black_friday pandas.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pandas import DataFrame,Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv('BlackFriday.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>User_ID</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Product_Category_1</th>\n",
       "      <th>Product_Category_2</th>\n",
       "      <th>Product_Category_3</th>\n",
       "      <th>Purchase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00069042</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000001</td>\n",
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       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000001</td>\n",
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       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00085442</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000002</td>\n",
       "      <td>P00285442</td>\n",
       "      <td>M</td>\n",
       "      <td>55+</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1000003</td>\n",
       "      <td>P00193542</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>15</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1000004</td>\n",
       "      <td>P00184942</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>7</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1000004</td>\n",
       "      <td>P00346142</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>7</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1000004</td>\n",
       "      <td>P0097242</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>7</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1000005</td>\n",
       "      <td>P00274942</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1000005</td>\n",
       "      <td>P00251242</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1000005</td>\n",
       "      <td>P00014542</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1000005</td>\n",
       "      <td>P00031342</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1000005</td>\n",
       "      <td>P00145042</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1000006</td>\n",
       "      <td>P00231342</td>\n",
       "      <td>F</td>\n",
       "      <td>51-55</td>\n",
       "      <td>9</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1000006</td>\n",
       "      <td>P00190242</td>\n",
       "      <td>F</td>\n",
       "      <td>51-55</td>\n",
       "      <td>9</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1000006</td>\n",
       "      <td>P0096642</td>\n",
       "      <td>F</td>\n",
       "      <td>51-55</td>\n",
       "      <td>9</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>13055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1000006</td>\n",
       "      <td>P00058442</td>\n",
       "      <td>F</td>\n",
       "      <td>51-55</td>\n",
       "      <td>9</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1000007</td>\n",
       "      <td>P00036842</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>11788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00249542</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00220442</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00156442</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00213742</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00214442</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00303442</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1000009</td>\n",
       "      <td>P00135742</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>17</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1000009</td>\n",
       "      <td>P00039942</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>17</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1000009</td>\n",
       "      <td>P00161442</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>17</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1000009</td>\n",
       "      <td>P00078742</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>17</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00085942</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>16352</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537547</th>\n",
       "      <td>1004733</td>\n",
       "      <td>P00244042</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>18</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537548</th>\n",
       "      <td>1004734</td>\n",
       "      <td>P00111042</td>\n",
       "      <td>M</td>\n",
       "      <td>51-55</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537549</th>\n",
       "      <td>1004734</td>\n",
       "      <td>P00345842</td>\n",
       "      <td>M</td>\n",
       "      <td>51-55</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537550</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P00278242</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537551</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P00313442</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537552</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P0098642</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537553</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P00119342</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537554</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P00114042</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537555</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P00135142</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537556</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00194542</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537557</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00175242</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537558</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00101942</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537559</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00109142</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537560</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00084842</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537561</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00078142</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537562</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00146742</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537563</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00154642</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537564</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00117442</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537565</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00051142</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537566</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00048742</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537567</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00157542</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537568</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00250642</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537569</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00023142</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537570</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00162442</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537571</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00221442</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537572</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00193542</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537573</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00111142</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537574</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00345942</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537575</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00285842</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537576</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00118242</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6875</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>537577 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        User_ID Product_ID Gender    Age  Occupation City_Category  \\\n",
       "0       1000001  P00069042      F   0-17          10             A   \n",
       "1       1000001  P00248942      F   0-17          10             A   \n",
       "2       1000001  P00087842      F   0-17          10             A   \n",
       "3       1000001  P00085442      F   0-17          10             A   \n",
       "4       1000002  P00285442      M    55+          16             C   \n",
       "5       1000003  P00193542      M  26-35          15             A   \n",
       "6       1000004  P00184942      M  46-50           7             B   \n",
       "7       1000004  P00346142      M  46-50           7             B   \n",
       "8       1000004   P0097242      M  46-50           7             B   \n",
       "9       1000005  P00274942      M  26-35          20             A   \n",
       "10      1000005  P00251242      M  26-35          20             A   \n",
       "11      1000005  P00014542      M  26-35          20             A   \n",
       "12      1000005  P00031342      M  26-35          20             A   \n",
       "13      1000005  P00145042      M  26-35          20             A   \n",
       "14      1000006  P00231342      F  51-55           9             A   \n",
       "15      1000006  P00190242      F  51-55           9             A   \n",
       "16      1000006   P0096642      F  51-55           9             A   \n",
       "17      1000006  P00058442      F  51-55           9             A   \n",
       "18      1000007  P00036842      M  36-45           1             B   \n",
       "19      1000008  P00249542      M  26-35          12             C   \n",
       "20      1000008  P00220442      M  26-35          12             C   \n",
       "21      1000008  P00156442      M  26-35          12             C   \n",
       "22      1000008  P00213742      M  26-35          12             C   \n",
       "23      1000008  P00214442      M  26-35          12             C   \n",
       "24      1000008  P00303442      M  26-35          12             C   \n",
       "25      1000009  P00135742      M  26-35          17             C   \n",
       "26      1000009  P00039942      M  26-35          17             C   \n",
       "27      1000009  P00161442      M  26-35          17             C   \n",
       "28      1000009  P00078742      M  26-35          17             C   \n",
       "29      1000010  P00085942      F  36-45           1             B   \n",
       "...         ...        ...    ...    ...         ...           ...   \n",
       "537547  1004733  P00244042      M  18-25          18             C   \n",
       "537548  1004734  P00111042      M  51-55           1             B   \n",
       "537549  1004734  P00345842      M  51-55           1             B   \n",
       "537550  1004735  P00278242      M  46-50           3             C   \n",
       "537551  1004735  P00313442      M  46-50           3             C   \n",
       "537552  1004735   P0098642      M  46-50           3             C   \n",
       "537553  1004735  P00119342      M  46-50           3             C   \n",
       "537554  1004735  P00114042      M  46-50           3             C   \n",
       "537555  1004735  P00135142      M  46-50           3             C   \n",
       "537556  1004736  P00194542      M  18-25          20             A   \n",
       "537557  1004736  P00175242      M  18-25          20             A   \n",
       "537558  1004736  P00101942      M  18-25          20             A   \n",
       "537559  1004736  P00109142      M  18-25          20             A   \n",
       "537560  1004736  P00084842      M  18-25          20             A   \n",
       "537561  1004736  P00078142      M  18-25          20             A   \n",
       "537562  1004736  P00146742      M  18-25          20             A   \n",
       "537563  1004736  P00154642      M  18-25          20             A   \n",
       "537564  1004736  P00117442      M  18-25          20             A   \n",
       "537565  1004736  P00051142      M  18-25          20             A   \n",
       "537566  1004736  P00048742      M  18-25          20             A   \n",
       "537567  1004736  P00157542      M  18-25          20             A   \n",
       "537568  1004736  P00250642      M  18-25          20             A   \n",
       "537569  1004736  P00023142      M  18-25          20             A   \n",
       "537570  1004736  P00162442      M  18-25          20             A   \n",
       "537571  1004737  P00221442      M  36-45          16             C   \n",
       "537572  1004737  P00193542      M  36-45          16             C   \n",
       "537573  1004737  P00111142      M  36-45          16             C   \n",
       "537574  1004737  P00345942      M  36-45          16             C   \n",
       "537575  1004737  P00285842      M  36-45          16             C   \n",
       "537576  1004737  P00118242      M  36-45          16             C   \n",
       "\n",
       "       Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                               2               0                   3   \n",
       "1                               2               0                   1   \n",
       "2                               2               0                  12   \n",
       "3                               2               0                  12   \n",
       "4                              4+               0                   8   \n",
       "5                               3               0                   1   \n",
       "6                               2               1                   1   \n",
       "7                               2               1                   1   \n",
       "8                               2               1                   1   \n",
       "9                               1               1                   8   \n",
       "10                              1               1                   5   \n",
       "11                              1               1                   8   \n",
       "12                              1               1                   8   \n",
       "13                              1               1                   1   \n",
       "14                              1               0                   5   \n",
       "15                              1               0                   4   \n",
       "16                              1               0                   2   \n",
       "17                              1               0                   5   \n",
       "18                              1               1                   1   \n",
       "19                             4+               1                   1   \n",
       "20                             4+               1                   5   \n",
       "21                             4+               1                   8   \n",
       "22                             4+               1                   8   \n",
       "23                             4+               1                   8   \n",
       "24                             4+               1                   1   \n",
       "25                              0               0                   6   \n",
       "26                              0               0                   8   \n",
       "27                              0               0                   5   \n",
       "28                              0               0                   5   \n",
       "29                             4+               1                   2   \n",
       "...                           ...             ...                 ...   \n",
       "537547                          1               0                   1   \n",
       "537548                          1               1                  15   \n",
       "537549                          1               1                   2   \n",
       "537550                          3               0                   1   \n",
       "537551                          3               0                   5   \n",
       "537552                          3               0                   6   \n",
       "537553                          3               0                  10   \n",
       "537554                          3               0                   5   \n",
       "537555                          3               0                  13   \n",
       "537556                          1               1                   8   \n",
       "537557                          1               1                   2   \n",
       "537558                          1               1                   8   \n",
       "537559                          1               1                   8   \n",
       "537560                          1               1                   8   \n",
       "537561                          1               1                   8   \n",
       "537562                          1               1                   1   \n",
       "537563                          1               1                   8   \n",
       "537564                          1               1                   5   \n",
       "537565                          1               1                   8   \n",
       "537566                          1               1                   5   \n",
       "537567                          1               1                   8   \n",
       "537568                          1               1                  11   \n",
       "537569                          1               1                   5   \n",
       "537570                          1               1                   1   \n",
       "537571                          1               0                   1   \n",
       "537572                          1               0                   1   \n",
       "537573                          1               0                   1   \n",
       "537574                          1               0                   8   \n",
       "537575                          1               0                   5   \n",
       "537576                          1               0                   5   \n",
       "\n",
       "        Product_Category_2  Product_Category_3  Purchase  \n",
       "0                      NaN                 NaN      8370  \n",
       "1                      6.0                14.0     15200  \n",
       "2                      NaN                 NaN      1422  \n",
       "3                     14.0                 NaN      1057  \n",
       "4                      NaN                 NaN      7969  \n",
       "5                      2.0                 NaN     15227  \n",
       "6                      8.0                17.0     19215  \n",
       "7                     15.0                 NaN     15854  \n",
       "8                     16.0                 NaN     15686  \n",
       "9                      NaN                 NaN      7871  \n",
       "10                    11.0                 NaN      5254  \n",
       "11                     NaN                 NaN      3957  \n",
       "12                     NaN                 NaN      6073  \n",
       "13                     2.0                 5.0     15665  \n",
       "14                     8.0                14.0      5378  \n",
       "15                     5.0                 NaN      2079  \n",
       "16                     3.0                 4.0     13055  \n",
       "17                    14.0                 NaN      8851  \n",
       "18                    14.0                16.0     11788  \n",
       "19                     5.0                15.0     19614  \n",
       "20                    14.0                 NaN      8584  \n",
       "21                     NaN                 NaN      9872  \n",
       "22                     NaN                 NaN      9743  \n",
       "23                     NaN                 NaN      5982  \n",
       "24                     8.0                14.0     11927  \n",
       "25                     8.0                 NaN     16662  \n",
       "26                     NaN                 NaN      5887  \n",
       "27                    14.0                 NaN      6973  \n",
       "28                     8.0                14.0      5391  \n",
       "29                     4.0                 8.0     16352  \n",
       "...                    ...                 ...       ...  \n",
       "537547                 2.0                15.0     11543  \n",
       "537548                 NaN                 NaN     20924  \n",
       "537549                 8.0                14.0     13082  \n",
       "537550                 NaN                 NaN     11658  \n",
       "537551                 6.0                 8.0      6863  \n",
       "537552                 8.0                 NaN     16415  \n",
       "537553                13.0                 NaN     18526  \n",
       "537554                14.0                 NaN      7099  \n",
       "537555                16.0                 NaN       578  \n",
       "537556                14.0                 NaN      2183  \n",
       "537557                 NaN                 NaN     12724  \n",
       "537558                17.0                 NaN      7796  \n",
       "537559                17.0                 NaN      7770  \n",
       "537560                16.0                 NaN      5940  \n",
       "537561                16.0                 NaN      7834  \n",
       "537562                13.0                14.0     11508  \n",
       "537563                 NaN                 NaN      6074  \n",
       "537564                14.0                 NaN      7084  \n",
       "537565                 NaN                 NaN      7934  \n",
       "537566                 NaN                 NaN      5350  \n",
       "537567                14.0                 NaN      1994  \n",
