure dietrtyHabits  \\\n",
       "count      116    116              116          116           116   \n",
       "unique      22      2                2            2             2   \n",
       "top     7.00am      n                n            n             n   \n",
       "freq        28     98               96          104            93   \n",
       "\n",
       "       eatFastFoods result  \n",
       "count           116    116  \n",
       "unique            5      3  \n",
       "top               w   mb n  \n",
       "freq             67     90  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>periods</th>\n",
       "      <th>weightgain</th>\n",
       "      <th>hair</th>\n",
       "      <th>patches</th>\n",
       "      <th>pimples</th>\n",
       "      <th>depression</th>\n",
       "      <th>familyDiabetes</th>\n",
       "      <th>mantainingBodyweight</th>\n",
       "      <th>oilyskin</th>\n",
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       "      <th>peerPressure</th>\n",
       "      <th>dietrtyHabits</th>\n",
       "      <th>eatFastFoods</th>\n",
       "      <th>result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>hb</td>\n",
       "      <td>y</td>\n",
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       "      <td>hm</td>\n",
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       "      <td>im</td>\n",
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       "      <td>n</td>\n",
       "      <td>n</td>\n",
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       "      <td>n</td>\n",
       "      <td>12.00am</td>\n",
       "      <td>8.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
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       "      <td>mb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>y</td>\n",
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       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ib</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
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       "      <td>n</td>\n",
       "      <td>3.00am</td>\n",
       "      <td>7.30am</td>\n",
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       "      <td>n</td>\n",
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       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>im</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>hm</td>\n",
       "      <td>n</td>\n",
       "      <td>12.00am</td>\n",
       "      <td>8.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  periods weightgain hair patches pimples depression familyDiabetes  \\\n",
       "0      hb          y    y       n       y          y              n   \n",
       "1      im          y    y       n       n          y              n   \n",
       "2      hb          y    y       n       n          y              n   \n",
       "3      ib          n    y       n       n          y              y   \n",
       "4      im          y    y       n       n          y              y   \n",
       "\n",
       "  mantainingBodyweight oilyskin hairThinning eat exercise sleepAfter  wakeUp  \\\n",
       "0                    y        y            y  hm        n    11.00pm  7.00am   \n",
       "1                    y        n            y  hm        n    12.00am  8.00am   \n",
       "2                    y        n            y  hm        n    11.00pm  7.00am   \n",
       "3                    y        n            y  hm        n     3.00am  7.30am   \n",
       "4                    y        y            y  hm        n    12.00am  8.30am   \n",
       "\n",
       "  hostel personalProblems peerPressure dietrtyHabits eatFastFoods result  \n",
       "0      n                y            n             n            w   mb n  \n",
       "1      n                n            n             y            w     mb  \n",
       "2      n                n            y             n            w   mb n  \n",
       "3      n                n            n             y            w   mb n  \n",
       "4      n                y            n             n            w     mb  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['hb', 'im', 'ib', 'No', 'yes', 'Im'], dtype=object)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.periods.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['w', 'm', 'ed', 'e', 'y'], dtype=object)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.eatFastFoods.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['n', 'y'], dtype=object)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.hostel.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "def func(s):\n",
    "    if s=='y':\n",
    "        return 1\n",
    "    if s=='n':\n",
    "        return 0\n",
    "    if s=='no':\n",
    "        return 0\n",
    "    if s=='No':\n",
    "        return 0\n",
    "    if s=='yes':\n",
    "        return 1\n",
    "    if s=='hm':\n",
    "        return 1\n",
    "    if s=='cc':\n",
    "        return 0\n",
    "    if s=='e':\n",
    "        return 1\n",
    "    if s=='ed':\n",
