DataVisualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/data without infertility _final.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "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>PCOS (Y/N)</th>\n",
       "      <th>Age (yrs)</th>\n",
       "      <th>Weight (Kg)</th>\n",
       "      <th>Height(Cm)</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Blood Group</th>\n",
       "      <th>Pulse rate(bpm)</th>\n",
       "      <th>RR (breaths/min)</th>\n",
       "      <th>Hb(g/dl)</th>\n",
       "      <th>Cycle(R/I)</th>\n",
       "      <th>...</th>\n",
       "      <th>Pimples(Y/N)</th>\n",
       "      <th>Fast food (Y/N)</th>\n",
       "      <th>Reg.Exercise(Y/N)</th>\n",
       "      <th>BP _Systolic (mmHg)</th>\n",
       "      <th>BP _Diastolic (mmHg)</th>\n",
       "      <th>Follicle No. (L)</th>\n",
       "      <th>Follicle No. (R)</th>\n",
       "      <th>Avg. F size (L) (mm)</th>\n",
       "      <th>Avg. F size (R) (mm)</th>\n",
       "      <th>Endometrium (mm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>44.6</td>\n",
       "      <td>152.000</td>\n",
       "      <td>19.300000</td>\n",
       "      <td>15</td>\n",
       "      <td>78</td>\n",
       "      <td>22</td>\n",
       "      <td>10.48</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>65.0</td>\n",
       "      <td>161.500</td>\n",
       "      <td>24.921163</td>\n",
       "      <td>15</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>11.70</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>70</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>68.8</td>\n",
       "      <td>165.000</td>\n",
       "      <td>25.270891</td>\n",
       "      <td>11</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>11.80</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>18.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>65.0</td>\n",
       "      <td>148.000</td>\n",
       "      <td>29.674945</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>20</td>\n",
       "      <td>12.00</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>70</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>52.0</td>\n",
       "      <td>161.000</td>\n",
       "      <td>20.060954</td>\n",
       "      <td>11</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>10.00</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>74.1</td>\n",
       "      <td>165.000</td>\n",
       "      <td>27.217631</td>\n",
       "      <td>15</td>\n",
       "      <td>78</td>\n",
       "      <td>28</td>\n",
       "      <td>11.20</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>16.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>64.0</td>\n",
       "      <td>156.000</td>\n",
       "      <td>26.298488</td>\n",
       "      <td>11</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>10.90</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>58.5</td>\n",
       "      <td>159.000</td>\n",
       "      <td>23.139907</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>20</td>\n",
       "      <td>11.00</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>15.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>40.0</td>\n",
       "      <td>158.000</td>\n",
       "      <td>16.023073</td>\n",
       "      <td>11</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>11.80</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>4.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>52.0</td>\n",
       "      <td>150.000</td>\n",
       "      <td>23.111111</td>\n",
       "      <td>15</td>\n",
       "      <td>80</td>\n",
       "      <td>20</td>\n",
       "      <td>10.00</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>71.0</td>\n",
       "      <td>163.000</td>\n",
       "      <td>26.722873</td>\n",
       "      <td>15</td>\n",
       "      <td>80</td>\n",
       "      <td>20</td>\n",
       "      <td>10.00</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>17.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>49.0</td>\n",
       "      <td>160.000</td>\n",
       "      <td>19.140625</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>20</td>\n",
       "      <td>9.50</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>18.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>74.0</td>\n",
       "      <td>152.000</td>\n",
       "      <td>32.029086</td>\n",
       "      <td>17</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>11.70</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>50.0</td>\n",
       "      <td>152.000</td>\n",
       "      <td>21.641274</td>\n",
       "      <td>13</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>12.10</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>57.3</td>\n",
       "      <td>162.000</td>\n",
       "      <td>21.833562</td>\n",
       "      <td>13</td>\n",
       "      <td>74</td>\n",
       "      <td>22</td>\n",
       "      <td>11.70</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>80.5</td>\n",
       "      <td>154.000</td>\n",
       "      <td>33.943329</td>\n",