       "537568                 NaN                 NaN      5930  \n",
       "537569                14.0                 NaN      7042  \n",
       "537570                16.0                 NaN     15491  \n",
       "537571                 2.0                 5.0     11852  \n",
       "537572                 2.0                 NaN     11664  \n",
       "537573                15.0                16.0     19196  \n",
       "537574                15.0                 NaN      8043  \n",
       "537575                 NaN                 NaN      7172  \n",
       "537576                 8.0                 NaN      6875  \n",
       "\n",
       "[537577 rows x 12 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['User_ID', 'Product_ID', 'Gender', 'Age', 'Occupation', 'City_Category',\n",
       "       'Stay_In_Current_City_Years', 'Marital_Status', 'Product_Category_1',\n",
       "       'Product_Category_2', 'Product_Category_3', 'Purchase'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "0         10\n",
       "1         12\n",
       "2         10\n",
       "3         11\n",
       "4         10\n",
       "5         11\n",
       "6         12\n",
       "7         11\n",
       "8         11\n",
       "9         10\n",
       "10        11\n",
       "11        10\n",
       "12        10\n",
       "13        12\n",
       "14        12\n",
       "15        11\n",
       "16        12\n",
       "17        11\n",
       "18        12\n",
       "19        12\n",
       "20        11\n",
       "21        10\n",
       "22        10\n",
       "23        10\n",
       "24        12\n",
       "25        11\n",
       "26        10\n",
       "27        11\n",
       "28        12\n",
       "29        12\n",
       "          ..\n",
       "537547    12\n",
       "537548    10\n",
       "537549    12\n",
       "537550    10\n",
       "537551    12\n",
       "537552    11\n",
       "537553    11\n",
       "537554    11\n",
       "537555    11\n",
       "537556    11\n",
       "537557    10\n",
       "537558    11\n",
       "537559    11\n",
       "537560    11\n",
       "537561    11\n",
       "537562    12\n",
       "537563    10\n",
       "537564    11\n",
       "537565    10\n",
       "537566    10\n",
       "537567    11\n",
       "537568    10\n",
       "537569    11\n",
       "537570    11\n",
       "537571    12\n",
       "537572    11\n",
       "537573    12\n",
       "537574    11\n",
       "537575    10\n",
       "537576    11\n",
       "Length: 537577, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.count(axis='columns')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=537577, step=1)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.index"
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  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "        User_ID Product_ID Gender    Age  Occupation City_Category  \\\n",
       "537572  1004737  P00193542      M  36-45          16             C   \n",
       "537573  1004737  P00111142      M  36-45          16             C   \n",
       "537574  1004737  P00345942      M  36-45          16             C   \n",
       "537575  1004737  P00285842      M  36-45          16             C   \n",
       "537576  1004737  P00118242      M  36-45          16             C   \n",
       "\n",
       "       Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "537572                          1               0                   1   \n",
       "537573                          1               0                   1   \n",
       "537574                          1               0                   8   \n",
       "537575                          1               0                   5   \n",
       "537576                          1               0                   5   \n",
       "\n",
       "        Product_Category_2  Product_Category_3  Purchase  \n",
       "537572                 2.0                 NaN     11664  \n",
       "537573                15.0                16.0     19196  \n",
       "537574                15.0                 NaN      8043  \n",
       "537575                 NaN                 NaN      7172  \n",
       "537576                 8.0                 NaN      6875  "
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     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "data.tail()"
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  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "        User_ID Product_ID Gender    Age  Occupation City_Category  \\\n",
       "537574  1004737  P00345942      M  36-45          16             C   \n",
       "537575  1004737  P00285842      M  36-45          16             C   \n",
       "537576  1004737  P00118242      M  36-45          16             C   \n",
       "\n",
       "       Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "537574                          1               0                   8   \n",
       "537575                          1               0                   5   \n",
       "537576                          1               0                   5   \n",
       "\n",
       "        Product_Category_2  Product_Category_3  Purchase  \n",
       "537574                15.0                 NaN      8043  \n",
       "537575                 NaN                 NaN      7172  \n",
       "537576                 8.0                 NaN      6875  "
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     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
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    "data.tail(3)"
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   "cell_type": "code",
   "execution_count": 11,
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       "      <th>537573</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00111142</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>16.0</td>\n",
       "      <td>19196</td>\n",
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       "    <tr>\n",
       "      <th>537574</th>\n",
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       "      <td>P00345942</td>\n",
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       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
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       "      <td>0</td>\n",
       "      <td>8</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>8043</td>\n",
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       "    <tr>\n",
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       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7172</td>\n",
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       "    <tr>\n",
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       "        User_ID Product_ID Gender    Age  Occupation City_Category  \\\n",
       "537567  1004736  P00157542      M  18-25          20             A   \n",
       "537568  1004736  P00250642      M  18-25          20             A   \n",
       "537569  1004736  P00023142      M  18-25          20             A   \n",
       "537570  1004736  P00162442      M  18-25          20             A   \n",
       "537571  1004737  P00221442      M  36-45          16             C   \n",
       "537572  1004737  P00193542      M  36-45          16             C   \n",
       "537573  1004737  P00111142      M  36-45          16             C   \n",
       "537574  1004737  P00345942      M  36-45          16             C   \n",
       "537575  1004737  P00285842      M  36-45          16             C   \n",
       "537576  1004737  P00118242      M  36-45          16             C   \n",
       "\n",
       "       Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "537567                          1               1                   8   \n",
       "537568                          1               1                  11   \n",
       "537569                          1               1                   5   \n",
       "537570                          1               1                   1   \n",
       "537571                          1               0                   1   \n",
       "537572                          1               0                   1   \n",
       "537573                          1               0                   1   \n",
       "537574                          1               0                   8   \n",
       "537575                          1               0                   5   \n",
       "537576                          1               0                   5   \n",
       "\n",
       "        Product_Category_2  Product_Category_3  Purchase  \n",
       "537567                14.0                 NaN      1994  \n",
       "537568                 NaN                 NaN      5930  \n",
       "537569                14.0                 NaN      7042  \n",
       "537570                16.0                 NaN     15491  \n",
       "537571                 2.0                 5.0     11852  \n",
       "537572                 2.0                 NaN     11664  \n",
       "537573                15.0                16.0     19196  \n",
       "537574                15.0                 NaN      8043  \n",
       "537575                 NaN                 NaN      7172  \n",
       "537576                 8.0                 NaN      6875  "
      ]
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     "execution_count": 11,
     "metadata": {},
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    "data.tail(10)"
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       "   User_ID Product_ID Gender   Age  Occupation City_Category  \\\n",
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       "4  1000002  P00285442      M   55+          16             C   \n",
       "\n",
       "  Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                          2               0                   3   \n",
       "1                          2               0                   1   \n",
       "2                          2               0                  12   \n",
       "3                          2               0                  12   \n",
       "4                         4+               0                   8   \n",
       "\n",
       "   Product_Category_2  Product_Category_3  Purchase  \n",
       "0                 NaN                 NaN      8370  \n",
       "1                 6.0                14.0     15200  \n",
       "2                 NaN                 NaN      1422  \n",
       "3                14.0                 NaN      1057  \n",
       "4                 NaN                 NaN      7969  "
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   "cell_type": "code",
   "execution_count": 13,
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   "outputs": [
    {
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       "   User_ID Product_ID Gender   Age  Occupation City_Category  \\\n",
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       "\n",
       "  Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                          2               0                   3   \n",
       "1                          2               0                   1   \n",
       "2                          2               0                  12   \n",
       "\n",
       "   Product_Category_2  Product_Category_3  Purchase  \n",
       "0                 NaN                 NaN      8370  \n",
       "1                 6.0                14.0     15200  \n",
       "2                 NaN                 NaN      1422  "
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    "data.head(3)"
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      "text/plain": [
       "   User_ID Product_ID Gender    Age  Occupation City_Category  \\\n",
       "0  1000001  P00069042      F   0-17          10             A   \n",
       "1  1000001  P00248942      F   0-17          10             A   \n",
       "2  1000001  P00087842      F   0-17          10             A   \n",
       "3  1000001  P00085442      F   0-17          10             A   \n",
       "4  1000002  P00285442      M    55+          16             C   \n",
       "5  1000003  P00193542      M  26-35          15             A   \n",
       "6  1000004  P00184942      M  46-50           7             B   \n",
       "7  1000004  P00346142      M  46-50           7             B   \n",
       "\n",
       "  Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                          2               0                   3   \n",
       "1                          2               0                   1   \n",
       "2                          2               0                  12   \n",
       "3                          2               0                  12   \n",
       "4                         4+               0                   8   \n",
       "5                          3               0                   1   \n",
       "6                          2               1                   1   \n",
       "7                          2               1                   1   \n",
       "\n",
       "   Product_Category_2  Product_Category_3  Purchase  \n",
       "0                 NaN                 NaN      8370  \n",
       "1                 6.0                14.0     15200  \n",
       "2                 NaN                 NaN      1422  \n",
       "3                14.0                 NaN      1057  \n",
       "4                 NaN                 NaN      7969  \n",
       "5                 2.0                 NaN     15227  \n",
       "6                 8.0                17.0     19215  \n",
       "7                15.0                 NaN     15854  "
      ]
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     "execution_count": 14,
     "metadata": {},
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    }
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    "data.head(8)"
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  {
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   "execution_count": 15,
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   "outputs": [
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       "      <th>P0096942</th>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
       "      <td>153</td>\n",
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       "      <th>P0097042</th>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>0</td>\n",
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       "      <td>87</td>\n",
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       "      <th>P0097142</th>\n",
       "      <td>482</td>\n",
       "      <td>482</td>\n",
       "      <td>482</td>\n",
       "      <td>482</td>\n",
       "      <td>482</td>\n",
       "      <td>482</td>\n",
       "      <td>482</td>\n",
       "      <td>482</td>\n",
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       "      <td>896</td>\n",
       "      <td>896</td>\n",
       "      <td>896</td>\n",
       "      <td>896</td>\n",
       "      <td>896</td>\n",
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       "      <td>896</td>\n",
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       "      <th>P0097342</th>\n",
       "      <td>358</td>\n",
       "      <td>358</td>\n",
       "      <td>358</td>\n",
       "      <td>358</td>\n",
       "      <td>358</td>\n",
       "      <td>358</td>\n",
       "      <td>358</td>\n",
       "      <td>358</td>\n",
       "      <td>358</td>\n",
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       "      <td>358</td>\n",
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       "      <td>6</td>\n",
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       "      <th>P0097542</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
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       "      <td>3</td>\n",
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       "      <th>P0097742</th>\n",
       "      <td>249</td>\n",
       "      <td>249</td>\n",
       "      <td>249</td>\n",
       "      <td>249</td>\n",
       "      <td>249</td>\n",
       "      <td>249</td>\n",
       "      <td>249</td>\n",
       "      <td>249</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0097842</th>\n",
       "      <td>276</td>\n",
       "      <td>276</td>\n",
       "      <td>276</td>\n",
       "      <td>276</td>\n",
       "      <td>276</td>\n",
       "      <td>276</td>\n",
       "      <td>276</td>\n",
       "      <td>276</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0097942</th>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0098042</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0098142</th>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0098242</th>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>0</td>\n",
       "      <td>229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0098342</th>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>251</td>\n",
       "      <td>0</td>\n",
       "      <td>251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0098442</th>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0098542</th>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0098642</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0098742</th>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0098842</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0098942</th>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0099042</th>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0099142</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0099242</th>\n",
       "      <td>255</td>\n",
       "      <td>255</td>\n",
       "      <td>255</td>\n",
       "      <td>255</td>\n",
       "      <td>255</td>\n",
       "      <td>255</td>\n",
       "      <td>255</td>\n",
       "      <td>255</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0099342</th>\n",
       "      <td>435</td>\n",
       "      <td>435</td>\n",
       "      <td>435</td>\n",
       "      <td>435</td>\n",
       "      <td>435</td>\n",
       "      <td>435</td>\n",
       "      <td>435</td>\n",
       "      <td>435</td>\n",
       "      <td>435</td>\n",
       "      <td>0</td>\n",
       "      <td>435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0099442</th>\n",
       "      <td>196</td>\n",
       "      <td>196</td>\n",
       "      <td>196</td>\n",
       "      <td>196</td>\n",
       "      <td>196</td>\n",
       "      <td>196</td>\n",
       "      <td>196</td>\n",
       "      <td>196</td>\n",
       "      <td>196</td>\n",
       "      <td>0</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0099642</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0099742</th>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0099842</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P0099942</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3623 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            User_ID  Gender   Age  Occupation  City_Category  \\\n",
       "Product_ID                                                     \n",
       "P00000142      1130    1130  1130        1130           1130   \n",
       "P00000242       371     371   371         371            371   \n",
       "P00000342       238     238   238         238            238   \n",
       "P00000442        92      92    92          92             92   \n",
       "P00000542       146     146   146         146            146   \n",
       "P00000642       512     512   512         512            512   \n",
       "P00000742       238     238   238         238            238   \n",
       "P00000842        36      36    36          36             36   \n",
       "P00000942        54      54    54          54             54   \n",
       "P00001042       494     494   494         494            494   \n",
       "P00001142       572     572   572         572            572   \n",
       "P00001242        99      99    99          99             99   \n",
       "P00001342        61      61    61          61             61   \n",
       "P00001442        83      83    83          83             83   \n",
       "P00001542        68      68    68          68             68   \n",
       "P00001642       349     349   349         349            349   \n",
       "P00001742       449     449   449         449            449   \n",
       "P00001842        76      76    76          76             76   \n",
       "P00001942       209     209   209         209            209   \n",
       "P00002042        91      91    91          91             91   \n",
       "P00002142       728     728   728         728            728   \n",
       "P00002242       195     195   195         195            195   \n",
       "P00002342        66      66    66          66             66   \n",
       "P00002442       325     325   325         325            325   \n",
       "P00002542       532     532   532         532            532   \n",
       "P00002642        62      62    62          62             62   \n",
       "P00002742        39      39    39          39             39   \n",
       "P00002842        83      83    83          83             83   \n",
       "P00002942       219     219   219         219            219   \n",
       "P00003042        37      37    37          37             37   \n",
       "...             ...     ...   ...         ...            ...   \n",
       "P0096942        153     153   153         153            153   \n",
       "P0097042         87      87    87          87             87   \n",
       "P0097142        482     482   482         482            482   \n",
       "P0097242        896     896   896         896            896   \n",
       "P0097342        358     358   358         358            358   \n",
       "P0097442          6       6     6           6              6   \n",
       "P0097542          3       3     3           3              3   \n",
       "P0097642          1       1     1           1              1   \n",
       "P0097742        249     249   249         249            249   \n",
       "P0097842        276     276   276         276            276   \n",