    "        return 1\n",
    "    if s=='w':\n",
    "        return 2\n",
    "    if s=='m':\n",
    "        return 3\n",
    "    if s=='y':\n",
    "        return 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "def time(s):\n",
    "    return(str(s[0:2]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2[\"newSleepAfter\"]=df2.sleepAfter.apply(time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>12.00am</td>\n",
       "      <td>8.00am</td>\n",
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       "    </tr>\n",
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       "      <td>11.00pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
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       "      <td>n</td>\n",
       "      <td>y</td>\n",
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       "      <td>3.00am</td>\n",
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       "      <td>y</td>\n",
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       "      <td>3.</td>\n",
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       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
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       "      <td>n</td>\n",
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       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
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       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  periods weightgain hair patches pimples depression familyDiabetes  \\\n",
       "0      hb          y    y       n       y          y              n   \n",
       "1      im          y    y       n       n          y              n   \n",
       "2      hb          y    y       n       n          y              n   \n",
       "3      ib          n    y       n       n          y              y   \n",
       "4      im          y    y       n       n          y              y   \n",
       "\n",
       "  mantainingBodyweight oilyskin hairThinning      ...      exercise  \\\n",
       "0                    y        y            y      ...             n   \n",
       "1                    y        n            y      ...             n   \n",
       "2                    y        n            y      ...             n   \n",
       "3                    y        n            y      ...             n   \n",
       "4                    y        y            y      ...             n   \n",
       "\n",
       "  sleepAfter  wakeUp hostel personalProblems peerPressure dietrtyHabits  \\\n",
       "0    11.00pm  7.00am      n                y            n             n   \n",
       "1    12.00am  8.00am      n                n            n             y   \n",
       "2    11.00pm  7.00am      n                n            y             n   \n",
       "3     3.00am  7.30am      n                n            n             y   \n",
       "4    12.00am  8.30am      n                y            n             n   \n",
       "\n",
       "  eatFastFoods result newSleepAfter  \n",
       "0            w   mb n            11  \n",
       "1            w     mb            12  \n",
       "2            w   mb n            11  \n",
       "3            w   mb n            3.  \n",
       "4            w     mb            12  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>7.</td>\n",
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       "      <td>n</td>\n",
       "      <td>n</td>\n",
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       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>11.00pm</td>\n",
       "      <td>7.00am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "      <td>11</td>\n",
       "      <td>7.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ib</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>3.00am</td>\n",
       "      <td>7.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>w</td>\n",
       "      <td>mb n</td>\n",
       "      <td>3.</td>\n",
       "      <td>7.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>im</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>y</td>\n",
       "      <td>...</td>\n",
       "      <td>12.00am</td>\n",
       "      <td>8.30am</td>\n",
       "      <td>n</td>\n",
       "      <td>y</td>\n",
       "      <td>n</td>\n",
       "      <td>n</td>\n",
       "      <td>w</td>\n",
       "      <td>mb</td>\n",
       "      <td>12</td>\n",
       "      <td>8.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  periods weightgain hair patches pimples depression familyDiabetes  \\\n",
       "0      hb          y    y       n       y          y              n   \n",
       "1      im          y    y       n       n          y              n   \n",
       "2      hb          y    y       n       n          y              n   \n",
       "3      ib          n    y       n       n          y              y   \n",
       "4      im          y    y       n       n          y              y   \n",
       "\n",
       "  mantainingBodyweight oilyskin hairThinning    ...    sleepAfter  wakeUp  \\\n",