       "      <td>13</td>\n",
       "      <td>78</td>\n",
       "      <td>22</td>\n",
       "      <td>11.40</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>14.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>43.0</td>\n",
       "      <td>148.000</td>\n",
       "      <td>19.631118</td>\n",
       "      <td>13</td>\n",
       "      <td>80</td>\n",
       "      <td>20</td>\n",
       "      <td>11.10</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>69.2</td>\n",
       "      <td>160.000</td>\n",
       "      <td>27.031250</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>10.80</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>20.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>52.4</td>\n",
       "      <td>159.000</td>\n",
       "      <td>20.727028</td>\n",
       "      <td>17</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>12.70</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>85.0</td>\n",
       "      <td>165.000</td>\n",
       "      <td>31.221304</td>\n",
       "      <td>16</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>12.50</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>64.0</td>\n",
       "      <td>156.000</td>\n",
       "      <td>26.298488</td>\n",
       "      <td>11</td>\n",
       "      <td>70</td>\n",
       "      <td>18</td>\n",
       "      <td>11.20</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>18.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>5.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>50.0</td>\n",
       "      <td>156.000</td>\n",
       "      <td>20.545694</td>\n",
       "      <td>15</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>11.00</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>64.2</td>\n",
       "      <td>155.000</td>\n",
       "      <td>26.722164</td>\n",
       "      <td>15</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>12.10</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>16.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>65.0</td>\n",
       "      <td>152.000</td>\n",
       "      <td>28.133657</td>\n",
       "      <td>13</td>\n",
       "      <td>74</td>\n",
       "      <td>22</td>\n",
       "      <td>10.50</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>63.0</td>\n",
       "      <td>158.000</td>\n",
       "      <td>25.236340</td>\n",
       "      <td>11</td>\n",
       "      <td>72</td>\n",
       "      <td>20</td>\n",
       "      <td>11.20</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>70</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>42.0</td>\n",
       "      <td>152.000</td>\n",
       "      <td>18.178670</td>\n",
       "      <td>12</td>\n",
       "      <td>80</td>\n",
       "      <td>20</td>\n",
       "      <td>11.50</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>76.0</td>\n",
       "      <td>160.000</td>\n",
       "      <td>29.687500</td>\n",
       "      <td>15</td>\n",
       "      <td>75</td>\n",
       "      <td>18</td>\n",
       "      <td>11.20</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>68.0</td>\n",
       "      <td>152.000</td>\n",
       "      <td>29.432133</td>\n",
       "      <td>17</td>\n",
       "      <td>72</td>\n",
       "      <td>20</td>\n",
       "      <td>10.00</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>62.0</td>\n",
       "      <td>158.000</td>\n",
       "      <td>24.835764</td>\n",
       "      <td>15</td>\n",
       "      <td>78</td>\n",
       "      <td>22</td>\n",
       "      <td>11.60</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>12.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>6.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>56.0</td>\n",
       "      <td>152.000</td>\n",
       "      <td>24.238227</td>\n",
       "      <td>13</td>\n",
       "      <td>78</td>\n",
       "      <td>22</td>\n",
       "      <td>11.00</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>13.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5.0</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>511</th>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>56.0</td>\n",
       "      <td>142.000</td>\n",
       "      <td>27.800000</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>11.80</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>72.0</td>\n",
       "      <td>165.000</td>\n",
       "      <td>26.400000</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>10.60</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>70</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>16.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>55.0</td>\n",
       "      <td>158.496</td>\n",
       "      <td>21.900000</td>\n",
       "      <td>16</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>11.50</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>7.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>65.0</td>\n",
       "      <td>170.688</td>\n",
       "      <td>22.300000</td>\n",