       "P0097942         62      62    62          62             62   \n",
       "P0098042         20      20    20          20             20   \n",
       "P0098142         42      42    42          42             42   \n",
       "P0098242        229     229   229         229            229   \n",
       "P0098342        251     251   251         251            251   \n",
       "P0098442         72      72    72          72             72   \n",
       "P0098542         45      45    45          45             45   \n",
       "P0098642         26      26    26          26             26   \n",
       "P0098742         46      46    46          46             46   \n",
       "P0098842         10      10    10          10             10   \n",
       "P0098942         33      33    33          33             33   \n",
       "P0099042        141     141   141         141            141   \n",
       "P0099142          7       7     7           7              7   \n",
       "P0099242        255     255   255         255            255   \n",
       "P0099342        435     435   435         435            435   \n",
       "P0099442        196     196   196         196            196   \n",
       "P0099642         13      13    13          13             13   \n",
       "P0099742        123     123   123         123            123   \n",
       "P0099842        100     100   100         100            100   \n",
       "P0099942         13      13    13          13             13   \n",
       "\n",
       "            Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "Product_ID                                                                   \n",
       "P00000142                         1130            1130                1130   \n",
       "P00000242                          371             371                 371   \n",
       "P00000342                          238             238                 238   \n",
       "P00000442                           92              92                  92   \n",
       "P00000542                          146             146                 146   \n",
       "P00000642                          512             512                 512   \n",
       "P00000742                          238             238                 238   \n",
       "P00000842                           36              36                  36   \n",
       "P00000942                           54              54                  54   \n",
       "P00001042                          494             494                 494   \n",
       "P00001142                          572             572                 572   \n",
       "P00001242                           99              99                  99   \n",
       "P00001342                           61              61                  61   \n",
       "P00001442                           83              83                  83   \n",
       "P00001542                           68              68                  68   \n",
       "P00001642                          349             349                 349   \n",
       "P00001742                          449             449                 449   \n",
       "P00001842                           76              76                  76   \n",
       "P00001942                          209             209                 209   \n",
       "P00002042                           91              91                  91   \n",
       "P00002142                          728             728                 728   \n",
       "P00002242                          195             195                 195   \n",
       "P00002342                           66              66                  66   \n",
       "P00002442                          325             325                 325   \n",
       "P00002542                          532             532                 532   \n",
       "P00002642                           62              62                  62   \n",
       "P00002742                           39              39                  39   \n",
       "P00002842                           83              83                  83   \n",
       "P00002942                          219             219                 219   \n",
       "P00003042                           37              37                  37   \n",
       "...                                ...             ...                 ...   \n",
       "P0096942                           153             153                 153   \n",
       "P0097042                            87              87                  87   \n",
       "P0097142                           482             482                 482   \n",
       "P0097242                           896             896                 896   \n",
       "P0097342                           358             358                 358   \n",
       "P0097442                             6               6                   6   \n",
       "P0097542                             3               3                   3   \n",
       "P0097642                             1               1                   1   \n",
       "P0097742                           249             249                 249   \n",
       "P0097842                           276             276                 276   \n",
       "P0097942                            62              62                  62   \n",
       "P0098042                            20              20                  20   \n",
       "P0098142                            42              42                  42   \n",
       "P0098242                           229             229                 229   \n",
       "P0098342                           251             251                 251   \n",
       "P0098442                            72              72                  72   \n",
       "P0098542                            45              45                  45   \n",
       "P0098642                            26              26                  26   \n",
       "P0098742                            46              46                  46   \n",
       "P0098842                            10              10                  10   \n",
       "P0098942                            33              33                  33   \n",
       "P0099042                           141             141                 141   \n",
       "P0099142                             7               7                   7   \n",
       "P0099242                           255             255                 255   \n",
       "P0099342                           435             435                 435   \n",
       "P0099442                           196             196                 196   \n",
       "P0099642                            13              13                  13   \n",
       "P0099742                           123             123                 123   \n",
       "P0099842                           100             100                 100   \n",
       "P0099942                            13              13                  13   \n",
       "\n",
       "            Product_Category_2  Product_Category_3  Purchase  \n",
       "Product_ID                                                    \n",
       "P00000142                 1130                1130      1130  \n",
       "P00000242                  371                 371       371  \n",
       "P00000342                  238                   0       238  \n",
       "P00000442                   92                   0        92  \n",
       "P00000542                    0                   0       146  \n",
       "P00000642                  512                 512       512  \n",
       "P00000742                  238                   0       238  \n",
       "P00000842                   36                   0        36  \n",
       "P00000942                    0                   0        54  \n",
       "P00001042                  494                 494       494  \n",
       "P00001142                  572                 572       572  \n",
       "P00001242                   99                   0        99  \n",
       "P00001342                   61                   0        61  \n",
       "P00001442                    0                   0        83  \n",
       "P00001542                   68                  68        68  \n",
       "P00001642                  349                   0       349  \n",
       "P00001742                  449                   0       449  \n",
       "P00001842                    0                   0        76  \n",
       "P00001942                    0                   0       209  \n",
       "P00002042                    0                   0        91  \n",
       "P00002142                  728                 728       728  \n",
       "P00002242                  195                 195       195  \n",
       "P00002342                    0                   0        66  \n",
       "P00002442                  325                   0       325  \n",
       "P00002542                  532                   0       532  \n",
       "P00002642                    0                   0        62  \n",
       "P00002742                    0                   0        39  \n",
       "P00002842                    0                   0        83  \n",
       "P00002942                  219                   0       219  \n",
       "P00003042                    0                   0        37  \n",
       "...                        ...                 ...       ...  \n",
       "P0096942                   153                   0       153  \n",
       "P0097042                     0                   0        87  \n",
       "P0097142                     0                   0       482  \n",
       "P0097242                   896                   0       896  \n",
       "P0097342                   358                 358       358  \n",
       "P0097442                     0                   0         6  \n",
       "P0097542                     0                   0         3  \n",
       "P0097642                     0                   0         1  \n",
       "P0097742                     0                   0       249  \n",
       "P0097842                     0                   0       276  \n",
       "P0097942                    62                   0        62  \n",
       "P0098042                     0                   0        20  \n",
       "P0098142                    42                   0        42  \n",
       "P0098242                   229                   0       229  \n",
       "P0098342                   251                   0       251  \n",
       "P0098442                    72                   0        72  \n",
       "P0098542                     0                   0        45  \n",
       "P0098642                    26                   0        26  \n",
       "P0098742                     0                   0        46  \n",
       "P0098842                     0                   0        10  \n",
       "P0098942                     0                   0        33  \n",
       "P0099042                   141                 141       141  \n",
       "P0099142                     0                   0         7  \n",
       "P0099242                   255                   0       255  \n",
       "P0099342                   435                   0       435  \n",
       "P0099442                   196                   0       196  \n",
       "P0099642                     0                   0        13  \n",
       "P0099742                   123                 123       123  \n",
       "P0099842                   100                 100       100  \n",
       "P0099942                    13                  13        13  \n",
       "\n",
       "[3623 rows x 11 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#groupby()\n",
    "#--> it will output the result on the basis of a certain column\n",
    "data.groupby(['Product_ID']).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>User_ID</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Product_Category_1</th>\n",
       "      <th>Product_Category_2</th>\n",
       "      <th>Product_Category_3</th>\n",
       "      <th>Purchase</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Marital_Status</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>317817</td>\n",
       "      <td>317817</td>\n",
       "      <td>317817</td>\n",
       "      <td>317817</td>\n",
       "      <td>317817</td>\n",
       "      <td>317817</td>\n",
       "      <td>317817</td>\n",
       "      <td>317817</td>\n",
       "      <td>220325</td>\n",
       "      <td>98202</td>\n",
       "      <td>317817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>219760</td>\n",
       "      <td>219760</td>\n",
       "      <td>219760</td>\n",
       "      <td>219760</td>\n",
       "      <td>219760</td>\n",
       "      <td>219760</td>\n",
       "      <td>219760</td>\n",
       "      <td>219760</td>\n",
       "      <td>150266</td>\n",
       "      <td>66076</td>\n",
       "      <td>219760</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                User_ID  Product_ID  Gender     Age  Occupation  \\\n",
       "Marital_Status                                                    \n",
       "0                317817      317817  317817  317817      317817   \n",
       "1                219760      219760  219760  219760      219760   \n",
       "\n",
       "                City_Category  Stay_In_Current_City_Years  Product_Category_1  \\\n",
       "Marital_Status                                                                  \n",
       "0                      317817                      317817              317817   \n",
       "1                      219760                      219760              219760   \n",
       "\n",
       "                Product_Category_2  Product_Category_3  Purchase  \n",
       "Marital_Status                                                    \n",
       "0                           220325               98202    317817  \n",
       "1                           150266               66076    219760  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(['Marital_Status']).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "219760"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v1=sum(data.Marital_Status==1)\n",
    "v1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "317817"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v2=sum(data.Marital_Status==0)\n",
    "v2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "537577"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "varTotal=v1+v2\n",
    "varTotal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DataInPercent (DataInNumber,Total):\n",
    "    percent=(DataInNumber/Total)*100\n",
    "    return percent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Married persons: 40.88 %\n"
     ]
    }
   ],
   "source": [
    "print(\"Married persons:\",round(DataInPercent(v1,varTotal),2),\"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "UnMarried persons: 59.12 %\n"
     ]
    }
   ],
   "source": [
    "print(\"UnMarried persons:\",round(DataInPercent(v2,varTotal),2),\"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14707"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(data.Age<='18')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "522870"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(data.Age>='18')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>1000075</td>\n",
       "      <td>P00137642</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>1000075</td>\n",
       "      <td>P00106742</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>1000086</td>\n",
       "      <td>P00145042</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>19283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>1000086</td>\n",
       "      <td>P00053942</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>19442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>1000099</td>\n",
       "      <td>P00317842</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5935</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536529</th>\n",
       "      <td>1004572</td>\n",
       "      <td>P00030542</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536530</th>\n",
       "      <td>1004572</td>\n",
       "      <td>P00056242</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536531</th>\n",
       "      <td>1004572</td>\n",
       "      <td>P00000142</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>13645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536532</th>\n",
       "      <td>1004572</td>\n",
       "      <td>P00197242</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536545</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00036142</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536546</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00186142</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>19434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536547</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00102842</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536548</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00124342</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536549</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00069242</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536550</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00331742</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536551</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00244542</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536552</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00257642</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536553</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00123642</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536554</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00304142</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536555</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00008342</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536556</th>\n",
       "      <td>1004575</td>\n",
       "      <td>P00071542</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536746</th>\n",
       "      <td>1004606</td>\n",
       "      <td>P00225042</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536747</th>\n",
       "      <td>1004606</td>\n",
       "      <td>P00295842</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536748</th>\n",
       "      <td>1004606</td>\n",
       "      <td>P00161942</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536749</th>\n",
       "      <td>1004606</td>\n",
       "      <td>P00294242</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536750</th>\n",
       "      <td>1004606</td>\n",
       "      <td>P00321942</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536891</th>\n",
       "      <td>1004633</td>\n",
       "      <td>P00351342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>0</td>\n",
       "      <td>B</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536892</th>\n",
       "      <td>1004633</td>\n",
       "      <td>P00161242</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>0</td>\n",
       "      <td>B</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536893</th>\n",
       "      <td>1004633</td>\n",
       "      <td>P00242742</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>0</td>\n",
       "      <td>B</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>19504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536894</th>\n",
       "      <td>1004633</td>\n",
       "      <td>P00030942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>0</td>\n",
       "      <td>B</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537280</th>\n",
       "      <td>1004690</td>\n",
       "      <td>P00242742</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537281</th>\n",
       "      <td>1004690</td>\n",
       "      <td>P00226442</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537282</th>\n",
       "      <td>1004690</td>\n",
       "      <td>P00181442</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537283</th>\n",
       "      <td>1004690</td>\n",
       "      <td>P00192042</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537354</th>\n",
       "      <td>1004707</td>\n",
       "      <td>P00253042</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2304</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14707 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        User_ID Product_ID Gender   Age  Occupation City_Category  \\\n",
       "0       1000001  P00069042      F  0-17          10             A   \n",
       "1       1000001  P00248942      F  0-17          10             A   \n",
       "2       1000001  P00087842      F  0-17          10             A   \n",
       "3       1000001  P00085442      F  0-17          10             A   \n",
       "85      1000019  P00112542      M  0-17          10             A   \n",
       "86      1000019  P00339542      M  0-17          10             A   \n",
       "87      1000019  P00127842      M  0-17          10             A   \n",
       "88      1000019  P00125942      M  0-17          10             A   \n",
       "89      1000019  P00251342      M  0-17          10             A   \n",
       "90      1000019  P00249642      M  0-17          10             A   \n",
       "91      1000019  P00124842      M  0-17          10             A   \n",
       "92      1000019  P00250642      M  0-17          10             A   \n",
       "93      1000019  P00058142      M  0-17          10             A   \n",
       "94      1000019  P00117442      M  0-17          10             A   \n",
       "95      1000019  P00251642      M  0-17          10             A   \n",
       "96      1000019  P00244842      M  0-17          10             A   \n",
       "299     1000051  P00361842      F  0-17          10             C   \n",
       "423     1000075  P00248442      F  0-17          10             C   \n",