       "0                    y        y            y    ...       11.00pm  7.00am   \n",
       "1                    y        n            y    ...       12.00am  8.00am   \n",
       "2                    y        n            y    ...       11.00pm  7.00am   \n",
       "3                    y        n            y    ...        3.00am  7.30am   \n",
       "4                    y        y            y    ...       12.00am  8.30am   \n",
       "\n",
       "  hostel personalProblems peerPressure dietrtyHabits eatFastFoods result  \\\n",
       "0      n                y            n             n            w   mb n   \n",
       "1      n                n            n             y            w     mb   \n",
       "2      n                n            y             n            w   mb n   \n",
       "3      n                n            n             y            w   mb n   \n",
       "4      n                y            n             n            w     mb   \n",
       "\n",
       "  newSleepAfter newWakeUp  \n",
       "0            11        7.  \n",
       "1            12        8.  \n",
       "2            11        7.  \n",
       "3            3.        7.  \n",
       "4            12        8.  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[\"newWakeUp\"]=df2.wakeUp.apply(time)\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2[\"Weightgain\"]=df2.weightgain.apply(func)\n",
    "df2[\"Hair\"]=df2.hair.apply(func)\n",
    "df2[\"Patches\"]=df2.patches.apply(func)\n",
    "df2[\"Pimples\"]=df2.pimples.apply(func)\n",
    "df2[\"Depression\"]=df2.depression.apply(func)\n",
    "df2[\"FamilyDiabetes\"]=df2.familyDiabetes.apply(func)\n",
    "df2[\"MaintainingBodyWeight\"]=df2.mantainingBodyweight.apply(func)\n",
    "df2[\"OilySkin\"]=df2.oilyskin.apply(func)\n",
    "df2[\"Hairthinning\"]=df2.hairThinning.apply(func)\n",
    "df2[\"Hostel\"]=df2.hostel.apply(func)\n",
    "df2[\"PersonalProblems\"]=df2.personalProblems.apply(func)\n",
    "df2[\"PeerPressure\"]=df2.peerPressure.apply(func)\n",
    "df2[\"DietryHabits\"]=df2.dietrtyHabits.apply(func)\n",
    "df2[\"EatFastFoods\"]=df2.eatFastFoods.apply(func)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  periods weightgain hair patches pimples depression familyDiabetes  \\\n",
       "0      hb          y    y       n       y          y              n   \n",
       "1      im          y    y       n       n          y              n   \n",
       "2      hb          y    y       n       n          y              n   \n",
       "3      ib          n    y       n       n          y              y   \n",
       "4      im          y    y       n       n          y              y   \n",
       "\n",
       "  mantainingBodyweight oilyskin hairThinning     ...      Depression  \\\n",
       "0                    y        y            y     ...               1   \n",
       "1                    y        n            y     ...               1   \n",
       "2                    y        n            y     ...               1   \n",
       "3                    y        n            y     ...               1   \n",
       "4                    y        y            y     ...               1   \n",
       "\n",
       "  FamilyDiabetes MaintainingBodyWeight OilySkin Hairthinning Hostel  \\\n",
       "0              0                     1        1            1      0   \n",
       "1              0                     1        0            1      0   \n",
       "2              0                     1        0            1      0   \n",
       "3              1                     1        0            1      0   \n",
       "4              1                     1        1            1      0   \n",
       "\n",
       "  PersonalProblems PeerPressure DietryHabits EatFastFoods  \n",
       "0                1            0            0            2  \n",
       "1                0            0            1            2  \n",
       "2                0            1            0            2  \n",
       "3                0            0            1            2  \n",
       "4                1            0            0            2  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['periods', 'weightgain', 'hair', 'patches', 'pimples', 'depression',\n",
       "       'familyDiabetes', 'mantainingBodyweight', 'oilyskin', 'hairThinning',\n",
       "       'eat', 'exercise', 'sleepAfter', 'wakeUp', 'hostel', 'personalProblems',\n",
       "       'peerPressure', 'dietrtyHabits', 'eatFastFoods', 'result',\n",
       "       'newSleepAfter', 'newWakeUp', 'Weightgain', 'Hair', 'Patches',\n",
       "       'Pimples', 'Depression', 'FamilyDiabetes', 'MaintainingBodyWeight',\n",
       "       'OilySkin', 'Hairthinning', 'Hostel', 'PersonalProblems',\n",
       "       'PeerPressure', 'DietryHabits', 'EatFastFoods'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df2['weightgain']\n",
    "del df2['hair']\n",
    "del df2['patches']\n",
    "del df2['pimples']\n",
    "del df2['depression']\n",
    "del df2['familyDiabetes']\n",