       "      <td>16</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>10.50</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>69.0</td>\n",
       "      <td>164.000</td>\n",
       "      <td>25.700000</td>\n",
       "      <td>15</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>11.00</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>50.0</td>\n",
       "      <td>152.000</td>\n",
       "      <td>21.600000</td>\n",
       "      <td>15</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>10.00</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>19.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>9.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>59.0</td>\n",
       "      <td>152.000</td>\n",
       "      <td>25.200000</td>\n",
       "      <td>11</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>11.50</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>9.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>56.0</td>\n",
       "      <td>154.000</td>\n",
       "      <td>23.600000</td>\n",
       "      <td>17</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>10.50</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>53.0</td>\n",
       "      <td>158.496</td>\n",
       "      <td>21.100000</td>\n",
       "      <td>16</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>11.80</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>19.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>50.0</td>\n",
       "      <td>168.000</td>\n",
       "      <td>17.700000</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>12.00</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>70</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>20.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>78.0</td>\n",
       "      <td>155.000</td>\n",
       "      <td>32.500000</td>\n",
       "      <td>15</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>11.20</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>52.0</td>\n",
       "      <td>154.000</td>\n",
       "      <td>21.900000</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>11.80</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>16.5</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>1</td>\n",
       "      <td>36</td>\n",
       "      <td>60.0</td>\n",
       "      <td>150.000</td>\n",
       "      <td>26.700000</td>\n",
       "      <td>15</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>10.20</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>17.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>7.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>70.0</td>\n",
       "      <td>170.688</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>11.50</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>21.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>48.0</td>\n",
       "      <td>158.496</td>\n",
       "      <td>19.100000</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>10.70</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>60.0</td>\n",
       "      <td>155.000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>16</td>\n",
       "      <td>74</td>\n",
       "      <td>22</td>\n",
       "      <td>10.50</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6.8</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>62.0</td>\n",
       "      <td>162.000</td>\n",
       "      <td>23.600000</td>\n",
       "      <td>15</td>\n",
       "      <td>74</td>\n",
       "      <td>22</td>\n",
       "      <td>11.10</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>58.0</td>\n",
       "      <td>146.304</td>\n",
       "      <td>27.100000</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>20</td>\n",
       "      <td>10.50</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>52.0</td>\n",
       "      <td>163.000</td>\n",
       "      <td>19.600000</td>\n",
       "      <td>13</td>\n",
       "      <td>70</td>\n",
       "      <td>24</td>\n",
       "      <td>10.80</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>61.0</td>\n",
       "      <td>158.000</td>\n",
       "      <td>24.400000</td>\n",
       "      <td>15</td>\n",
       "      <td>72</td>\n",
       "      <td>20</td>\n",
       "      <td>12.30</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>21.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>70.0</td>\n",
       "      <td>164.000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>11</td>\n",
       "      <td>72</td>\n",
       "      <td>22</td>\n",
       "      <td>10.50</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>70</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>56.0</td>\n",
       "      <td>158.496</td>\n",
       "      <td>22.300000</td>\n",
       "      <td>12</td>\n",
       "      <td>72</td>\n",
       "      <td>22</td>\n",
       "      <td>10.80</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>53.5</td>\n",
       "      <td>161.544</td>\n",
       "      <td>20.500000</td>\n",
       "      <td>14</td>\n",
       "      <td>70</td>\n",
       "      <td>18</td>\n",
       "      <td>10.60</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>48.0</td>\n",