       "424     1000075  P00172842      F  0-17          10             C   \n",
       "425     1000075  P00198142      F  0-17          10             C   \n",
       "426     1000075  P00282142      F  0-17          10             C   \n",
       "427     1000075  P00166942      F  0-17          10             C   \n",
       "428     1000075  P00187742      F  0-17          10             C   \n",
       "429     1000075  P00003442      F  0-17          10             C   \n",
       "430     1000075  P00060242      F  0-17          10             C   \n",
       "431     1000075  P00137642      F  0-17          10             C   \n",
       "432     1000075  P00106742      F  0-17          10             C   \n",
       "467     1000086  P00145042      F  0-17          10             C   \n",
       "468     1000086  P00053942      F  0-17          10             C   \n",
       "539     1000099  P00317842      F  0-17          10             C   \n",
       "...         ...        ...    ...   ...         ...           ...   \n",
       "536529  1004572  P00030542      F  0-17          10             C   \n",
       "536530  1004572  P00056242      F  0-17          10             C   \n",
       "536531  1004572  P00000142      F  0-17          10             C   \n",
       "536532  1004572  P00197242      F  0-17          10             C   \n",
       "536545  1004575  P00036142      F  0-17          10             C   \n",
       "536546  1004575  P00186142      F  0-17          10             C   \n",
       "536547  1004575  P00102842      F  0-17          10             C   \n",
       "536548  1004575  P00124342      F  0-17          10             C   \n",
       "536549  1004575  P00069242      F  0-17          10             C   \n",
       "536550  1004575  P00331742      F  0-17          10             C   \n",
       "536551  1004575  P00244542      F  0-17          10             C   \n",
       "536552  1004575  P00257642      F  0-17          10             C   \n",
       "536553  1004575  P00123642      F  0-17          10             C   \n",
       "536554  1004575  P00304142      F  0-17          10             C   \n",
       "536555  1004575  P00008342      F  0-17          10             C   \n",
       "536556  1004575  P00071542      F  0-17          10             C   \n",
       "536746  1004606  P00225042      F  0-17          10             B   \n",
       "536747  1004606  P00295842      F  0-17          10             B   \n",
       "536748  1004606  P00161942      F  0-17          10             B   \n",
       "536749  1004606  P00294242      F  0-17          10             B   \n",
       "536750  1004606  P00321942      F  0-17          10             B   \n",
       "536891  1004633  P00351342      M  0-17           0             B   \n",
       "536892  1004633  P00161242      M  0-17           0             B   \n",
       "536893  1004633  P00242742      M  0-17           0             B   \n",
       "536894  1004633  P00030942      M  0-17           0             B   \n",
       "537280  1004690  P00242742      F  0-17          10             C   \n",
       "537281  1004690  P00226442      F  0-17          10             C   \n",
       "537282  1004690  P00181442      F  0-17          10             C   \n",
       "537283  1004690  P00192042      F  0-17          10             C   \n",
       "537354  1004707  P00253042      M  0-17           0             C   \n",
       "\n",
       "       Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                               2               0                   3   \n",
       "1                               2               0                   1   \n",
       "2                               2               0                  12   \n",
       "3                               2               0                  12   \n",
       "85                              3               0                   1   \n",
       "86                              3               0                   1   \n",
       "87                              3               0                   1   \n",
       "88                              3               0                   1   \n",
       "89                              3               0                   5   \n",
       "90                              3               0                   3   \n",
       "91                              3               0                  11   \n",
       "92                              3               0                  11   \n",
       "93                              3               0                   3   \n",
       "94                              3               0                   5   \n",
       "95                              3               0                   1   \n",
       "96                              3               0                  11   \n",
       "299                             2               0                  15   \n",
       "423                            4+               0                   3   \n",
       "424                            4+               0                   3   \n",
       "425                            4+               0                   2   \n",
       "426                            4+               0                   3   \n",
       "427                            4+               0                   2   \n",
       "428                            4+               0                   2   \n",
       "429                            4+               0                   4   \n",
       "430                            4+               0                   3   \n",
       "431                            4+               0                   3   \n",
       "432                            4+               0                   3   \n",
       "467                             3               0                   1   \n",
       "468                             3               0                   1   \n",
       "539                             1               0                   8   \n",
       "...                           ...             ...                 ...   \n",
       "536529                          0               0                   3   \n",
       "536530                          0               0                   4   \n",
       "536531                          0               0                   3   \n",
       "536532                          0               0                   4   \n",
       "536545                          2               0                   5   \n",
       "536546                          2               0                   1   \n",
       "536547                          2               0                   8   \n",
       "536548                          2               0                  11   \n",
       "536549                          2               0                   8   \n",
       "536550                          2               0                  11   \n",
       "536551                          2               0                  11   \n",
       "536552                          2               0                   5   \n",
       "536553                          2               0                  11   \n",
       "536554                          2               0                   5   \n",
       "536555                          2               0                   5   \n",
       "536556                          2               0                   5   \n",
       "536746                          2               0                   8   \n",
       "536747                          2               0                   5   \n",
       "536748                          2               0                   5   \n",
       "536749                          2               0                   4   \n",
       "536750                          2               0                   5   \n",
       "536891                          1               0                   1   \n",
       "536892                          1               0                   1   \n",
       "536893                          1               0                   1   \n",
       "536894                          1               0                   4   \n",
       "537280                          3               0                   1   \n",
       "537281                          3               0                  11   \n",
       "537282                          3               0                  11   \n",
       "537283                          3               0                   5   \n",
       "537354                         4+               0                   8   \n",
       "\n",
       "        Product_Category_2  Product_Category_3  Purchase  \n",
       "0                      NaN                 NaN      8370  \n",
       "1                      6.0                14.0     15200  \n",
       "2                      NaN                 NaN      1422  \n",
       "3                     14.0                 NaN      1057  \n",
       "85                    11.0                15.0      7746  \n",
       "86                     NaN                 NaN     19525  \n",
       "87                     2.0                15.0     11959  \n",
       "88                     2.0                15.0     19172  \n",
       "89                    11.0                 NaN      8773  \n",
       "90                     5.0                 NaN     11023  \n",
       "91                     NaN                 NaN      4654  \n",
       "92                     NaN                 NaN      4664  \n",
       "93                     4.0                12.0      8290  \n",
       "94                    14.0                 NaN      7011  \n",
       "95                     2.0                 4.0      4211  \n",
       "96                     NaN                 NaN      1539  \n",
       "299                   16.0                 NaN     17271  \n",
       "423                    4.0                 NaN     13337  \n",
       "424                    4.0                 NaN     13667  \n",
       "425                    4.0                 9.0     12746  \n",
       "426                    4.0                 NaN      5349  \n",
       "427                    4.0                 5.0     16187  \n",
       "428                    4.0                 NaN     16320  \n",
       "429                    5.0                 8.0      2129  \n",
       "430                    4.0                 NaN     11055  \n",
       "431                    4.0                12.0     11000  \n",
       "432                    5.0                 NaN     10578  \n",
       "467                    2.0                 5.0     19283  \n",
       "468                    2.0                 5.0     19442  \n",
       "539                    NaN                 NaN      5935  \n",
       "...                    ...                 ...       ...  \n",
       "536529                 4.0                 NaN      5424  \n",
       "536530                 5.0                 NaN      2760  \n",
       "536531                 4.0                 5.0     13645  \n",
       "536532                 5.0                 NaN      2737  \n",
       "536545                 NaN                 NaN      8668  \n",
       "536546                 2.0                 4.0     19434  \n",
       "536547                 NaN                 NaN     10011  \n",
       "536548                 NaN                 NaN      1647  \n",
       "536549                11.0                 NaN      2127  \n",
       "536550                 NaN                 NaN      1705  \n",
       "536551                 NaN                 NaN      1612  \n",
       "536552                11.0                 NaN      2037  \n",
       "536553                16.0                 NaN      1474  \n",
       "536554                11.0                 NaN      3568  \n",
       "536555                 8.0                 NaN      8866  \n",
       "536556                 NaN                 NaN      8828  \n",
       "536746                 NaN                 NaN      7864  \n",
       "536747                 8.0                 NaN      3644  \n",
       "536748                 8.0                 NaN      7032  \n",
       "536749                 5.0                 NaN      2057  \n",
       "536750                 NaN                 NaN      5324  \n",
       "536891                 2.0                16.0     19622  \n",
       "536892                 5.0                12.0      4068  \n",
       "536893                 2.0                 9.0     19504  \n",
       "536894                 5.0                 9.0      3476  \n",
       "537280                 2.0                 9.0     11561  \n",
       "537281                15.0                 NaN      6010  \n",
       "537282                 NaN                 NaN      7458  \n",
       "537283                 9.0                14.0      3706  \n",
       "537354                 NaN                 NaN      2304  \n",
       "\n",
       "[14707 rows x 12 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data.Age<'18']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "User_ID                       522870\n",
       "Product_ID                    522870\n",
       "Gender                        522870\n",
       "Age                           522870\n",
       "Occupation                    522870\n",
       "City_Category                 522870\n",
       "Stay_In_Current_City_Years    522870\n",
       "Marital_Status                522870\n",
       "Product_Category_1            522870\n",
       "Product_Category_2            360125\n",
       "Product_Category_3            159489\n",
       "Purchase                      522870\n",
       "dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data.Age>'18'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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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>User_ID</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Product_Category_1</th>\n",
       "      <th>Product_Category_2</th>\n",
       "      <th>Product_Category_3</th>\n",
       "      <th>Purchase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00069042</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
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       "      <td>NaN</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00248942</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
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       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15200</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00087842</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00085442</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00112542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00339542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00127842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11959</td>\n",
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       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00125942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00251342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00249642</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
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       "      <td>3</td>\n",
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       "      <td>3</td>\n",
       "      <td>5.0</td>\n",
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       "      <td>11023</td>\n",
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       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00124842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00250642</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
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       "      <td>11</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>4664</td>\n",
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       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>1000019</td>\n",
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       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00117442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00251642</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00244842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3010</th>\n",
       "      <td>1000484</td>\n",
       "      <td>P00321942</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4526</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00202242</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4527</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00071442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4528</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00350442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4529</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00370642</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4530</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00238542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4531</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00035242</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4532</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00170542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4551</th>\n",
       "      <td>1000743</td>\n",
       "      <td>P00033342</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4552</th>\n",
       "      <td>1000743</td>\n",
       "      <td>P00088742</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4553</th>\n",
       "      <td>1000743</td>\n",
       "      <td>P00283942</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4554</th>\n",
       "      <td>1000743</td>\n",
       "      <td>P00364142</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4555</th>\n",
       "      <td>1000743</td>\n",
       "      <td>P00247742</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5059</th>\n",
       "      <td>1000829</td>\n",
       "      <td>P00085342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23562</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521247</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00307342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521248</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00323942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521249</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00018042</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521250</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00190542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521251</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P0096942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521252</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00108042</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521253</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00181542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521991</th>\n",
       "      <td>1002346</td>\n",
       "      <td>P00117942</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521992</th>\n",
       "      <td>1002346</td>\n",
       "      <td>P00119642</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521993</th>\n",
       "      <td>1002346</td>\n",
       "      <td>P00110942</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521994</th>\n",
       "      <td>1002346</td>\n",
       "      <td>P00145042</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>19541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527882</th>\n",
       "      <td>1003382</td>\n",
       "      <td>P00171642</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533738</th>\n",
       "      <td>1004158</td>\n",
       "      <td>P00025442</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533739</th>\n",
       "      <td>1004158</td>\n",
       "      <td>P00350942</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535864</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00323942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535865</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00031042</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535866</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00217942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535867</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00304142</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535868</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00127842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535869</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00222242</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535870</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00318142</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535871</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00346542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>13.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>13852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535872</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00367442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535873</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00198342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535874</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00040442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535875</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00036142</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535876</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00206442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535877</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00047242</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535878</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00114942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>11969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536009</th>\n",
       "      <td>1004493</td>\n",
       "      <td>P00350542</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2043</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2497 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        User_ID Product_ID Gender   Age  Occupation City_Category  \\\n",