    "del df2['mantainingBodyweight']\n",
    "del df2['oilyskin']\n",
    "del df2['hairThinning']\n",
    "del df2['eat']\n",
    "del df2['exercise']\n",
    "del df2['sleepAfter']\n",
    "del df2['wakeUp']\n",
    "del df2['hostel']\n",
    "del df2['personalProblems']\n",
    "del df2['peerPressure']\n",
    "del df2['dietrtyHabits']\n",
    "del df2['eatFastFoods']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>3</th>\n",
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       "      <td>True</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  periods result newSleepAfter newWakeUp  Weightgain  Hair  Patches  Pimples  \\\n",
       "0      hb   mb n            11        7.           1     1        0        1   \n",
       "1      im     mb            12        8.           1     1        0        0   \n",
       "2      hb   mb n            11        7.           1     1        0        0   \n",
       "3      ib   mb n            3.        7.           0     1        0        0   \n",
       "4      im     mb            12        8.           1     1        0        0   \n",
       "\n",
       "   Depression  FamilyDiabetes  MaintainingBodyWeight  OilySkin  Hairthinning  \\\n",
       "0           1               0                      1         1             1   \n",
       "1           1               0                      1         0             1   \n",
       "2           1               0                      1         0             1   \n",
       "3           1               1                      1         0             1   \n",
       "4           1               1                      1         1             1   \n",
       "\n",
       "   Hostel  PersonalProblems  PeerPressure  DietryHabits  EatFastFoods  Result  \n",
       "0       0                 1             0             0             2   False  \n",
       "1       0                 0             0             1             2    True  \n",
       "2       0                 0             1             0             2   False  \n",
       "3       0                 0             0             1             2   False  \n",
       "4       0                 1             0             0             2    True  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def res(s):\n",
    "    if s=='mb n' or s==' mb n':\n",
    "        return False\n",
    "    if s=='mb':\n",
    "        return True\n",
    "df2['Result']=df2.result.apply(res)\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "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>periods</th>\n",
       "      <th>newSleepAfter</th>\n",
       "      <th>newWakeUp</th>\n",
       "      <th>Weightgain</th>\n",
       "      <th>Hair</th>\n",
       "      <th>Patches</th>\n",
       "      <th>Pimples</th>\n",
       "      <th>Depression</th>\n",
       "      <th>FamilyDiabetes</th>\n",
       "      <th>MaintainingBodyWeight</th>\n",
       "      <th>OilySkin</th>\n",
       "      <th>Hairthinning</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>PersonalProblems</th>\n",
       "      <th>PeerPressure</th>\n",
       "      <th>DietryHabits</th>\n",
       "      <th>EatFastFoods</th>\n",
       "      <th>Result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>hb</td>\n",
       "      <td>11</td>\n",
       "      <td>7.</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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>im</td>\n",
       "      <td>12</td>\n",
       "      <td>8.</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</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>hb</td>\n",
       "      <td>11</td>\n",
       "      <td>7.</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</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ib</td>\n",
       "      <td>3.</td>\n",
       "      <td>7.</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</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>im</td>\n",
       "      <td>12</td>\n",
       "      <td>8.</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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  periods newSleepAfter newWakeUp  Weightgain  Hair  Patches  Pimples  \\\n",
       "0      hb            11        7.           1     1        0        1   \n",
       "1      im            12        8.           1     1        0        0   \n",
       "2      hb            11        7.           1     1        0        0   \n",
       "3      ib            3.        7.           0     1        0        0   \n",
       "4      im            12        8.           1     1        0        0   \n",
       "\n",
       "   Depression  FamilyDiabetes  MaintainingBodyWeight  OilySkin  Hairthinning  \\\n",
       "0           1               0                      1         1             1   \n",
       "1           1               0                      1         0             1   \n",
       "2           1               0                      1         0             1   \n",
       "3           1               1                      1         0             1   \n",