       "      <td>158.496</td>\n",
       "      <td>19.100000</td>\n",
       "      <td>14</td>\n",
       "      <td>70</td>\n",
       "      <td>18</td>\n",
       "      <td>11.00</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>20.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>8.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>80.0</td>\n",
       "      <td>161.544</td>\n",
       "      <td>30.700000</td>\n",
       "      <td>18</td>\n",
       "      <td>70</td>\n",
       "      <td>18</td>\n",
       "      <td>10.60</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>9.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>50.0</td>\n",
       "      <td>164.592</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>17</td>\n",
       "      <td>72</td>\n",
       "      <td>16</td>\n",
       "      <td>11.00</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>63.2</td>\n",
       "      <td>158.000</td>\n",
       "      <td>25.300000</td>\n",
       "      <td>15</td>\n",
       "      <td>72</td>\n",
       "      <td>18</td>\n",
       "      <td>10.80</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>54.0</td>\n",
       "      <td>152.000</td>\n",
       "      <td>23.400000</td>\n",
       "      <td>13</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>10.80</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>50.0</td>\n",
       "      <td>150.000</td>\n",
       "      <td>22.200000</td>\n",
       "      <td>15</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>12.00</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>11.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>82.0</td>\n",
       "      <td>165.000</td>\n",
       "      <td>30.100000</td>\n",
       "      <td>13</td>\n",
       "      <td>80</td>\n",
       "      <td>20</td>\n",
       "      <td>10.20</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>70</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>538 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     PCOS (Y/N)   Age (yrs)  Weight (Kg)  Height(Cm)         BMI  Blood Group  \\\n",
       "0             0          28         44.6      152.000  19.300000           15   \n",
       "1             0          36         65.0      161.500  24.921163           15   \n",
       "2             1          33         68.8      165.000  25.270891           11   \n",
       "3             0          37         65.0      148.000  29.674945           13   \n",
       "4             0          25         52.0      161.000  20.060954           11   \n",
       "..          ...         ...          ...          ...        ...          ...   \n",
       "536           0          35         50.0      164.592  18.500000           17   \n",
       "537           0          30         63.2      158.000  25.300000           15   \n",
       "538           0          36         54.0      152.000  23.400000           13   \n",
       "539           0          27         50.0      150.000  22.200000           15   \n",
       "540           1          23         82.0      165.000  30.100000           13   \n",
       "\n",
       "     Pulse rate(bpm)   RR (breaths/min)  Hb(g/dl)  Cycle(R/I)  ...  \\\n",
       "0                  78                22     10.48           2  ...   \n",
       "1                  74                20     11.70           2  ...   \n",
       "2                  72                18     11.80           2  ...   \n",
       "3                  72                20     12.00           2  ...   \n",
       "4                  72                18     10.00           2  ...   \n",
       "..                ...               ...       ...         ...  ...   \n",
       "536                72                16     11.00           2  ...   \n",
       "537                72                18     10.80           2  ...   \n",
       "538                74                20     10.80           2  ...   \n",
       "539                74                20     12.00           4  ...   \n",
       "540                80                20     10.20           4  ...   \n",
       "\n",
       "     Pimples(Y/N)  Fast food (Y/N)  Reg.Exercise(Y/N)  BP _Systolic (mmHg)  \\\n",
       "0               0              1.0                  0                  110   \n",
       "1               0              0.0                  0                  120   \n",
       "2               1              1.0                  0                  120   \n",
       "3               0              0.0                  0                  120   \n",
       "4               0              0.0                  0                  120   \n",
       "..            ...              ...                ...                  ...   \n",
       "536             0              0.0                  0                  110   \n",
       "537             0              0.0                  0                  110   \n",
       "538             0              0.0                  0                  110   \n",