       "0       1000001  P00069042      F  0-17          10             A   \n",
       "1       1000001  P00248942      F  0-17          10             A   \n",
       "2       1000001  P00087842      F  0-17          10             A   \n",
       "3       1000001  P00085442      F  0-17          10             A   \n",
       "85      1000019  P00112542      M  0-17          10             A   \n",
       "86      1000019  P00339542      M  0-17          10             A   \n",
       "87      1000019  P00127842      M  0-17          10             A   \n",
       "88      1000019  P00125942      M  0-17          10             A   \n",
       "89      1000019  P00251342      M  0-17          10             A   \n",
       "90      1000019  P00249642      M  0-17          10             A   \n",
       "91      1000019  P00124842      M  0-17          10             A   \n",
       "92      1000019  P00250642      M  0-17          10             A   \n",
       "93      1000019  P00058142      M  0-17          10             A   \n",
       "94      1000019  P00117442      M  0-17          10             A   \n",
       "95      1000019  P00251642      M  0-17          10             A   \n",
       "96      1000019  P00244842      M  0-17          10             A   \n",
       "3010    1000484  P00321942      F  0-17          10             A   \n",
       "4526    1000737  P00202242      M  0-17          19             A   \n",
       "4527    1000737  P00071442      M  0-17          19             A   \n",
       "4528    1000737  P00350442      M  0-17          19             A   \n",
       "4529    1000737  P00370642      M  0-17          19             A   \n",
       "4530    1000737  P00238542      M  0-17          19             A   \n",
       "4531    1000737  P00035242      M  0-17          19             A   \n",
       "4532    1000737  P00170542      M  0-17          19             A   \n",
       "4551    1000743  P00033342      F  0-17           2             A   \n",
       "4552    1000743  P00088742      F  0-17           2             A   \n",
       "4553    1000743  P00283942      F  0-17           2             A   \n",
       "4554    1000743  P00364142      F  0-17           2             A   \n",
       "4555    1000743  P00247742      F  0-17           2             A   \n",
       "5059    1000829  P00085342      M  0-17          19             A   \n",
       "...         ...        ...    ...   ...         ...           ...   \n",
       "521247  1002195  P00307342      M  0-17          10             A   \n",
       "521248  1002195  P00323942      M  0-17          10             A   \n",
       "521249  1002195  P00018042      M  0-17          10             A   \n",
       "521250  1002195  P00190542      M  0-17          10             A   \n",
       "521251  1002195   P0096942      M  0-17          10             A   \n",
       "521252  1002195  P00108042      M  0-17          10             A   \n",
       "521253  1002195  P00181542      M  0-17          10             A   \n",
       "521991  1002346  P00117942      F  0-17          10             A   \n",
       "521992  1002346  P00119642      F  0-17          10             A   \n",
       "521993  1002346  P00110942      F  0-17          10             A   \n",
       "521994  1002346  P00145042      F  0-17          10             A   \n",
       "527882  1003382  P00171642      F  0-17          10             A   \n",
       "533738  1004158  P00025442      F  0-17          10             A   \n",
       "533739  1004158  P00350942      F  0-17          10             A   \n",
       "535864  1004478  P00323942      M  0-17          12             A   \n",
       "535865  1004478  P00031042      M  0-17          12             A   \n",
       "535866  1004478  P00217942      M  0-17          12             A   \n",
       "535867  1004478  P00304142      M  0-17          12             A   \n",
       "535868  1004478  P00127842      M  0-17          12             A   \n",
       "535869  1004478  P00222242      M  0-17          12             A   \n",
       "535870  1004478  P00318142      M  0-17          12             A   \n",
       "535871  1004478  P00346542      M  0-17          12             A   \n",
       "535872  1004478  P00367442      M  0-17          12             A   \n",
       "535873  1004478  P00198342      M  0-17          12             A   \n",
       "535874  1004478  P00040442      M  0-17          12             A   \n",
       "535875  1004478  P00036142      M  0-17          12             A   \n",
       "535876  1004478  P00206442      M  0-17          12             A   \n",
       "535877  1004478  P00047242      M  0-17          12             A   \n",
       "535878  1004478  P00114942      M  0-17          12             A   \n",
       "536009  1004493  P00350542      F  0-17          10             A   \n",
       "\n",
       "       Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                               2               0                   3   \n",
       "1                               2               0                   1   \n",
       "2                               2               0                  12   \n",
       "3                               2               0                  12   \n",
       "85                              3               0                   1   \n",
       "86                              3               0                   1   \n",
       "87                              3               0                   1   \n",
       "88                              3               0                   1   \n",
       "89                              3               0                   5   \n",
       "90                              3               0                   3   \n",
       "91                              3               0                  11   \n",
       "92                              3               0                  11   \n",
       "93                              3               0                   3   \n",
       "94                              3               0                   5   \n",
       "95                              3               0                   1   \n",
       "96                              3               0                  11   \n",
       "3010                            2               0                   5   \n",
       "4526                            2               0                  10   \n",
       "4527                            2               0                  15   \n",
       "4528                            2               0                   2   \n",
       "4529                            2               0                   8   \n",
       "4530                            2               0                   5   \n",
       "4531                            2               0                   8   \n",
       "4532                            2               0                   5   \n",
       "4551                            2               0                   5   \n",
       "4552                            2               0                   5   \n",
       "4553                            2               0                   5   \n",
       "4554                            2               0                   8   \n",
       "4555                            2               0                   8   \n",
       "5059                            2               0                  10   \n",
       "...                           ...             ...                 ...   \n",
       "521247                          0               0                   8   \n",
       "521248                          0               0                   8   \n",
       "521249                          0               0                  15   \n",
       "521250                          0               0                   3   \n",
       "521251                          0               0                   3   \n",
       "521252                          0               0                   5   \n",
       "521253                          0               0                  11   \n",
       "521991                          1               0                   5   \n",
       "521992                          1               0                   1   \n",
       "521993                          1               0                   1   \n",
       "521994                          1               0                   1   \n",
       "527882                          2               0                   5   \n",
       "533738                          1               0                   1   \n",
       "533739                          1               0                   3   \n",
       "535864                          1               0                   8   \n",
       "535865                          1               0                   8   \n",
       "535866                          1               0                   5   \n",
       "535867                          1               0                   5   \n",
       "535868                          1               0                   1   \n",
       "535869                          1               0                   1   \n",
       "535870                          1               0                   2   \n",
       "535871                          1               0                  10   \n",
       "535872                          1               0                   8   \n",
       "535873                          1               0                   5   \n",
       "535874                          1               0                   5   \n",
       "535875                          1               0                   5   \n",
       "535876                          1               0                   1   \n",
       "535877                          1               0                   1   \n",
       "535878                          1               0                   1   \n",
       "536009                          1               0                   8   \n",
       "\n",
       "        Product_Category_2  Product_Category_3  Purchase  \n",
       "0                      NaN                 NaN      8370  \n",
       "1                      6.0                14.0     15200  \n",
       "2                      NaN                 NaN      1422  \n",
       "3                     14.0                 NaN      1057  \n",
       "85                    11.0                15.0      7746  \n",
       "86                     NaN                 NaN     19525  \n",
       "87                     2.0                15.0     11959  \n",
       "88                     2.0                15.0     19172  \n",
       "89                    11.0                 NaN      8773  \n",
       "90                     5.0                 NaN     11023  \n",
       "91                     NaN                 NaN      4654  \n",
       "92                     NaN                 NaN      4664  \n",
       "93                     4.0                12.0      8290  \n",
       "94                    14.0                 NaN      7011  \n",
       "95                     2.0                 4.0      4211  \n",
       "96                     NaN                 NaN      1539  \n",
       "3010                   NaN                 NaN      5357  \n",
       "4526                  16.0                 NaN     14030  \n",
       "4527                  17.0                 NaN     21544  \n",
       "4528                   3.0                15.0      9525  \n",
       "4529                  16.0                 NaN      5956  \n",
       "4530                  14.0                 NaN      3694  \n",
       "4531                  14.0                 NaN      6193  \n",
       "4532                   8.0                 NaN      3620  \n",
       "4551                  14.0                 NaN      3575  \n",
       "4552                   NaN                 NaN      5465  \n",
       "4553                   NaN                 NaN      6980  \n",
       "4554                   NaN                 NaN      7787  \n",
       "4555                   NaN                 NaN      8000  \n",
       "5059                  13.0                 NaN     23562  \n",
       "...                    ...                 ...       ...  \n",
       "521247                 NaN                 NaN     10034  \n",
       "521248                15.0                 NaN      9834  \n",
       "521249                16.0                 NaN     17264  \n",
       "521250                 4.0                 NaN      3118  \n",
       "521251                 4.0                 NaN      2792  \n",
       "521252                 NaN                 NaN      7040  \n",
       "521253                16.0                 NaN      6009  \n",
       "521991                15.0                 NaN      5394  \n",
       "521992                 2.0                 8.0     15474  \n",
       "521993                 2.0                 NaN     15857  \n",
       "521994                 2.0                 5.0     19541  \n",
       "527882                 8.0                14.0      5296  \n",
       "533738                 2.0                 9.0     11887  \n",
       "533739                 4.0                 5.0      3160  \n",
       "535864                15.0                 NaN      6135  \n",
       "535865                 NaN                 NaN      9942  \n",
       "535866                 NaN                 NaN      7163  \n",
       "535867                11.0                 NaN      5371  \n",
       "535868                 2.0                15.0     11966  \n",
       "535869                 2.0                13.0     11731  \n",
       "535870                 NaN                 NaN      3728  \n",
       "535871                13.0                16.0     13852  \n",
       "535872                 9.0                 NaN      9992  \n",
       "535873                11.0                 NaN      1738  \n",
       "535874                14.0                 NaN      5324  \n",
       "535875                 NaN                 NaN      5358  \n",
       "535876                 5.0                 9.0     11638  \n",
       "535877                 5.0                 NaN      7921  \n",
       "535878                15.0                16.0     11969  \n",
       "536009                17.0                 NaN      2043  \n",
       "\n",
       "[2497 rows x 12 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[(data.Age<'18') & (data.City_Category=='A')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>User_ID</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Product_Category_1</th>\n",
       "      <th>Product_Category_2</th>\n",
       "      <th>Product_Category_3</th>\n",
       "      <th>Purchase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00112542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
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       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7746</td>\n",
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       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00339542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00127842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00125942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00251342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00249642</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00124842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00250642</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00058142</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00117442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00251642</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>1000019</td>\n",
       "      <td>P00244842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4526</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00202242</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4527</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00071442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4528</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00350442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4529</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00370642</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4530</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00238542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4531</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00035242</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4532</th>\n",
       "      <td>1000737</td>\n",
       "      <td>P00170542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5059</th>\n",
       "      <td>1000829</td>\n",
       "      <td>P00085342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5060</th>\n",
       "      <td>1000829</td>\n",
       "      <td>P00087042</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>23182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5061</th>\n",
       "      <td>1000829</td>\n",
       "      <td>P00114442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5062</th>\n",
       "      <td>1000829</td>\n",
       "      <td>P00086842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5063</th>\n",
       "      <td>1000829</td>\n",
       "      <td>P00101342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5064</th>\n",
       "      <td>1000829</td>\n",
       "      <td>P00200642</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5065</th>\n",
       "      <td>1000829</td>\n",
       "      <td>P00031042</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5066</th>\n",
       "      <td>1000829</td>\n",
       "      <td>P00117442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>19</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6032</th>\n",
       "      <td>1000979</td>\n",
       "      <td>P00062842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>19454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6033</th>\n",
       "      <td>1000979</td>\n",
       "      <td>P00321942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7845</th>\n",
       "      <td>1001220</td>\n",
       "      <td>P00115142</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>12012</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514221</th>\n",
       "      <td>1001220</td>\n",
       "      <td>P00113142</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514222</th>\n",
       "      <td>1001220</td>\n",
       "      <td>P00035542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514223</th>\n",
       "      <td>1001220</td>\n",
       "      <td>P00368242</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514224</th>\n",
       "      <td>1001220</td>\n",
       "      <td>P00050342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514225</th>\n",
       "      <td>1001220</td>\n",
       "      <td>P00032442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521231</th>\n",
       "      <td>1002189</td>\n",
       "      <td>P00236042</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521245</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00057942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>15191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521246</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00208342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521247</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00307342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521248</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00323942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521249</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00018042</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521250</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00190542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521251</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P0096942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521252</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00108042</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521253</th>\n",
       "      <td>1002195</td>\n",
       "      <td>P00181542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535864</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00323942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535865</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00031042</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535866</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00217942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535867</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00304142</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535868</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00127842</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535869</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00222242</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535870</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00318142</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535871</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00346542</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>13.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>13852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535872</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00367442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535873</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00198342</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535874</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00040442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535875</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00036142</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535876</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00206442</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535877</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00047242</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535878</th>\n",