       "4           1               1                      1         1             1   \n",
       "\n",
       "   Hostel  PersonalProblems  PeerPressure  DietryHabits  EatFastFoods  Result  \n",
       "0       0                 1             0             0             2   False  \n",
       "1       0                 0             0             1             2    True  \n",
       "2       0                 0             1             0             2   False  \n",
       "3       0                 0             0             1             2   False  \n",
       "4       0                 1             0             0             2    True  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del df2[\"result\"]\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['hb', 'im', 'ib', 'No', 'yes', 'Im'], dtype=object)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.periods.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>newSleepAfter</th>\n",
       "      <th>newWakeUp</th>\n",
       "      <th>Weightgain</th>\n",
       "      <th>Hair</th>\n",
       "      <th>Patches</th>\n",
       "      <th>Pimples</th>\n",
       "      <th>Depression</th>\n",
       "      <th>FamilyDiabetes</th>\n",
       "      <th>MaintainingBodyWeight</th>\n",
       "      <th>OilySkin</th>\n",
       "      <th>Hairthinning</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>PersonalProblems</th>\n",
       "      <th>PeerPressure</th>\n",
       "      <th>DietryHabits</th>\n",
       "      <th>EatFastFoods</th>\n",
       "      <th>Result</th>\n",
       "      <th>Periods</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11</td>\n",
       "      <td>7.</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",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12</td>\n",
       "      <td>8.</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11</td>\n",
       "      <td>7.</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</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.</td>\n",
       "      <td>7.</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</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12</td>\n",
       "      <td>8.</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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  newSleepAfter newWakeUp  Weightgain  Hair  Patches  Pimples  Depression  \\\n",
       "0            11        7.           1     1        0        1           1   \n",
       "1            12        8.           1     1        0        0           1   \n",
       "2            11        7.           1     1        0        0           1   \n",
       "3            3.        7.           0     1        0        0           1   \n",
       "4            12        8.           1     1        0        0           1   \n",
       "\n",
       "   FamilyDiabetes  MaintainingBodyWeight  OilySkin  Hairthinning  Hostel  \\\n",
       "0               0                      1         1             1       0   \n",
       "1               0                      1         0             1       0   \n",
       "2               0                      1         0             1       0   \n",
       "3               1                      1         0             1       0   \n",
       "4               1                      1         1             1       0   \n",
       "\n",
       "   PersonalProblems  PeerPressure  DietryHabits  EatFastFoods  Result  Periods  \n",
       "0                 1             0             0             2   False        2  \n",
       "1                 0             0             1             2    True        3  \n",
       "2                 0             1             0             2   False        2  \n",
       "3                 0             0             1             2   False        4  \n",
       "4                 1             0             0             2    True        3  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def periods(s):\n",
    "    if s=='No':\n",
    "        return 0\n",
    "    if s=='yes':\n",
    "        return 1\n",
    "    if s=='hb':\n",
    "        return 2\n",
    "    if s=='im' or s=='Im':\n",
    "        return 3\n",
    "    if s=='ib':\n",
    "        return 4\n",
    "df2[\"Periods\"]=df2.periods.apply(periods)\n",
    "del df2[\"periods\"]\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['7.', '8.', '6.', '0.', '9:', '7:', '5.', '8:', '6:'], dtype=object)"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.newWakeUp.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['11', '12', '3.', '9.', '0.', '1:', '0', '10', '2.', '3:'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.newSleepAfter.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "def news(s):\n",
    "    if str(s)=='1:':\n",
    "        return '1'\n",
    "    if str(s)=='3:':\n",
    "        return '3'\n",
    "    if str(s)=='7:':\n",
    "        return '7'\n",
    "    if str(s)=='8:':\n",
    "        return '8'\n",
    "    if str(s)=='6:':\n",
    "        return '6'\n",
    "    if str(s)=='9:':\n",
    "        return '9'\n",