       "539             1              0.0                  0                  110   \n",
       "540             1              1.0                  0                  120   \n",
       "\n",
       "     BP _Diastolic (mmHg)  Follicle No. (L)  Follicle No. (R)  \\\n",
       "0                      80                 3                 3   \n",
       "1                      70                 3                 5   \n",
       "2                      80                13                15   \n",
       "3                      70                 2                 2   \n",
       "4                      80                 3                 4   \n",
       "..                    ...               ...               ...   \n",
       "536                    70                 1                 0   \n",
       "537                    70                 9                 7   \n",
       "538                    80                 1                 0   \n",
       "539                    70                 7                 6   \n",
       "540                    70                 9                10   \n",
       "\n",
       "     Avg. F size (L) (mm)  Avg. F size (R) (mm)  Endometrium (mm)  \n",
       "0                    18.0                  18.0               8.5  \n",
       "1                    15.0                  14.0               3.7  \n",
       "2                    18.0                  20.0              10.0  \n",
       "3                    15.0                  14.0               7.5  \n",
       "4                    16.0                  14.0               7.0  \n",
       "..                    ...                   ...               ...  \n",
       "536                  17.5                  10.0               6.7  \n",
       "537                  19.0                  18.0               8.2  \n",
       "538                  18.0                   9.0               7.3  \n",
       "539                  18.0                  16.0              11.5  \n",
       "540                  19.0                  18.0               6.9  \n",
       "\n",
       "[538 rows x 40 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Deleting unwanted columns\n",
    "del df['Unnamed: 42']\n",
    "del df['Patient File No.']\n",
    "del df['Sl. No']\n",
    "df = df.dropna()\n",
    "df.drop(df.index[305])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Lx58g6YCIeFrSZS2o08zMCtLoG8ENwKsRcUklBHKv5dOIiB8UVZyZmRWvURAcGhEba0fm4/oLqcjMzFqqURD0jDGtu5mFmJlZezQKgkFJIy4uJ+njwJpiSjIzs1ZqdGbxZ4C7JX2Ytz74B8guOHdOkYWZmVlrNPphmn8CfkPSycD78tH/KyLuK7wyMzNriXFdaygi7gfuL7gWMzNrg3GfWWxmZlOTg8DMLHEOAjOzxBUWBJL2l/SwpA2SHpP0xTpt9pN0u6SnJD0kqb+oeszMrL4ivxG8AZwSEQuAhcBpkhbXtLkMeCUi3gVcD3y5wHrMzKyOwoIgMq/ng+X8FjXNPgjcnD/+DvBbklRUTWZmNlKh+wgklSStBzYDqyPioZomfcCzABGxA3gVOLjOfJZKGpQ0ODw8XGTJZmbJKTQIImJnRCwE5gDHSnpfo+eMMp8VETEQEQO9vb3NLdLMLHEtOWooIraQnZB2Ws2kIWAugKRpwIHAS62oyczMMkUeNdQrqSd/3A28H3iyptlK4JL88XnAfRFRux/BzMwKNK5LTOyl2cDNkkpkgfNXEXGvpKuBwYhYCXwT+EtJTwEvAxcWWI+ZmdVRWBBExCPAojrjv1D1+FfA+UXVYGZmjfnMYjOzxDkIzMwS5yAwM0ucg8DMLHEOAjOzxDkIzMwS5yAwM0ucg8DMLHEOAjOzxDkIzMwS5yAwM0ucg8DMLHEOAjOzxDkIzMwS5yAwM0ucg8DMLHEOAjOzxDkIzMwS5yAwM0ucg8DMLHEOAjOzxDkIzMwS5yAwM0tcYUEgaa6k+yU9LukxSZ+u0+YkSa9KWp/fvlBUPWZmVt+0Aue9A7giItZKOgBYI2l1RDxe0+7vI+KsAuswM7MxFPaNICJeiIi1+eNfAE8AfUW9npmZ7Z2W7COQ1A8sAh6qM/l4SRsk/bWk947y/KWSBiUNDg8PF1ipmVl6Cg8CSW8D7gQ+ExGv1UxeC/x6RCwA/gK4p948ImJFRAxExEBvb2+xBZuZJabQIJBUJguBWyPirtrpEfFaRLyeP/4eUJZ0SJE1mZnZnoo8akjAN4EnIuK6Udq8I2+HpGPzel4qqiYzMxupyKOGTgA+AmyUtD4f98fAPICIuAk4D/iUpB3ANuDCiIgCazIzsxqFBUFE/BBQgzZfA75WVA1mZtaYzyw2M0ucg8DMLHEOAjOzxDkIzMwS5yAwM0ucg8DMLHEOAjOzxDkIzMwS5yAwM0ucg8DMLHEOAjOzxDkIzMwS5yAwM0ucg8DMLHEOAjOzxDkIzMwS5yAwM0ucg8DMLHEOAjOzxDkIzMwS5yAwM0ucg8DMLHEOAjOzxDkIzMwSN62oGUuaC9wCHAoEsCIivlrTRsBXgTOArcClEbG22bXcs26Iq1Y+xpZt25s960lv1owyZx41mzvXPMe27bsKeY0Z5S6279xFs2c/c3qJX765c9Tp00ti5n7TeGXrdkS2kk02jfrQKiXBzsm4gGxCZk4vcc05R7JkUV9T51tYEAA7gCsiYq2kA4A1klZHxONVbU4HjshvxwE35vdNc8+6IZbdsYHtu9L8K3hl63a+/eD/K/Q1thYUMI0+QN/cGby5NQv3yfruToYQAIfAVPHLN3dyxR0bAJoaBoVtGoqIFyr/3UfEL4AngNrKPwjcEpkHgR5Js5tZx/JVm5INATObenbuCpav2tTUebZkH4GkfmAR8FDNpD7g2arh5xgZFkhaKmlQ0uDw8PCEXvv5Ldsm1N7MbLJr9uda4UEg6W3AncBnIuK1vZlHRKyIiIGIGOjt7Z3Qcw/r6d6blzQzm7Sa/blWaBBIKpOFwK0RcVedJkPA3KrhOfm4pll26nzKXWrmLM3M2qbUJZadOr+p8ywsCPIjgr4JPBER143SbCXwUWUWA69GxAvNrGPJoj6Wn7+Anu5yM2fbMWbNKHPx4nl0l4vL/BnlLoqY/czppTGnTy+JWTOy93WyRn2jPrRKabIuIJuQmdNLfOX8BU0/akgRxexIlXQi8PfARqByWMkfA/MAIuKmPCy+BpxGdvjoxyJicKz5DgwMxODgmE3MzKyGpDURMVBvWmGHj0bED2nwj1pkKXR5UTWYmVljPrPYzCxxDgIzs8Q5CMzMEucgMDNLnIPAzCxxhR0+WhRJw8DP9vLphwAvNrGcych97HxTvX8w9fs4Gfv36xFR99IMHRcE+0LS4GjH0U4V7mPnm+r9g6nfx07rnzcNmZklzkFgZpa41IJgRbsLaAH3sfNN9f7B1O9jR/UvqX0EZmY2UmrfCMzMrIaDwMwscckEgaTTJG2S9JSkz7W7nr0l6b9K2izp0apxB0laLemn+f2sfLwk/Xne50ckHd2+ysdH0lxJ90t6XNJjkj6dj58SfZS0v6SHJW3I+/fFfPw/k/RQ3o/bJU3Px++XDz+VT+9vZ/0TIakkaZ2ke/PhKdVHSc9I2ihpvaTBfFxHrqdJBIGkEvCfgNOB9wAXSXpPe6vaa98i+/2Gap8DfhARRwA/yIch6+8R+W0pcGOLatwXO4ArIuI9wGLg8vy9mip9fAM4JSIWAAuB0/IfZfoycH1EvAt4Bbgsb38Z8Eo+/vq8Xaf4NPBE1fBU7OPJEbGw6pyBzlxPI2LK34DjgVVVw1cCV7a7rn3oTz/waNXwJmB2/ng2sCl//HXgonrtOuUG/E/g/VOxj8AMYC1wHNlZqNPy8bvXV2AVcHz+eFreTu2ufRx9m0P2QXgKcC/Zb5NMtT4+AxxSM64j19MkvhEAfcCzVcPP5eOmikPjrZ/4/DlwaP64o/udbyJYBDzEFOpjvslkPbAZWA08DWyJiB15k+o+7O5fPv1V4ODWVrxXbgA+y1u/TngwU6+PAXxf0hpJS/NxHbmeFvYLZdYeERGSOv6YYElvA+4EPhMRr2W/aprp9D5GxE5goaQe4G7g3W0uqakknQVsjog1kk5qdz0FOjEihiS9HVgt6cnqiZ20nqbyjWAImFs1PCcfN1X8k6TZAPn95nx8R/ZbUpksBG6NiLvy0VOqjwARsQW4n2wzSY+kyj9m1X3Y3b98+oHASy0udaJOAM6W9AxwG9nmoa8ytfpIRAzl95vJAv1YOnQ9TSUI/i9wRH7UwnTgQmBlm2tqppXAJfnjS8i2q1fGfzQ/YmEx8GrV19ZJSdm//t8EnoiI66omTYk+SurNvwkgqZts/8cTZIFwXt6stn+Vfp8H3Bf5RubJKiKujIg5EdFP9rd2X0R8mCnUR0kzJR1QeQz8NvAonbqetnsnRatuwBnAT8i2x36+3fXsQz/+B/ACsJ1sO+NlZNtTfwD8FPjfwEF5W5EdLfU0sBEYaHf94+jfiWTbXh8B1ue3M6ZKH4GjgHV5/x4FvpCPfyfwMPAUcAewXz5+/3z4qXz6O9vdhwn29yTg3qnWx7wvG/LbY5XPlE5dT32JCTOzxKWyacjMzEbhIDAzS5yDwMwscQ4CM7PEOQjMzBLnIDCrIunz+VVBH8mvKnncBJ9/kqSQ9IGqcfdO8TNsrcP5EhNmOUnHA2cBR0fEG5IOAabXaVeK7DIRo3kO+Dzw3WIqNWsufyMwe8ts4MWIeAMgIl6MiOdh97XnvyxpLXB+g/lsAF6V9P7aCZJ+K79G/0Zlvy2xX7M7YTZRDgKzt3wfmCvpJ5L+s6R/VTP9pYg4OiJuG8e8rgH+pHqEpP3Jfk/igog4kuwb+aeaULfZPnEQmOUi4nXgGLIfDhkGbpd0aVWT2ycwr78DkHRi1ej5wD9GxE/y4ZuB39yXms2awfsIzKrk2/4fAB6QtJHswmHfyif/coKzq3wr2NGooVk7+RuBWU7SfElHVI1aCPxsb+cXEd8HZpFdaA6yX6Xql/SufPgjwN/u7fzNmsVBYPaWtwE3S3pc0iNkv299Vb2Gkj4p6ZPjmOc15Nehj4hfAR8D7si/bewCbsrnd7Wks/e9C2YT56uPmpklzt8IzMwS5yAwM0ucg8DMLHEOAjOzxDkIzMwS5yAwM0ucg8DMLHH/H/HMC/q99wO5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nwT8r6UpJlex1JbUHjpmZ2QDLk+B/i9pz4H8CPA1cBnygzKDMzKx3bZ9FExFPARfPQyxmZlagpgle0odbrBcR8aclxGNmZgVpdQT/swZlrwauAl4DOMGbmQ2wpgk+Ij4x+7ukI4GrqZ17vxX4RLP1zMxsMLQ8By/pWOAPgCuAm4DTI+Kn8xGYmZn1ptU5+A3ApcBGYHlEvDhvUZmZWc9a3Sb5h9T+cvUaYIek57PXC5Ken5/wzMysW63OwftZ8WZmQ8xJ3MwsUU7wZmaJcoI3M0uUE7yZWaKc4M3MEuUEb2aWKCd4M7NEOcGbmSXKCd7MLFFO8GZmiXKCNzNLVNuv7OuWpE8DFwI7I+LXyupnrk1bJ9mweTuTu6eoSMxEsHh0hDUrl7FqxeJ56W90pMov9szw8+m9ABxzeJVrL3o9q1Ys3ld/x+4pFuWIq779WRWJy886getXLc8V22xf5508xn3f2dWw72Z168c1+1NAZH0sEOwNGpYtbtBnfbv167Sao/NOHuPuh59m99T0fnWBffWOnjPnzWI4eqSKBLt/Pt10ndG6OvXz1Gzb1W+juWN656kL94sd4PDqAg6tVg5ov1fttnejbTr72aify0UtyubG2en+3CjmdXc9dsC2zTPfjbZn/XZrtt27jbPRNq7fzzqZn2s2beOWB36073OV5/PcDUVE+1rdNCy9BXgR+GzeBD8+Ph4TExNd97lp6yRr79jG1PTMActGqhXWX7q80CTfqr+5qhXx3jeewO1bJver3yqudu1fefaJTXeKPLHN9g3kHkeZms1RIwsElQVieqac/bfeSLXCu85Y3HDbNSrvpv1e981O9sW5qgsEYr+5bFQ2N85GfXYylk1bJ1lz28NM791/G7b6rBQx393EmWdu887P6ScezT9+//8dsH6rz3MrkrZExHjDZWUl+KzjpcDd85Xg3/yxr+53pDvX4tER/vGDb+26/U77m2v2qClvXO3ar0h8f/0FPcW2eHQEoKNxlKnZHPVbs7iKirfXfbPTfbFb9XE26zPvWFrFXPZ8QzFxtmqzm/zQ7PPcSqsEX9opmrwkrQZWA5x44ok9tbWjzWS2W150f3M12zGbtdOu/VY7et7Yip6TXg1icofmcRUVb6/bYb62Y30/3e63eeqVPd/t+u+m3ty6ReWHXvT9ImtEbIyI8YgYHxsb66mtRdnRaLfLi+5vrorUUTvt2m/WXp516+sVPS+9aDWmfmoWV1Hx9roN5msb1vfT7X6bp17Z892u/27qza1bVH7oRd8TfJHWrFzGSLXScNlItbLvwtF89DdXtVK7kDK3fqu42rV/+Vkn9BTbbN+djKNMzeaokQWq1Z8PI9VK022XN9527fe6b/ayDasLdMBcNiqbG2ejPjsZy5qVy2rn+ufG0+KzUsR8dxNnnj7zzs+bf/XYhuu3+jx3q7Ju3brCG5113XXXjQK/sW7dur/KU3/jxo3rVq9e3XV/Jy88iiXHjLBt8jleeGkPFYmgdl7swxedUvhdNM36Gx2pskDsu3h0zOFVPvovl/PvznvdvvovvrSnbVxz259VkbiizQWZ+nVn+7rktEU8++IvDui7Vd36cc3+rP9ILhBNyxr1Wd9u/Tqt5uiS0xbxw2d/zkt7Xrkraf2lp/L2U355X725c94shtGRKiOvqvDy9N6m69TXmZ2nZtuuvrzRmC47Y8l+sUPtLpojDjtkv/Z73TfzbO9G23Tx6AjrLn79fnPZrGxunI367GQsJy88ihOPPZxv/ODZ/bZtq8/K3PK527N+uzXb7t3E2Wwb1+9neefnQ+88hWdefJnHJp/f97lq93lu5brrrnt63bp1GxstK/MumluAc4HjgH8Cro2IT7Vap9eLrGZmB5u+XGSNiMvLatvMzNpL6hy8mZm9wgnezCxRTvBmZolygjczS5QTvJlZopzgzcwS5QRvZpYoJ3gzs0Q5wZuZJcoJ3swsUU7wZmaJcoI3M0uUE7yZWaKc4M3MEuUEb2aWKCd4M7NEOcGbmSXKCd7MLFFO8GZmiXKCNzNLlBO8mVminODNzBLlBG9mligneDOzRDnBm5klygnezCxRTvBmZolygjczS5QTvJlZopzgzcwSdUiZjUs6H/gkUAH+NiI+VnQf12zaxs3f+GHRzRaiIpiJfkeRDs+npWyB4DfOOpHrVy0vrs3CWppDUgX4S+AdwCnA5ZJOKbKPQU7u4GRUNM+npWxvwM3f+CHXbNpWWJtlnqI5E3giIn4QEb8AbgUuKbKDWx74UZHNmZn1XZF5rcwEvxioj/THWdl+JK2WNCFpYteuXR11MBM+pDOztBSZ1/p+kTUiNkbEeESMj42NdbRuRSopKjOz/igyr5WZ4CeBE+reL8nKCnP5WSe0r2RmNkSKzGtlJvhvASdJ+hVJrwLeB9xVZAfXr1rOlWefWGSThar4PxiF8nxayhYIrjy72LtoSrtNMiL2SPo9YDO12yQ/HRGPFd3P9auWFzohZmapKPU++Ij4EvClMvswM7PG+n6R1czMyuEEb2aWKCd4M7NEOcGbmSXKCd7MLFGKAfpzf0m7gKe6XP044JkCwxk0qY8PPMYUpD4+GLwx/rOIaPgYgIFK8L2QNBER4/2Ooyypjw88xhSkPj4YrjH6FI2ZWaKc4M3MEpVSgt/Y7wBKlvr4wGNMQerjgyEaYzLn4M3MbH8pHcGbmVkdJ3gzs0QNfYKXdL6k7ZKekPTBfsfTLUmflrRT0qN1ZcdKulfS97Kfx2TlkvRfsjE/Iun0/kWej6QTJN0n6duSHpN0dVae0hgPk/RNSQ9nY7wuK/8VSQ9kY/l89v0ISDo0e/9EtnxpP+PPS1JF0lZJd2fvUxvfk5K2SXpI0kRWNpT76VAneEkV4C+BdwCnAJdLOqW/UXXtM8D5c8o+CHwlIk4CvpK9h9p4T8peq4G/nqcYe7EH+MOIOAU4G/jdbFulNMaXgbdGxBuA04DzJZ0NfBz4s4h4HfBT4Kqs/lXAT7PyP8vqDYOrgcfr3qc2PoDzIuK0uvvdh3M/jYihfQFvAjbXvV8LrO13XD2MZynwaN377cDC7PeFwPbs9/8GXN6o3rC8gC8Ab0t1jMDhwIPAWdT+6vGQrHzfPkvty3DelP1+SFZP/Y69zbiWUEtwbwXuBpTS+LJYnwSOm1M2lPvpUB/BA4uBH9W9/3FWlorjI+Lp7PefAMdnvw/1uLP/qq8AHiCxMWanLx4CdgL3At8HdkfEnqxK/Tj2jTFb/hzwmvmNuGN/DvwRsDd7/xrSGh9AAPdI2iJpdVY2lPtpqd/oZMWJiJA09Pe0SjoCuB34/Yh4XnXfIJ/CGCNiBjhN0ihwJ3Byn0MqjKQLgZ0RsUXSuf2Op0TnRMSkpF8C7pX0nfqFw7SfDvsR/CRQ/xXkS7KyVPyTpIUA2c+dWflQjltSlVpy/1xE3JEVJzXGWRGxG7iP2imLUUmzB1P149g3xmz50cCz8xxqJ94MXCzpSeBWaqdpPkk64wMgIiaznzup/SN9JkO6nw57gv8WcFJ2Ff9VwPuAu/ocU5HuAt6f/f5+auetZ8t/M7uCfzbwXN1/HweSaofqnwIej4gb6halNMax7MgdSSPUrjE8Ti3RX5ZVmzvG2bFfBnw1shO5gygi1kbEkohYSu2z9tWIuIJExgcg6dWSjpz9HXg78CjDup/2+yJAARdELgC+S+1c54f6HU8P47gFeBqYpnYe7ypq5yu/AnwP+Hvg2KyuqN099H1gGzDe7/hzjO8cauc2HwEeyl4XJDbGU4Gt2RgfBT6clb8W+CbwBHAbcGhWflj2/ols+Wv7PYYOxnoucHdq48vG8nD2emw2pwzrfupHFZiZJWrYT9GYmVkTTvBmZolygjczS5QTvJlZopzgzcwS5QRvBwVJH8qe8PhI9pTAszpc/1xJIemiurK7E/+LThtyflSBJU/Sm4ALgdMj4mVJxwGvalCvErVHDTTzY+BDwBfLidSsWD6Ct4PBQuCZiHgZICKeiYgdsO/Z3x+X9CDw7jbtPAw8J+ltcxdI+hfZM9K3qfZs/0OLHoRZp5zg7WBwD3CCpO9K+itJ/3zO8mcj4vSIuDVHWx8FrqkvkHQYtef5vzcillP7n/G/LSBus544wVvyIuJF4AxqX8iwC/i8pH9dV+XzHbT1DwCSzqkrXgb834j4bvb+JuAtvcRsVgSfg7eDQnZu/X7gfknbqD0w6jPZ4p912NzsUfyedhXN+slH8JY8ScsknVRXdBrwVLftRcQ9wDHUHi4GtW/xWSrpddn7fwX8r27bNyuKE7wdDI4AblLtC78fofb9vesaVZT0O5J+J0ebHyV7DnhEvAR8ALgt+9/BXuC/Zu19RNLFvQ/BrHN+mqSZWaJ8BG9mligneDOzRDnBm5klygnezCxRTvBmZolygjczS5QTvJlZov4/p136K5ENFjgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sSQekx43MBh4dxXHNzKxGo70bakSXeiQdCHwY+GQu/I+S5qZ9bi4vi4iNkm4DngB2Axf4Tigzs+aq5m6oX1O5KIjsgYI1i4jfAIcOip09zPqXA5eP5FhmZjZ61XRwH9yMRMzMbOwabZ+FmZmNAy4WZmZWyMXCzMwKuViYmVkhFwszMyvkYmFmZoVcLMzMrJCLhZmZFXKxMDOzQi4WZmZWyMXCzMwKuViYmVkhFwszMyvkYmFmZoVcLMzMrFDLioWkzZLWS1orqTfFDpG0UtLT6eeUFJekayX1SVon6dhW5W1mNh61+szigxExNyJKaf4S4P6ImA3cn+YBTiEbe3s2sAS4rumZmpmNY60uFoOdAdyYpm8EFubiN0VmFTBZ0rRWJGhmNh61slgEcJ+k1ZKWpNhhEbE1Tf8COCxN9wDP57bdkmL7kLREUq+k3oGBgUblbWY27hSOwd1A74+IfknvAFZKeiq/MCJCUtSyw4hYBiwDKJVKNW1rZmZDa9mZRUT0p5/bgDuA44AXy5eX0s9tafV+YEZu8+kpZmZmTdCSYiHpQEkHl6eBk4ANwApgcVptMXBXml4BnJPuipoPvJK7XGVmZg3WqstQhwF3SCrn8N2I+KGkx4DbJJ0HPAd8LK1/D3Aq0Ae8Bpzb/JTNzMavlhSLiHgW+MMK8V8CH6oQD+CCJqRmZmYVjLVbZ83MbAxysTAzs0IuFmZmVsjFwszMCrlYmJlZIRcLMzMr5GJhZmaFXCzMzKyQi4WZmRVysTAzs0IuFmZmVsjFwszMCrlYmJlZIRcLMzMr5GJhZmaFml4sJM2Q9ICkJyRtlPTpFL9MUr+ktel1am6bpZL6JG2SdHKzczYzG+9aMfjRbuAzEfF4Glp1taSVadnVEfG1/MqS5gBnAe8CDgd+JOmdEbGnqVmbmY1jTT+ziIitEfF4mv418CTQM8wmZwC3RMTOiPg52dCqxzU+UzMzK2tpn4WkWcA84JEUulDSOknXS5qSYj3A87nNtjBEcZG0RFKvpN6BgYEGZW1mNv60rFhIOgj4PnBRRLwKXAccBcwFtgJX1rrPiFgWEaWIKHV3d9c1XzOz8awlxULSBLJCcXNE3A4QES9GxJ6IeB34Nm9cauoHZuQ2n55iZmbWJK24G0rAd4AnI+KqXHxabrUzgQ1pegVwlqQDJB0BzAYebVa+ZmbWmruh3gecDayXtDbF/g5YJGkuEMBm4JMAEbFR0m3AE2R3Ul3gO6HMzJqr6cUiIv4DUIVF9wyzzeXA5Q1LyszMhuVvcJuZWSEXCzMzK+RiYWZmhVwszMyskIuFmZkVcrEwM7NCLhZmZlbIxcLMzAq5WJiZWSEXCzMzK+RiYWZmhVwszMyskIuFmZkVcrEwM7NCrRjPwtrEnWv6ueLeTbywfQeHT57EZ08+moXzKg5/bmYdThHR6hwaolQqRW9vb1OOlf+j+vZJE5Bg+2u79v6B7X3uZZY/8jx7IuiSWHT8DL6y8Ji92/Vv30GXxJ4IenLb3LzqPyn/dkQ2KtSkCfuxY9fre49djg/efuG8nmH/2H/hzvV7c8rbT/B6vLHfwSZ2iYignMJ+gr88fiZfWXjMkO/NZSs2sn3HrjcdY3DOwN73YzhT3jqBP333NO7+6dZ99luOP/DUQMU2D/49/W73Hl5LDZny1glc+mfv2ieHSu/p4LbVWkwrvR8AB07s4je/27P3mJMH5TdY+T2cPOjz9sHf767Y/krHzbd5qJzOPLZnn/e5vM1Q7Rx8nLdO2I8DJnS9Kb/B7+/gvIear/R7KfqdVfo9DbdNedlwn6HhPh/5f1v5f++Dt8//Gyt6X/PblvOadegk/t8zL+/dR5ey/ZX/beWPWy1JqyOiVHFZuxQLSQuArwNdwD9HxFeHW38kxeILd67nX1b958iTNDMbQz4+f+j/yFUyXLFoiz4LSV3AN4BTgDlkQ7DOqecxXCjMrNMsf+T5uu2rLYoFcBzQFxHPRsTvgFuAM+p5gHq+qWZmY8Hgy8yj0S7FogfI/zXfkmL7kLREUq+k3oGBgZoOUM831cxsLOiS6ravdikWVYmIZRFRiohSd3d3TdvW8001MxsLFh0/o277apdi0Q/kWz09xeqmnm+qmVmrve+oQ2q+G2o47fI9i8eA2ZKOICsSZwF/Wc8DlN9Ud3LbeDb41mhrPwdO7OLyM4+p+3ei2qJYRMRuSRcC95LdOnt9RGys93G+svCYulZiM7NO0RbFAiAi7gHuaXUeZmbjUbv0WZiZWQu5WJiZWSEXCzMzK+RiYWZmhdrmQYK1kjQAPDfCzacCL9UxnbGm09sHbmMn6PT2wdhr43+LiIrfaO7YYjEaknqHevJiJ+j09oHb2Ak6vX3QXm30ZSgzMyvkYmFmZoVcLCpb1uoEGqzT2wduYyfo9PZBG7XRfRZmZlbIZxZmZlbIxcLMzAq5WORIWiBpk6Q+SZe0Op+RknS9pG2SNuRih0haKenp9HNKikvStanN6yQd27rMqyNphqQHJD0haaOkT6d4J7XxLZIelfTT1MYvpvgRkh5JbblV0sQUPyDN96Xls1qZf7UkdUlaI+nuNN9p7dssab2ktZJ6U6wtP6cuFomkLuAbwCnAHGCRpDmtzWrEbgAWDIpdAtwfEbOB+9M8ZO2dnV5LgOualONo7AY+ExFzgPnABel31Ult3AmcGBF/CMwFFkiaD/wDcHVE/B7wK+C8tP55wK9S/Oq0Xjv4NPBkbr7T2gfwwYiYm/s+RXt+TiPCr6yT/73Avbn5pcDSVuc1ivbMAjbk5jcB09L0NGBTmv4nYFGl9drlBdwFfLhT2wi8FXgcOJ7s2777p/jezyzZWC/vTdP7p/XU6twL2jWd7I/licDdgDqpfSnXzcDUQbG2/Jz6zOINPcDzufktKdYpDouIrWn6F8Bhabqt250uR8wDHqHD2pgu0awFtgErgWeA7RGxO62Sb8feNqblrwCHNjfjml0DfA4oj8t3KJ3VPoAA7pO0WtKSFGvLz2nbDH5k9RMRIant75mWdBDwfeCiiHhV0t5lndDGiNgDzJU0GbgD+P0Wp1Q3kk4DtkXEakkntDqfBnp/RPRLegewUtJT+YXt9Dn1mcUb+oEZufnpKdYpXpQ0DSD93JbibdluSRPICsXNEXF7CndUG8siYjvwANllmcmSyv/Jy7djbxvT8rcDv2xyqrV4H3C6pM3ALWSXor5O57QPgIjoTz+3kRX842jTz6mLxRseA2anuzEmAmcBK1qcUz2tABan6cVk1/nL8XPSnRjzgVdyp8hjkrJTiO8AT0bEVblFndTG7nRGgaRJZH0yT5IVjY+m1Qa3sdz2jwI/jnTheyyKiKURMT0iZpH9W/txRPwPOqR9AJIOlHRweRo4CdhAu35OW91pMpZewKnAz8iuDX++1fmMoh3Lga3ALrLrnueRXd+9H3ga+BFwSFpXZHeBPQOsB0qtzr+K9r2f7FrwOmBtep3aYW18N7AmtXED8L9S/EjgUaAP+B5wQIq/Jc33peVHtroNNbT1BODuTmtfastP02tj+W9Ku35O/bgPMzMr5MtQZmZWyMXCzMwKuViYmVkhFwszMyvkYmFmZoVcLMxqJOnz6Umw69LTRI+vcfsTJIWkP8vF7u7wbzJbm/PjPsxqIOm9wGnAsRGxU9JUYGKF9boie1zHULYAnwd+0JhMzerLZxZmtZkGvBQROwEi4qWIeAH2jl3wD5IeB/68YD8/BV6R9OHBCyR9KI3xsF7Z2CQH1LsRZrVysTCrzX3ADEk/k/RNSX88aPkvI+LYiLilin1dDnwhH5D0FrLxSP4iIo4hO/v/mzrkbTYqLhZmNYiI/wLeQzY4zQBwq6S/yq1yaw37ehhA0vtz4aOBn0fEz9L8jcAHRpOzWT24z8KsRqkv4kHgQUnryR4Gd0Na/Jsad1c+u9hdtKJZK/nMwqwGko6WNDsXmgs8N9L9RcR9wBSyBwdCNjraLEm/l+bPBh4a6f7N6sXFwqw2BwE3SnpC0jqy8dovq7SipPMlnV/FPi8njWMQEb8FzgW+l85aXge+lfb3JUmnj74JZrXzU2fNzKyQzyzMzKyQi4WZmRVysTAzs0IuFmZmVsjFwszMCrlYmJlZIRcLMzMr9P8Bh6p8/DIXtdsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZlsPCzMyyah4WkuZIelTSM5KelnR9Kp8haYuk59Pz9FQuSbdK6pW0U9LZtW6zmdlkV48ti0PA5yNiAbAIuE7SAmA18HBEzAMeTuMAlwDz0mMlcFvtm2xmNrnVPCwi4pWIeCIN/wp4FugElgLrU7X1wLI0vBT4dhRsBdolzapxs83MJrW6HrOQ1AUsBB4DTomIV9KkV4FT0nAnsKfoZXtT2fB5rZTUI6mnv7+/am02M5uM6hYWkt4DfA/4TET8snhaRAQQ5cwvItZFRHdEdHd0dFSwpWZmVpewkNRKISjuiogNqfjnQ7uX0vO+VN4HzCl6+exUZmZmNVKPs6EE3A48GxF/XTRpE7A8DS8H7i8qvyadFbUIeKNod5WZmdVAPX4p73zgD4Fdkp5MZX8O3ATcJ2kF8CLwyTTtQeBSoBc4AFxb2+aamVnNwyIi/g+gESZfVKJ+ANdVtVFmZjYqX8FtZmZZDgszM8tyWJiZWZbDwszMshwWZmaW5bAwM7Msh4WZmWU5LMzMLMthYWZmWQ4LMzPLcliYmVlWPW4kaHbMNm7vY+3m3bw8MMip7W2sWjyfZQvf9dtXZlZlDgubsDZu72PNhl0MHjwMQN/AIGs27AJwYJjVmMOiyTTTN/G1m3cfCYohgwcPs3bz7obtk1mjclg0kWb7Jv7ywGBZ5WZWPQ6LJlKvb+LV2po5tb2NvhLBcGp727jnbTaSZto6rySHRROpxDfxcv9Rqrk1s2rx/KPmDdDW2sKqxfPHNV9rfOWsp+XWreT63EzB47Cog4n6TXws/yjV3JoZen09/tnG8jdqpg+GkdSzj0PL7hsYRECk8tHW02NZp4v7NEXicMRR8xjr+jzSsntefJ1Hn+t/13s40dcfxbA3phl0d3dHT09PvZtxlJFWdCh8W/7Pv/+hca8Yw1fO3LyHr5wH3jrE/gMHS867Jf0TdQ5bieeu/l+MtAZ1trdN2BV/NOW+j8fymtE+CIrXjZHe52r2dXi7oHRAf3HjLu7a+lLJdXek11SyncPf31KGv2/n3/RIyS9Qne1t/N/VFx7zfKHwW9Cl+lb8Hp7U1ooEAwcOlgyeofkMfw8//tudfG9bX1nrXDVI2hYR3SWnOSzeUVhxdjJ48O2jyqcIzjt9Bk+//CsGBo/+MG2dAocD3q7w2zi0Qg1fsYZMn9bKRz88iwd2vPKuNhU78bgWvvp7Hzryz/63W1+qWBunqPx+D71m6ENx6LlUP6dPa+XGj31w1KAr/oBtL/pHPamtlbcOHeZA+lsOLXd4HQn2Hzj4rvaMZvjyRgrYnKsXnUb3b8xg1Xd2cLDEG9k6RbznhKkMHDhY8kPqixt3cfdje7LtHf6et7VO4c1Db4/4tyv1dz3/AzP4p5+8PuIXg7FoUeFvPnxZ01oL1woP/9uVY1rrFI5vbRn1b3PLp87i8/ftyL5/I5k+rZUFs95b8felWHtbK1+6/INHBXHXyW1HLfO4FjF1io68X6P93+Q0RVhIWgJ8A2gBvhURN41UdyxhsXF7H5+598nxNdLMbIK4etFp/KdlHyrrNaOFRUPc7kNSC/BN4BJgAXCVpAWVXMaX//7pSs7OzKyu/nbrS2zc3lex+TVEWADnAL0R8UJEvAXcAyyt5ALGuivBzGyiWrt5d8Xm1Shh0QnsKRrfm8qOkLRSUo+knv7+/po2zsxsIqrkBayNEhZZEbEuIrojorujo6Ps17e3tVahVWZm9VPJC1gbJSz6gDlF47NTWcV86fIP0jpFlZylmVndtLaoohewNkpYPA7MkzRX0nHAlcCmSi5g2cJO1n7iTDrb2xCF87DP/8CMcc1zimDe+0+sTAOP0fRprdzyqbO4etFpo9ZrcS5WTYvE1YtO4+pFp9Eiv9GT3dB30GNZE6a1TqG1Ap/K06e1svaKMyt6jUYjnTp7KXALhVNn74iIr45UdyJelGdmNtGNdupsw9zuIyIeBB6sdzvMzCajRtkNZWZmdeSwMDOzLIeFmZllOSzMzCyrYc6GKoekfuDFccxiJvBahZozETV7/6D5+9js/QP3sR5+IyJKXtXclGExXpJ6Rjp9rBk0e/+g+fvY7P0D93Gi8W4oMzPLcliYmVmWw6K0dfVuQJU1e/+g+fvY7P0D93FC8TELMzPL8paFmZllOSzMzCzLYVFE0hJJuyX1Slpd7/aMlaQ7JO2T9FRR2QxJWyQ9n56np3JJujX1eaeks+vX8mMjaY6kRyU9I+lpSden8mbq4wmSfiRpR+rjl1P5XEmPpb7cm27Zj6Tj03hvmt5Vz/YfK0ktkrZLeiCNN1v/fiZpl6QnJfWksoZcTx0WiaQW4JvAJcAC4CpJC+rbqjG7E1gyrGw18HBEzAMeTuNQ6O+89FgJ3FajNo7HIeDzEbEAWARcl/5WzdTHN4ELI+JM4CxgiaRFwNeAmyPiDGA/sCLVXwHsT+U3p3qN4Hrg2aLxZusfwL+JiLOKrqdozPU0IvwoHOQ/D9hcNL4GWFPvdo2jP13AU0Xju4FZaXgWsDsN/zfgqlL1GuUB3A/8brP2EZgGPAGcS+Fq36mp/Mg6C2wGzkvDU1M91bvtmX7NpvBheSHwAIXfB2qa/qW2/gyYOaysIddTb1m8oxPYUzS+N5U1i1Mi4pU0/CpwShpu6H6n3RELgcdosj6mXTRPAvuALcBPgIGIOJSqFPfjSB/T9DeAk2vb4rLdAtwAvJ3GT6a5+gcQwEOStklamcoacj1tmB8/ssqJiJDU8OdMS3oP8D3gMxHxSxX9hGkz9DEiDgNnSWoH/g74zTo3qWIkXQbsi4htki6od3uq6CMR0Sfp/cAWSc8VT2yk9dRbFu/oA+YUjc9OZc3i55JmAaTnfam8IfstqZVCUNwVERtScVP1cUhEDACPUtgt0y5p6EtecT+O9DFNPwn4RY2bWo7zgcsl/Qy4h8KuqG/QPP0DICL60vM+CoF/Dg26njos3vE4MC+djXEccCWwqc5tqqRNwPI0vJzCfv6h8mvSmRiLgDeKNpEnJBU2IW4Hno2Ivy6a1Ex97EhbFEhqo3BM5lkKoXFFqja8j0N9vwJ4JNKO74koItZExOyI6KLwv/ZIRPwBTdI/AEknSnrv0DBwMfAUjbqe1vugyUR6AJcCP6awb/gL9W7POPpxN/AKcJDCfs8VFPbvPgw8D/xvYEaqKwpngf0E2AV017v9x9C/j1DYF7wTeDI9Lm2yPn4Y2J76+BTwF6n8dOBHQC/wHeD4VH5CGu9N00+vdx/K6OsFwAPN1r/Ulx3p8fTQZ0qjrqe+3YeZmWV5N5SZmWU5LMzMLMthYWZmWQ4LMzPLcliYmVmWw8KsTJK+kO4EuzPdTfTcMl9/gaSQ9LGisgea/Epma3C+3YdZGSSdB1wGnB0Rb0qaCRxXol5LFG7XMZK9wBeAv69OS80qy1sWZuWZBbwWEW8CRMRrEfEyHPntgq9JegL4RGY+O4A3JP3u8AmSLkq/8bBLhd8mOb7SnTArl8PCrDwPAXMk/VjS30j618Om/yIizo6Ie45hXl8FvlhcIOkECr9H8qmI+BCFrf//UIF2m42Lw8KsDBHx/4DfpvDjNP3AvZL+qKjKvWXM64cAkj5SVDwf+GlE/DiNrwd+ZzxtNqsEH7MwK1M6FvED4AeSdlG4GdydafK/lDm7oa2LQ7mKZvXkLQuzMkiaL2leUdFZwItjnV9EPARMp3DjQCj8OlqXpDPS+B8C/zjW+ZtVisPCrDzvAdZLekbSTgq/1/6lUhUlfVrSp49hnl8l/Y5BRPwauBb4TtpqeRv4r2l+X5F0+fi7YFY+33XWzMyyvGVhZmZZDgszM8tyWJiZWZbDwszMshwWZmaW5bAwM7Msh4WZmWX9f8yK3/J+SnwwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting  histogram for outlier detection\n",
    "#Excluding columns which has binary values\n",
    "cols = list(df.columns)\n",
    "\n",
    "for col in cols:    \n",
    "    if(col.strip()[-5:]) != \"(Y/N)\":\n",
    "        plt.scatter([var for var in range(len(df[col]))], df[col])\n",
    "        plt.xlabel('Sr. No.')\n",
    "        plt.ylabel(col)\n",
    "        plt.show()\n",
    "\n",
    "#Outliers in the following columns:\n",
    "#  Pulse Rate(bpm) -\n",
    "#  Cycle(R/I)\n",
    "#  FSH(mIU/mL) -\n",
    "#  LH(mIU/mL) -\n",
    "#  FSH/LH - \n",
    "#  TSH(mIU/L)\n",
    "#  Vit D3(ng/mL) - \n",
    "#  PRG(ng/mL)\n",
    "#  RBS(mg/dl)\n",
    "#  BP Systolic - \n",
    "#  BP Diastolic -\n",
    "\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe03de25eb8>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot Correlation Matrix\n",
    "corr = df.corr()\n",
    "sns.heatmap(corr,cmap=\"Blues\", center=0, square=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1368x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting Correlation Matrix\n",
    "f = plt.figure(figsize=(19, 15))\n",
    "plt.matshow(df.corr(), fignum=f.number)\n",
    "plt.xticks(range(df.shape[1]), df.columns, fontsize=14, rotation=90)\n",
    "plt.yticks(range(df.shape[1]), df.columns, fontsize=14)\n",
    "cb = plt.colorbar()\n",
    "cb.ax.tick_params(labelsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}