       "      <td>1004478</td>\n",
       "      <td>P00114942</td>\n",
       "      <td>M</td>\n",
       "      <td>0-17</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>11969</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1069 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        User_ID Product_ID Gender   Age  Occupation City_Category  \\\n",
       "85      1000019  P00112542      M  0-17          10             A   \n",
       "86      1000019  P00339542      M  0-17          10             A   \n",
       "87      1000019  P00127842      M  0-17          10             A   \n",
       "88      1000019  P00125942      M  0-17          10             A   \n",
       "89      1000019  P00251342      M  0-17          10             A   \n",
       "90      1000019  P00249642      M  0-17          10             A   \n",
       "91      1000019  P00124842      M  0-17          10             A   \n",
       "92      1000019  P00250642      M  0-17          10             A   \n",
       "93      1000019  P00058142      M  0-17          10             A   \n",
       "94      1000019  P00117442      M  0-17          10             A   \n",
       "95      1000019  P00251642      M  0-17          10             A   \n",
       "96      1000019  P00244842      M  0-17          10             A   \n",
       "4526    1000737  P00202242      M  0-17          19             A   \n",
       "4527    1000737  P00071442      M  0-17          19             A   \n",
       "4528    1000737  P00350442      M  0-17          19             A   \n",
       "4529    1000737  P00370642      M  0-17          19             A   \n",
       "4530    1000737  P00238542      M  0-17          19             A   \n",
       "4531    1000737  P00035242      M  0-17          19             A   \n",
       "4532    1000737  P00170542      M  0-17          19             A   \n",
       "5059    1000829  P00085342      M  0-17          19             A   \n",
       "5060    1000829  P00087042      M  0-17          19             A   \n",
       "5061    1000829  P00114442      M  0-17          19             A   \n",
       "5062    1000829  P00086842      M  0-17          19             A   \n",
       "5063    1000829  P00101342      M  0-17          19             A   \n",
       "5064    1000829  P00200642      M  0-17          19             A   \n",
       "5065    1000829  P00031042      M  0-17          19             A   \n",
       "5066    1000829  P00117442      M  0-17          19             A   \n",
       "6032    1000979  P00062842      M  0-17          10             A   \n",
       "6033    1000979  P00321942      M  0-17          10             A   \n",
       "7845    1001220  P00115142      M  0-17          10             A   \n",
       "...         ...        ...    ...   ...         ...           ...   \n",
       "514221  1001220  P00113142      M  0-17          10             A   \n",
       "514222  1001220  P00035542      M  0-17          10             A   \n",
       "514223  1001220  P00368242      M  0-17          10             A   \n",
       "514224  1001220  P00050342      M  0-17          10             A   \n",
       "514225  1001220  P00032442      M  0-17          10             A   \n",
       "521231  1002189  P00236042      M  0-17          10             A   \n",
       "521245  1002195  P00057942      M  0-17          10             A   \n",
       "521246  1002195  P00208342      M  0-17          10             A   \n",
       "521247  1002195  P00307342      M  0-17          10             A   \n",
       "521248  1002195  P00323942      M  0-17          10             A   \n",
       "521249  1002195  P00018042      M  0-17          10             A   \n",
       "521250  1002195  P00190542      M  0-17          10             A   \n",
       "521251  1002195   P0096942      M  0-17          10             A   \n",
       "521252  1002195  P00108042      M  0-17          10             A   \n",
       "521253  1002195  P00181542      M  0-17          10             A   \n",
       "535864  1004478  P00323942      M  0-17          12             A   \n",
       "535865  1004478  P00031042      M  0-17          12             A   \n",
       "535866  1004478  P00217942      M  0-17          12             A   \n",
       "535867  1004478  P00304142      M  0-17          12             A   \n",
       "535868  1004478  P00127842      M  0-17          12             A   \n",
       "535869  1004478  P00222242      M  0-17          12             A   \n",
       "535870  1004478  P00318142      M  0-17          12             A   \n",
       "535871  1004478  P00346542      M  0-17          12             A   \n",
       "535872  1004478  P00367442      M  0-17          12             A   \n",
       "535873  1004478  P00198342      M  0-17          12             A   \n",
       "535874  1004478  P00040442      M  0-17          12             A   \n",
       "535875  1004478  P00036142      M  0-17          12             A   \n",
       "535876  1004478  P00206442      M  0-17          12             A   \n",
       "535877  1004478  P00047242      M  0-17          12             A   \n",
       "535878  1004478  P00114942      M  0-17          12             A   \n",
       "\n",
       "       Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "85                              3               0                   1   \n",
       "86                              3               0                   1   \n",
       "87                              3               0                   1   \n",
       "88                              3               0                   1   \n",
       "89                              3               0                   5   \n",
       "90                              3               0                   3   \n",
       "91                              3               0                  11   \n",
       "92                              3               0                  11   \n",
       "93                              3               0                   3   \n",
       "94                              3               0                   5   \n",
       "95                              3               0                   1   \n",
       "96                              3               0                  11   \n",
       "4526                            2               0                  10   \n",
       "4527                            2               0                  15   \n",
       "4528                            2               0                   2   \n",
       "4529                            2               0                   8   \n",
       "4530                            2               0                   5   \n",
       "4531                            2               0                   8   \n",
       "4532                            2               0                   5   \n",
       "5059                            2               0                  10   \n",
       "5060                            2               0                  10   \n",
       "5061                            2               0                   5   \n",
       "5062                            2               0                  14   \n",
       "5063                            2               0                   6   \n",
       "5064                            2               0                  10   \n",
       "5065                            2               0                   8   \n",
       "5066                            2               0                   5   \n",
       "6032                            1               0                   1   \n",
       "6033                            1               0                   5   \n",
       "7845                            3               0                   1   \n",
       "...                           ...             ...                 ...   \n",
       "514221                          3               0                   1   \n",
       "514222                          3               0                   3   \n",
       "514223                          3               0                   5   \n",
       "514224                          3               0                   5   \n",
       "514225                          3               0                   5   \n",
       "521231                          1               0                   5   \n",
       "521245                          0               0                   1   \n",
       "521246                          0               0                   1   \n",
       "521247                          0               0                   8   \n",
       "521248                          0               0                   8   \n",
       "521249                          0               0                  15   \n",
       "521250                          0               0                   3   \n",
       "521251                          0               0                   3   \n",
       "521252                          0               0                   5   \n",
       "521253                          0               0                  11   \n",
       "535864                          1               0                   8   \n",
       "535865                          1               0                   8   \n",
       "535866                          1               0                   5   \n",
       "535867                          1               0                   5   \n",
       "535868                          1               0                   1   \n",
       "535869                          1               0                   1   \n",
       "535870                          1               0                   2   \n",
       "535871                          1               0                  10   \n",
       "535872                          1               0                   8   \n",
       "535873                          1               0                   5   \n",
       "535874                          1               0                   5   \n",
       "535875                          1               0                   5   \n",
       "535876                          1               0                   1   \n",
       "535877                          1               0                   1   \n",
       "535878                          1               0                   1   \n",
       "\n",
       "        Product_Category_2  Product_Category_3  Purchase  \n",
       "85                    11.0                15.0      7746  \n",
       "86                     NaN                 NaN     19525  \n",
       "87                     2.0                15.0     11959  \n",
       "88                     2.0                15.0     19172  \n",
       "89                    11.0                 NaN      8773  \n",
       "90                     5.0                 NaN     11023  \n",
       "91                     NaN                 NaN      4654  \n",
       "92                     NaN                 NaN      4664  \n",
       "93                     4.0                12.0      8290  \n",
       "94                    14.0                 NaN      7011  \n",
       "95                     2.0                 4.0      4211  \n",
       "96                     NaN                 NaN      1539  \n",
       "4526                  16.0                 NaN     14030  \n",
       "4527                  17.0                 NaN     21544  \n",
       "4528                   3.0                15.0      9525  \n",
       "4529                  16.0                 NaN      5956  \n",
       "4530                  14.0                 NaN      3694  \n",
       "4531                  14.0                 NaN      6193  \n",
       "4532                   8.0                 NaN      3620  \n",
       "5059                  13.0                 NaN     23562  \n",
       "5060                  14.0                16.0     23182  \n",
       "5061                   6.0                 NaN      8775  \n",
       "5062                  16.0                 NaN     14757  \n",
       "5063                   8.0                 NaN     12332  \n",
       "5064                  16.0                 NaN     18535  \n",
       "5065                   NaN                 NaN      7794  \n",
       "5066                  14.0                 NaN      3664  \n",
       "6032                   2.0                13.0     19454  \n",
       "6033                   NaN                 NaN      8679  \n",
       "7845                   8.0                17.0     12012  \n",
       "...                    ...                 ...       ...  \n",
       "514221                 5.0                12.0      7973  \n",
       "514222                 4.0                12.0      8318  \n",
       "514223                11.0                 NaN      7032  \n",
       "514224                 8.0                17.0      7156  \n",
       "514225                 NaN                 NaN      8759  \n",
       "521231                 NaN                 NaN      3705  \n",
       "521245                 2.0                 6.0     15191  \n",
       "521246                16.0                 NaN     15226  \n",
       "521247                 NaN                 NaN     10034  \n",
       "521248                15.0                 NaN      9834  \n",
       "521249                16.0                 NaN     17264  \n",
       "521250                 4.0                 NaN      3118  \n",
       "521251                 4.0                 NaN      2792  \n",
       "521252                 NaN                 NaN      7040  \n",
       "521253                16.0                 NaN      6009  \n",
       "535864                15.0                 NaN      6135  \n",
       "535865                 NaN                 NaN      9942  \n",
       "535866                 NaN                 NaN      7163  \n",
       "535867                11.0                 NaN      5371  \n",
       "535868                 2.0                15.0     11966  \n",
       "535869                 2.0                13.0     11731  \n",
       "535870                 NaN                 NaN      3728  \n",
       "535871                13.0                16.0     13852  \n",
       "535872                 9.0                 NaN      9992  \n",
       "535873                11.0                 NaN      1738  \n",
       "535874                14.0                 NaN      5324  \n",
       "535875                 NaN                 NaN      5358  \n",
       "535876                 5.0                 9.0     11638  \n",
       "535877                 5.0                 NaN      7921  \n",
       "535878                15.0                16.0     11969  \n",
       "\n",
       "[1069 rows x 12 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[(data.Age<'18') & (data.City_Category=='A') & (data.Gender=='M')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "105.05"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(DataInPercent(sum(data.Age<'18')+sum(data.City_Category=='A')+sum(data.Gender=='M'),varTotal),2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14707"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t1=sum(data.Age<'18')\n",
    "t1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "144638"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t2=sum(data.City_Category=='A')\n",
    "t2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "405380"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t3=sum(data.Gender=='M')\n",
    "t3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "564725"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_total=t1+t2+t3\n",
    "t_total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "537577"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "varTotal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "105.05006724618056"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DataInPercent(t_total,varTotal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>User_ID</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Product_Category_1</th>\n",
       "      <th>Product_Category_2</th>\n",
       "      <th>Product_Category_3</th>\n",
       "      <th>Purchase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1000004</td>\n",
       "      <td>P00184942</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>7</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1000004</td>\n",
       "      <td>P00346142</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>7</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1000004</td>\n",
       "      <td>P0097242</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>7</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1000005</td>\n",
       "      <td>P00274942</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1000005</td>\n",
       "      <td>P00251242</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1000005</td>\n",
       "      <td>P00014542</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1000005</td>\n",
       "      <td>P00031342</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1000005</td>\n",
       "      <td>P00145042</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1000007</td>\n",
       "      <td>P00036842</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>11788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00249542</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00220442</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00156442</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00213742</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00214442</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1000008</td>\n",
       "      <td>P00303442</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>12</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00085942</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>16352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00118742</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00297942</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00266842</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00058342</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00032442</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00105942</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00182642</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00186942</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00155442</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00221342</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00087242</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00111142</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>18963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00259342</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P0094542</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>16406</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537532</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00319042</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537533</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00209842</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537534</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00255942</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537535</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00103042</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537536</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00005042</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537537</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00219942</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537538</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00041842</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537539</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00113842</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>12510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537540</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00124642</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537541</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00051442</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537542</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00085242</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>10036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537543</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00117242</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537544</th>\n",
       "      <td>1004732</td>\n",
       "      <td>P00093342</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>14</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>11535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537548</th>\n",
       "      <td>1004734</td>\n",
       "      <td>P00111042</td>\n",
       "      <td>M</td>\n",
       "      <td>51-55</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537549</th>\n",
       "      <td>1004734</td>\n",
       "      <td>P00345842</td>\n",
       "      <td>M</td>\n",
       "      <td>51-55</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537556</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00194542</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537557</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00175242</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537558</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00101942</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537559</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00109142</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537560</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00084842</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537561</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00078142</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537562</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00146742</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537563</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00154642</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537564</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00117442</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537565</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00051142</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537566</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00048742</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537567</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00157542</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537568</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00250642</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537569</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00023142</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537570</th>\n",