    "    else:\n",
    "        return s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2[\"WakeUp\"]=df2.newWakeUp.apply(news)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2[\"SleepAfter\"]=df2.newSleepAfter.apply(news)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df2[\"newSleepAfter\"]\n",
    "del df2[\"newWakeUp\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .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>Weightgain</th>\n",
       "      <th>Hair</th>\n",
       "      <th>Patches</th>\n",
       "      <th>Pimples</th>\n",
       "      <th>Depression</th>\n",
       "      <th>FamilyDiabetes</th>\n",
       "      <th>MaintainingBodyWeight</th>\n",
       "      <th>OilySkin</th>\n",
       "      <th>Hairthinning</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>PersonalProblems</th>\n",
       "      <th>PeerPressure</th>\n",
       "      <th>DietryHabits</th>\n",
       "      <th>EatFastFoods</th>\n",
       "      <th>Result</th>\n",
       "      <th>Periods</th>\n",
       "      <th>WakeUp</th>\n",
       "      <th>SleepAfter</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</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>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>7.</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</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>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>2</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>8.</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>7.</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\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</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>4</td>\n",
       "      <td>7.</td>\n",
       "      <td>3.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</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>1</td>\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>2</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>8.</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Weightgain  Hair  Patches  Pimples  Depression  FamilyDiabetes  \\\n",
       "0           1     1        0        1           1               0   \n",
       "1           1     1        0        0           1               0   \n",
       "2           1     1        0        0           1               0   \n",
       "3           0     1        0        0           1               1   \n",
       "4           1     1        0        0           1               1   \n",
       "\n",
       "   MaintainingBodyWeight  OilySkin  Hairthinning  Hostel  PersonalProblems  \\\n",
       "0                      1         1             1       0                 1   \n",
       "1                      1         0             1       0                 0   \n",
       "2                      1         0             1       0                 0   \n",
       "3                      1         0             1       0                 0   \n",
       "4                      1         1             1       0                 1   \n",
       "\n",
       "   PeerPressure  DietryHabits  EatFastFoods  Result  Periods WakeUp SleepAfter  \n",
       "0             0             0             2   False        2     7.         11  \n",
       "1             0             1             2    True        3     8.         12  \n",
       "2             1             0             2   False        2     7.         11  \n",
       "3             0             1             2   False        4     7.         3.  \n",
       "4             0             0             2    True        3     8.         12  "
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([False,  True, False, False,  True, False,  True, False, False,\n",
       "        True,  True,  True, False,  True, False, False, False, False,\n",
       "        True,  True, False, False,  True,  True, False, False, False,\n",
       "       False, False, False, False, False, False, False, False, False,\n",
       "       False, False, False, False, False, False, False, False, False,\n",
       "        True, False,  True, False, False,  True, False,  True,  True,\n",
       "        True,  True,  True,  True, False,  True, False, False, False,\n",
       "       False,  True,  True, False, False, False,  True,  True, False,\n",
       "       False, False, False, False, False, False, False, False, False,\n",
       "       False, False, False, False, False, False, False, False, False,\n",
       "       False, False, False, False, False, False, False, False, False,\n",
       "       False, False, False, False, False, False, False, False, False,\n",
       "       False, False, False, False, False, False, False, False])"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y=df2.Result.values\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "del df2[\"Result\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 1, 0, ..., 2, '7.', '11'],\n",
       "       [1, 1, 0, ..., 3, '8.', '12'],\n",
       "       [1, 1, 0, ..., 2, '7.', '11'],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 1, '7', '10'],\n",