       "      <td>1004736</td>\n",
       "      <td>P00162442</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>20</td>\n",
       "      <td>A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15491</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>219760 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        User_ID Product_ID Gender    Age  Occupation City_Category  \\\n",
       "6       1000004  P00184942      M  46-50           7             B   \n",
       "7       1000004  P00346142      M  46-50           7             B   \n",
       "8       1000004   P0097242      M  46-50           7             B   \n",
       "9       1000005  P00274942      M  26-35          20             A   \n",
       "10      1000005  P00251242      M  26-35          20             A   \n",
       "11      1000005  P00014542      M  26-35          20             A   \n",
       "12      1000005  P00031342      M  26-35          20             A   \n",
       "13      1000005  P00145042      M  26-35          20             A   \n",
       "18      1000007  P00036842      M  36-45           1             B   \n",
       "19      1000008  P00249542      M  26-35          12             C   \n",
       "20      1000008  P00220442      M  26-35          12             C   \n",
       "21      1000008  P00156442      M  26-35          12             C   \n",
       "22      1000008  P00213742      M  26-35          12             C   \n",
       "23      1000008  P00214442      M  26-35          12             C   \n",
       "24      1000008  P00303442      M  26-35          12             C   \n",
       "29      1000010  P00085942      F  36-45           1             B   \n",
       "30      1000010  P00118742      F  36-45           1             B   \n",
       "31      1000010  P00297942      F  36-45           1             B   \n",
       "32      1000010  P00266842      F  36-45           1             B   \n",
       "33      1000010  P00058342      F  36-45           1             B   \n",
       "34      1000010  P00032442      F  36-45           1             B   \n",
       "35      1000010  P00105942      F  36-45           1             B   \n",
       "36      1000010  P00182642      F  36-45           1             B   \n",
       "37      1000010  P00186942      F  36-45           1             B   \n",
       "38      1000010  P00155442      F  36-45           1             B   \n",
       "39      1000010  P00221342      F  36-45           1             B   \n",
       "40      1000010  P00087242      F  36-45           1             B   \n",
       "41      1000010  P00111142      F  36-45           1             B   \n",
       "42      1000010  P00259342      F  36-45           1             B   \n",
       "43      1000010   P0094542      F  36-45           1             B   \n",
       "...         ...        ...    ...    ...         ...           ...   \n",
       "537532  1004732  P00319042      M  26-35          14             B   \n",
       "537533  1004732  P00209842      M  26-35          14             B   \n",
       "537534  1004732  P00255942      M  26-35          14             B   \n",
       "537535  1004732  P00103042      M  26-35          14             B   \n",
       "537536  1004732  P00005042      M  26-35          14             B   \n",
       "537537  1004732  P00219942      M  26-35          14             B   \n",
       "537538  1004732  P00041842      M  26-35          14             B   \n",
       "537539  1004732  P00113842      M  26-35          14             B   \n",
       "537540  1004732  P00124642      M  26-35          14             B   \n",
       "537541  1004732  P00051442      M  26-35          14             B   \n",
       "537542  1004732  P00085242      M  26-35          14             B   \n",
       "537543  1004732  P00117242      M  26-35          14             B   \n",
       "537544  1004732  P00093342      M  26-35          14             B   \n",
       "537548  1004734  P00111042      M  51-55           1             B   \n",
       "537549  1004734  P00345842      M  51-55           1             B   \n",
       "537556  1004736  P00194542      M  18-25          20             A   \n",
       "537557  1004736  P00175242      M  18-25          20             A   \n",
       "537558  1004736  P00101942      M  18-25          20             A   \n",
       "537559  1004736  P00109142      M  18-25          20             A   \n",
       "537560  1004736  P00084842      M  18-25          20             A   \n",
       "537561  1004736  P00078142      M  18-25          20             A   \n",
       "537562  1004736  P00146742      M  18-25          20             A   \n",
       "537563  1004736  P00154642      M  18-25          20             A   \n",
       "537564  1004736  P00117442      M  18-25          20             A   \n",
       "537565  1004736  P00051142      M  18-25          20             A   \n",
       "537566  1004736  P00048742      M  18-25          20             A   \n",
       "537567  1004736  P00157542      M  18-25          20             A   \n",
       "537568  1004736  P00250642      M  18-25          20             A   \n",
       "537569  1004736  P00023142      M  18-25          20             A   \n",
       "537570  1004736  P00162442      M  18-25          20             A   \n",
       "\n",
       "       Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "6                               2               1                   1   \n",
       "7                               2               1                   1   \n",
       "8                               2               1                   1   \n",
       "9                               1               1                   8   \n",
       "10                              1               1                   5   \n",
       "11                              1               1                   8   \n",
       "12                              1               1                   8   \n",
       "13                              1               1                   1   \n",
       "18                              1               1                   1   \n",
       "19                             4+               1                   1   \n",
       "20                             4+               1                   5   \n",
       "21                             4+               1                   8   \n",
       "22                             4+               1                   8   \n",
       "23                             4+               1                   8   \n",
       "24                             4+               1                   1   \n",
       "29                             4+               1                   2   \n",
       "30                             4+               1                   5   \n",
       "31                             4+               1                   8   \n",
       "32                             4+               1                   5   \n",
       "33                             4+               1                   3   \n",
       "34                             4+               1                   5   \n",
       "35                             4+               1                   5   \n",
       "36                             4+               1                   2   \n",
       "37                             4+               1                   5   \n",
       "38                             4+               1                   1   \n",
       "39                             4+               1                   1   \n",
       "40                             4+               1                  14   \n",
       "41                             4+               1                   1   \n",
       "42                             4+               1                   5   \n",
       "43                             4+               1                   2   \n",
       "...                           ...             ...                 ...   \n",
       "537532                          2               1                   5   \n",
       "537533                          2               1                   5   \n",
       "537534                          2               1                   1   \n",
       "537535                          2               1                   1   \n",
       "537536                          2               1                   6   \n",
       "537537                          2               1                   6   \n",
       "537538                          2               1                   6   \n",
       "537539                          2               1                   6   \n",
       "537540                          2               1                  16   \n",
       "537541                          2               1                   8   \n",
       "537542                          2               1                   8   \n",
       "537543                          2               1                   8   \n",
       "537544                          2               1                   1   \n",
       "537548                          1               1                  15   \n",
       "537549                          1               1                   2   \n",
       "537556                          1               1                   8   \n",
       "537557                          1               1                   2   \n",
       "537558                          1               1                   8   \n",
       "537559                          1               1                   8   \n",
       "537560                          1               1                   8   \n",
       "537561                          1               1                   8   \n",
       "537562                          1               1                   1   \n",
       "537563                          1               1                   8   \n",
       "537564                          1               1                   5   \n",
       "537565                          1               1                   8   \n",
       "537566                          1               1                   5   \n",
       "537567                          1               1                   8   \n",
       "537568                          1               1                  11   \n",
       "537569                          1               1                   5   \n",
       "537570                          1               1                   1   \n",
       "\n",
       "        Product_Category_2  Product_Category_3  Purchase  \n",
       "6                      8.0                17.0     19215  \n",
       "7                     15.0                 NaN     15854  \n",
       "8                     16.0                 NaN     15686  \n",
       "9                      NaN                 NaN      7871  \n",
       "10                    11.0                 NaN      5254  \n",
       "11                     NaN                 NaN      3957  \n",
       "12                     NaN                 NaN      6073  \n",
       "13                     2.0                 5.0     15665  \n",
       "18                    14.0                16.0     11788  \n",
       "19                     5.0                15.0     19614  \n",
       "20                    14.0                 NaN      8584  \n",
       "21                     NaN                 NaN      9872  \n",
       "22                     NaN                 NaN      9743  \n",
       "23                     NaN                 NaN      5982  \n",
       "24                     8.0                14.0     11927  \n",
       "29                     4.0                 8.0     16352  \n",
       "30                    11.0                 NaN      8886  \n",
       "31                     NaN                 NaN      5875  \n",
       "32                     NaN                 NaN      8854  \n",
       "33                     4.0                 NaN     10946  \n",
       "34                     NaN                 NaN      5152  \n",
       "35                     NaN                 NaN      7089  \n",
       "36                     4.0                 9.0     12909  \n",
       "37                    12.0                 NaN      8770  \n",
       "38                    11.0                15.0     15212  \n",
       "39                     2.0                 5.0     15705  \n",
       "40                     NaN                 NaN      7947  \n",
       "41                    15.0                16.0     18963  \n",
       "42                     9.0                 NaN      8718  \n",
       "43                     4.0                 9.0     16406  \n",
       "...                    ...                 ...       ...  \n",
       "537532                 NaN                 NaN      8659  \n",
       "537533                 8.0                 NaN      6978  \n",
       "537534                16.0                 NaN     15556  \n",
       "537535                14.0                 NaN     15785  \n",
       "537536                16.0                 NaN     19933  \n",
       "537537                16.0                 NaN     16486  \n",
       "537538                 8.0                 NaN     12651  \n",
       "537539                 8.0                16.0     12510  \n",
       "537540                 NaN                 NaN     16610  \n",
       "537541                17.0                 NaN      9877  \n",
       "537542                14.0                17.0     10036  \n",
       "537543                17.0                 NaN      7802  \n",
       "537544                 8.0                18.0     11535  \n",
       "537548                 NaN                 NaN     20924  \n",
       "537549                 8.0                14.0     13082  \n",
       "537556                14.0                 NaN      2183  \n",
       "537557                 NaN                 NaN     12724  \n",
       "537558                17.0                 NaN      7796  \n",
       "537559                17.0                 NaN      7770  \n",
       "537560                16.0                 NaN      5940  \n",
       "537561                16.0                 NaN      7834  \n",
       "537562                13.0                14.0     11508  \n",
       "537563                 NaN                 NaN      6074  \n",
       "537564                14.0                 NaN      7084  \n",
       "537565                 NaN                 NaN      7934  \n",
       "537566                 NaN                 NaN      5350  \n",
       "537567                14.0                 NaN      1994  \n",
       "537568                 NaN                 NaN      5930  \n",
       "537569                14.0                 NaN      7042  \n",
       "537570                16.0                 NaN     15491  \n",
       "\n",
       "[219760 rows x 12 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data.Marital_Status==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>NaN</td>\n",
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       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537495</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P0096742</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537496</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00110542</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537497</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00028842</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537498</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00122442</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537499</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00351142</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>11610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537500</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00115842</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537501</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00187842</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537502</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00210342</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537503</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00021942</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537504</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00214842</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537505</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00057242</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537506</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00147842</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537507</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00016342</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537508</th>\n",
       "      <td>1004728</td>\n",
       "      <td>P00214642</td>\n",
       "      <td>M</td>\n",
       "      <td>26-35</td>\n",
       "      <td>19</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>13.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>4683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537545</th>\n",
       "      <td>1004733</td>\n",
       "      <td>P00144042</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>18</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537546</th>\n",
       "      <td>1004733</td>\n",
       "      <td>P00070042</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>18</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537547</th>\n",
       "      <td>1004733</td>\n",
       "      <td>P00244042</td>\n",
       "      <td>M</td>\n",
       "      <td>18-25</td>\n",
       "      <td>18</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537550</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P00278242</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537551</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P00313442</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537552</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P0098642</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537553</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P00119342</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537554</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P00114042</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537555</th>\n",
       "      <td>1004735</td>\n",
       "      <td>P00135142</td>\n",
       "      <td>M</td>\n",
       "      <td>46-50</td>\n",
       "      <td>3</td>\n",
       "      <td>C</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537571</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00221442</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537572</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00193542</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537573</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00111142</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537574</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00345942</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537575</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00285842</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537576</th>\n",
       "      <td>1004737</td>\n",
       "      <td>P00118242</td>\n",
       "      <td>M</td>\n",
       "      <td>36-45</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6875</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>317817 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        User_ID Product_ID Gender    Age  Occupation City_Category  \\\n",
       "0       1000001  P00069042      F   0-17          10             A   \n",
       "1       1000001  P00248942      F   0-17          10             A   \n",
       "2       1000001  P00087842      F   0-17          10             A   \n",
       "3       1000001  P00085442      F   0-17          10             A   \n",
       "4       1000002  P00285442      M    55+          16             C   \n",
       "5       1000003  P00193542      M  26-35          15             A   \n",
       "14      1000006  P00231342      F  51-55           9             A   \n",
       "15      1000006  P00190242      F  51-55           9             A   \n",
       "16      1000006   P0096642      F  51-55           9             A   \n",
       "17      1000006  P00058442      F  51-55           9             A   \n",
       "25      1000009  P00135742      M  26-35          17             C   \n",
       "26      1000009  P00039942      M  26-35          17             C   \n",
       "27      1000009  P00161442      M  26-35          17             C   \n",
       "28      1000009  P00078742      M  26-35          17             C   \n",
       "47      1000011  P00192642      F  26-35           1             C   \n",
       "48      1000011  P00110842      F  26-35           1             C   \n",
       "49      1000011  P00189642      F  26-35           1             C   \n",
       "50      1000012  P00304242      M  26-35          12             C   \n",
       "51      1000012  P00365242      M  26-35          12             C   \n",
       "55      1000014  P00276642      M  36-45           0             C   \n",
       "56      1000015  P00334242      M  26-35           7             A   \n",