       "       [0, 1, 0, ..., 1, '6', '12'],\n",
       "       [0, 0, 0, ..., 1, '7', '12']], dtype=object)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x=df2.values\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train2,x_test2,y_train2,y_test2=train_test_split(x,y,random_state=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9770114942528736, 0.9655172413793104)"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "clf=SVC(kernel='linear',C=100000)\n",
    "clf.fit(x_train2,y_train2)\n",
    "clf.score(x_train2,y_train2),clf.score(x_test2,y_test2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9770114942528736, 0.9655172413793104)"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "clf1=DecisionTreeClassifier(random_state=4)\n",
    "clf1.fit(x_train2,y_train2)\n",
    "clf1.score(x_train2,y_train2),clf1.score(x_test2,y_test2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.8850574712643678, 0.9310344827586207)"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "clf2=GaussianNB()\n",
    "clf2.fit(x_train2,y_train2)\n",
    "clf2.score(x_train2,y_train2),clf2.score(x_test2,y_test2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.5299369855583569, 0.4889232591470213)"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "clf5=LinearRegression()\n",
    "clf5.fit(x_train2,y_train2)\n",
    "clf5.score(x_train2,y_train2),clf5.score(x_test2,y_test2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.9770114942528736, 0.896551724137931)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "clf3 = LogisticRegression(C=5000,random_state=5)\n",
    "clf3.fit(x_train2,y_train2)\n",
    "clf3.score(x_train2,y_train2),clf3.score(x_test2,y_test2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9770114942528736, 0.9655172413793104)"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "clf6=KNeighborsClassifier(n_neighbors=1)\n",
    "clf6.fit(x_train2,y_train2)\n",
    "clf6.score(x_train2,y_train2),clf6.score(x_test2,y_test2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:9: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  if __name__ == '__main__':\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7241379310344828"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain2=pd.DataFrame(x_train2)\n",
    "ytrain2=pd.DataFrame(y_train2)\n",
    "xtest2=pd.DataFrame(x_test2)\n",
    "test_pred11 ,train_pred11=Stacking(model=clf1,n_fold=10, train=xtrain2,test=xtest2,y=ytrain2)\n",
    "test_pred22 ,train_pred22=Stacking(model=clf6,n_fold=10, train=xtrain2,test=xtest2,y=ytrain2)\n",
    "\n",
    "train_pred11=pd.DataFrame(train_pred11)\n",
    "test_pred11=pd.DataFrame(test_pred11)\n",
    "\n",
    "train_pred22=pd.DataFrame(train_pred22)\n",
    "test_pred22=pd.DataFrame(test_pred22)\n",
    "\n",
    "test_pred11=test_pred11.iloc[:29]\n",
    "test_pred22=test_pred22.iloc[:29]\n",
    "\n",
    "df_train = pd.concat([train_pred11, train_pred22], axis=1)\n",
    "df_test = pd.concat([test_pred11, test_pred22], axis=1)\n",
    "\n",
    "ytest=pd.DataFrame(y_test2)\n",
    "model = LogisticRegression(random_state=1)\n",
    "model.fit(df_train,y_train2)\n",
    "model.score(df_test,y_test2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7317073170731707"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Bagging \n",
    "from sklearn. ensemble import BaggingClassifier, AdaBoostClassifier, VotingClassifier\n",
    "bg = BaggingClassifier(clf3, max_samples= 0.5, max_features = 1.0, n_estimators = 20)\n",
    "bg.fit(x_train,y_train)\n",
    "bg.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7241379310344828"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Boosting - Ada Boost\n",
    "adb = AdaBoostClassifier(LogisticRegression(),n_estimators = 5, learning_rate = 0.001)\n",
    "adb.fit(x_train2,y_train2)\n",
    "adb.score(x_test2,y_test2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.9655172413793104"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evc = VotingClassifier( estimators= [('svm',clf),('dt',clf1),('nb',clf2),('lr',clf3),('knn',clf6)], voting = 'hard')\n",
    "evc.fit(x_train2,y_train2)\n",
    "evc.score(x_test2, y_test2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 0.8925925925925925\n",
      "2 0.8925925925925925\n",
      "3 0.9296296296296296\n",
      "4 0.825925925925926\n",
      "5 0.8925925925925925\n",
      "6 0.7592592592592592\n",
      "7 0.7592592592592592\n",
      "8 0.7259259259259259\n",
      "9 0.7259259259259259\n",
      "10 0.7259259259259259\n",
      "11 0.7259259259259259\n",
      "12 0.7259259259259259\n",
      "13 0.7259259259259259\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n",
      "E:\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "x_axis=[]\n",
    "y_axis=[]\n",
    "for i in range(1,14):\n",
    "    clf=KNeighborsClassifier(n_neighbors=i)\n",
    "    score=cross_val_score(clf,x_test2,y_test2)\n",
    "    x_axis.append(i)\n",
    "    y_axis.append(score.mean())\n",
    "    print(i,score.mean())"
   ]
  }
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