       "57      1000015  P00247542      M  26-35           7             A   \n",
       "58      1000015  P00338442      M  26-35           7             A   \n",
       "59      1000015  P00275142      M  26-35           7             A   \n",
       "60      1000015  P00333042      M  26-35           7             A   \n",
       "61      1000015  P00166242      M  26-35           7             A   \n",
       "62      1000015  P00161942      M  26-35           7             A   \n",
       "63      1000015  P00348242      M  26-35           7             A   \n",
       "64      1000015  P00042142      M  26-35           7             A   \n",
       "67      1000017  P00019342      M  51-55           1             C   \n",
       "...         ...        ...    ...    ...         ...           ...   \n",
       "537494  1004728  P00182042      M  26-35          19             B   \n",
       "537495  1004728   P0096742      M  26-35          19             B   \n",
       "537496  1004728  P00110542      M  26-35          19             B   \n",
       "537497  1004728  P00028842      M  26-35          19             B   \n",
       "537498  1004728  P00122442      M  26-35          19             B   \n",
       "537499  1004728  P00351142      M  26-35          19             B   \n",
       "537500  1004728  P00115842      M  26-35          19             B   \n",
       "537501  1004728  P00187842      M  26-35          19             B   \n",
       "537502  1004728  P00210342      M  26-35          19             B   \n",
       "537503  1004728  P00021942      M  26-35          19             B   \n",
       "537504  1004728  P00214842      M  26-35          19             B   \n",
       "537505  1004728  P00057242      M  26-35          19             B   \n",
       "537506  1004728  P00147842      M  26-35          19             B   \n",
       "537507  1004728  P00016342      M  26-35          19             B   \n",
       "537508  1004728  P00214642      M  26-35          19             B   \n",
       "537545  1004733  P00144042      M  18-25          18             C   \n",
       "537546  1004733  P00070042      M  18-25          18             C   \n",
       "537547  1004733  P00244042      M  18-25          18             C   \n",
       "537550  1004735  P00278242      M  46-50           3             C   \n",
       "537551  1004735  P00313442      M  46-50           3             C   \n",
       "537552  1004735   P0098642      M  46-50           3             C   \n",
       "537553  1004735  P00119342      M  46-50           3             C   \n",
       "537554  1004735  P00114042      M  46-50           3             C   \n",
       "537555  1004735  P00135142      M  46-50           3             C   \n",
       "537571  1004737  P00221442      M  36-45          16             C   \n",
       "537572  1004737  P00193542      M  36-45          16             C   \n",
       "537573  1004737  P00111142      M  36-45          16             C   \n",
       "537574  1004737  P00345942      M  36-45          16             C   \n",
       "537575  1004737  P00285842      M  36-45          16             C   \n",
       "537576  1004737  P00118242      M  36-45          16             C   \n",
       "\n",
       "       Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                               2               0                   3   \n",
       "1                               2               0                   1   \n",
       "2                               2               0                  12   \n",
       "3                               2               0                  12   \n",
       "4                              4+               0                   8   \n",
       "5                               3               0                   1   \n",
       "14                              1               0                   5   \n",
       "15                              1               0                   4   \n",
       "16                              1               0                   2   \n",
       "17                              1               0                   5   \n",
       "25                              0               0                   6   \n",
       "26                              0               0                   8   \n",
       "27                              0               0                   5   \n",
       "28                              0               0                   5   \n",
       "47                              1               0                   8   \n",
       "48                              1               0                   1   \n",
       "49                              1               0                   8   \n",
       "50                              2               0                   1   \n",
       "51                              2               0                   5   \n",
       "55                              0               0                   8   \n",
       "56                              1               0                   1   \n",
       "57                              1               0                   8   \n",
       "58                              1               0                   1   \n",
       "59                              1               0                   5   \n",
       "60                              1               0                   5   \n",
       "61                              1               0                   8   \n",
       "62                              1               0                   5   \n",
       "63                              1               0                   8   \n",
       "64                              1               0                   1   \n",
       "67                              0               0                   1   \n",
       "...                           ...             ...                 ...   \n",
       "537494                          3               0                  11   \n",
       "537495                          3               0                   2   \n",
       "537496                          3               0                   8   \n",
       "537497                          3               0                   6   \n",
       "537498                          3               0                   1   \n",
       "537499                          3               0                   1   \n",
       "537500                          3               0                  16   \n",
       "537501                          3               0                   1   \n",
       "537502                          3               0                   3   \n",
       "537503                          3               0                   8   \n",
       "537504                          3               0                  14   \n",
       "537505                          3               0                   5   \n",
       "537506                          3               0                   8   \n",
       "537507                          3               0                   1   \n",
       "537508                          3               0                  11   \n",
       "537545                          1               0                   2   \n",
       "537546                          1               0                   1   \n",
       "537547                          1               0                   1   \n",
       "537550                          3               0                   1   \n",
       "537551                          3               0                   5   \n",
       "537552                          3               0                   6   \n",
       "537553                          3               0                  10   \n",
       "537554                          3               0                   5   \n",
       "537555                          3               0                  13   \n",
       "537571                          1               0                   1   \n",
       "537572                          1               0                   1   \n",
       "537573                          1               0                   1   \n",
       "537574                          1               0                   8   \n",
       "537575                          1               0                   5   \n",
       "537576                          1               0                   5   \n",
       "\n",
       "        Product_Category_2  Product_Category_3  Purchase  \n",
       "0                      NaN                 NaN      8370  \n",
       "1                      6.0                14.0     15200  \n",
       "2                      NaN                 NaN      1422  \n",
       "3                     14.0                 NaN      1057  \n",
       "4                      NaN                 NaN      7969  \n",
       "5                      2.0                 NaN     15227  \n",
       "14                     8.0                14.0      5378  \n",
       "15                     5.0                 NaN      2079  \n",
       "16                     3.0                 4.0     13055  \n",
       "17                    14.0                 NaN      8851  \n",
       "25                     8.0                 NaN     16662  \n",
       "26                     NaN                 NaN      5887  \n",
       "27                    14.0                 NaN      6973  \n",
       "28                     8.0                14.0      5391  \n",
       "47                    17.0                 NaN      6171  \n",
       "48                     2.0                 5.0     19327  \n",
       "49                    13.0                 NaN      8027  \n",
       "50                     6.0                 NaN     15246  \n",
       "51                     8.0                 NaN      6865  \n",
       "55                    11.0                 NaN      5848  \n",
       "56                     8.0                 NaN     19653  \n",
       "57                    16.0                 NaN      5958  \n",
       "58                    16.0                 NaN     11415  \n",
       "59                     8.0                 NaN      5380  \n",
       "60                     8.0                 NaN      3594  \n",
       "61                     NaN                 NaN      4209  \n",
       "62                     8.0                 NaN      5407  \n",
       "63                     NaN                 NaN      7803  \n",
       "64                     2.0                 6.0     11458  \n",
       "67                     6.0                15.0     15872  \n",
       "...                    ...                 ...       ...  \n",
       "537494                 NaN                 NaN      4418  \n",
       "537495                 4.0                12.0     13115  \n",
       "537496                 NaN                 NaN      9732  \n",
       "537497                 8.0                 NaN     16317  \n",
       "537498                11.0                15.0     11802  \n",
       "537499                 8.0                17.0     11610  \n",
       "537500                 NaN                 NaN     20269  \n",
       "537501                16.0                 NaN     11909  \n",
       "537502                 4.0                 NaN      8432  \n",
       "537503                16.0                 NaN      6043  \n",
       "537504                 NaN                 NaN     11013  \n",
       "537505                 NaN                 NaN      6888  \n",
       "537506                 NaN                 NaN      5955  \n",
       "537507                 2.0                 8.0      7604  \n",
       "537508                13.0                16.0      4683  \n",
       "537545                 3.0                 4.0      9687  \n",
       "537546                 2.0                16.0     15515  \n",
       "537547                 2.0                15.0     11543  \n",
       "537550                 NaN                 NaN     11658  \n",
       "537551                 6.0                 8.0      6863  \n",
       "537552                 8.0                 NaN     16415  \n",
       "537553                13.0                 NaN     18526  \n",
       "537554                14.0                 NaN      7099  \n",
       "537555                16.0                 NaN       578  \n",
       "537571                 2.0                 5.0     11852  \n",
       "537572                 2.0                 NaN     11664  \n",
       "537573                15.0                16.0     19196  \n",
       "537574                15.0                 NaN      8043  \n",
       "537575                 NaN                 NaN      7172  \n",
       "537576                 8.0                 NaN      6875  \n",
       "\n",
       "[317817 rows x 12 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data.Marital_Status==0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Male Percentage: 75 %\n"
     ]
    }
   ],
   "source": [
    "print(\"Male Percentage:\",round(DataInPercent(sum(data.Gender=='M'),537577)),\"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Female Percentage: 25 %\n"
     ]
    }
   ],
   "source": [
    "print(\"Female Percentage:\",round(DataInPercent(sum(data.Gender=='F'),537577)),\"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "User_ID                         1000003\n",
       "Product_ID                    P00193542\n",
       "Gender                                M\n",
       "Age                               26-35\n",
       "Occupation                           15\n",
       "City_Category                         A\n",
       "Stay_In_Current_City_Years            3\n",
       "Marital_Status                        0\n",
       "Product_Category_1                    1\n",
       "Product_Category_2                    2\n",
       "Product_Category_3                  NaN\n",
       "Purchase                          15227\n",
       "Name: 5, dtype: object"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "User_ID                         1000003\n",
       "Product_ID                    P00193542\n",
       "Gender                                M\n",
       "Age                               26-35\n",
       "Occupation                           15\n",
       "City_Category                         A\n",
       "Stay_In_Current_City_Years            3\n",
       "Marital_Status                        0\n",
       "Product_Category_1                    1\n",
       "Product_Category_2                    2\n",
       "Product_Category_3                  NaN\n",
       "Purchase                          15227\n",
       "Name: 5, dtype: object"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "User_ID                         1000004\n",
       "Product_ID                    P00184942\n",
       "Gender                                M\n",
       "Age                               46-50\n",
       "Occupation                            7\n",
       "City_Category                         B\n",
       "Stay_In_Current_City_Years            2\n",
       "Marital_Status                        1\n",
       "Product_Category_1                    1\n",
       "Product_Category_2                    8\n",
       "Product_Category_3                   17\n",
       "Purchase                          19215\n",
       "Name: 6, dtype: object"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>User_ID</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Product_Category_1</th>\n",
       "      <th>Product_Category_2</th>\n",
       "      <th>Product_Category_3</th>\n",
       "      <th>Purchase</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">F</th>\n",
       "      <th>0-17</th>\n",
       "      <td>4953</td>\n",
       "      <td>4953</td>\n",
       "      <td>4953</td>\n",
       "      <td>4953</td>\n",
       "      <td>4953</td>\n",
       "      <td>4953</td>\n",
       "      <td>4953</td>\n",
       "      <td>3582</td>\n",
       "      <td>1552</td>\n",
       "      <td>4953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18-25</th>\n",
       "      <td>24057</td>\n",
       "      <td>24057</td>\n",
       "      <td>24057</td>\n",
       "      <td>24057</td>\n",
       "      <td>24057</td>\n",
       "      <td>24057</td>\n",
       "      <td>24057</td>\n",
       "      <td>16616</td>\n",
       "      <td>6970</td>\n",
       "      <td>24057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26-35</th>\n",
       "      <td>49348</td>\n",
       "      <td>49348</td>\n",
       "      <td>49348</td>\n",
       "      <td>49348</td>\n",
       "      <td>49348</td>\n",
       "      <td>49348</td>\n",
       "      <td>49348</td>\n",
       "      <td>33122</td>\n",
       "      <td>13364</td>\n",
       "      <td>49348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36-45</th>\n",
       "      <td>26420</td>\n",
       "      <td>26420</td>\n",
       "      <td>26420</td>\n",
       "      <td>26420</td>\n",
       "      <td>26420</td>\n",
       "      <td>26420</td>\n",
       "      <td>26420</td>\n",
       "      <td>18234</td>\n",
       "      <td>7728</td>\n",
       "      <td>26420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46-50</th>\n",
       "      <td>12856</td>\n",
       "      <td>12856</td>\n",
       "      <td>12856</td>\n",
       "      <td>12856</td>\n",
       "      <td>12856</td>\n",
       "      <td>12856</td>\n",
       "      <td>12856</td>\n",
       "      <td>8679</td>\n",
       "      <td>3572</td>\n",
       "      <td>12856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51-55</th>\n",
       "      <td>9634</td>\n",
       "      <td>9634</td>\n",
       "      <td>9634</td>\n",
       "      <td>9634</td>\n",
       "      <td>9634</td>\n",
       "      <td>9634</td>\n",
       "      <td>9634</td>\n",
       "      <td>6356</td>\n",
       "      <td>2479</td>\n",
       "      <td>9634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55+</th>\n",
       "      <td>4929</td>\n",
       "      <td>4929</td>\n",
       "      <td>4929</td>\n",
       "      <td>4929</td>\n",
       "      <td>4929</td>\n",
       "      <td>4929</td>\n",
       "      <td>4929</td>\n",
       "      <td>3261</td>\n",
       "      <td>1267</td>\n",
       "      <td>4929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">M</th>\n",
       "      <th>0-17</th>\n",
       "      <td>9754</td>\n",
       "      <td>9754</td>\n",
       "      <td>9754</td>\n",
       "      <td>9754</td>\n",
       "      <td>9754</td>\n",
       "      <td>9754</td>\n",
       "      <td>9754</td>\n",
       "      <td>6884</td>\n",
       "      <td>3237</td>\n",
       "      <td>9754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18-25</th>\n",
       "      <td>73577</td>\n",
       "      <td>73577</td>\n",
       "      <td>73577</td>\n",
       "      <td>73577</td>\n",
       "      <td>73577</td>\n",
       "      <td>73577</td>\n",
       "      <td>73577</td>\n",
       "      <td>51640</td>\n",
       "      <td>23919</td>\n",
       "      <td>73577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26-35</th>\n",
       "      <td>165342</td>\n",
       "      <td>165342</td>\n",
       "      <td>165342</td>\n",
       "      <td>165342</td>\n",
       "      <td>165342</td>\n",
       "      <td>165342</td>\n",
       "      <td>165342</td>\n",
       "      <td>114623</td>\n",
       "      <td>52552</td>\n",
       "      <td>165342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36-45</th>\n",
       "      <td>81079</td>\n",
       "      <td>81079</td>\n",
       "      <td>81079</td>\n",
       "      <td>81079</td>\n",
       "      <td>81079</td>\n",
       "      <td>81079</td>\n",
       "      <td>81079</td>\n",
       "      <td>55935</td>\n",
       "      <td>25030</td>\n",
       "      <td>81079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46-50</th>\n",
       "      <td>31670</td>\n",
       "      <td>31670</td>\n",
       "      <td>31670</td>\n",
       "      <td>31670</td>\n",
       "      <td>31670</td>\n",
       "      <td>31670</td>\n",
       "      <td>31670</td>\n",
       "      <td>21762</td>\n",
       "      <td>9563</td>\n",
       "      <td>31670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51-55</th>\n",
       "      <td>27984</td>\n",
       "      <td>27984</td>\n",
       "      <td>27984</td>\n",
       "      <td>27984</td>\n",
       "      <td>27984</td>\n",
       "      <td>27984</td>\n",
       "      <td>27984</td>\n",
       "      <td>19296</td>\n",
       "      <td>8539</td>\n",
       "      <td>27984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55+</th>\n",
       "      <td>15974</td>\n",
       "      <td>15974</td>\n",
       "      <td>15974</td>\n",
       "      <td>15974</td>\n",
       "      <td>15974</td>\n",
       "      <td>15974</td>\n",
       "      <td>15974</td>\n",
       "      <td>10601</td>\n",
       "      <td>4506</td>\n",
       "      <td>15974</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              User_ID  Product_ID  Occupation  City_Category  \\\n",
       "Gender Age                                                     \n",
       "F      0-17      4953        4953        4953           4953   \n",
       "       18-25    24057       24057       24057          24057   \n",
       "       26-35    49348       49348       49348          49348   \n",
       "       36-45    26420       26420       26420          26420   \n",
       "       46-50    12856       12856       12856          12856   \n",
       "       51-55     9634        9634        9634           9634   \n",
       "       55+       4929        4929        4929           4929   \n",
       "M      0-17      9754        9754        9754           9754   \n",
       "       18-25    73577       73577       73577          73577   \n",
       "       26-35   165342      165342      165342         165342   \n",
       "       36-45    81079       81079       81079          81079   \n",
       "       46-50    31670       31670       31670          31670   \n",
       "       51-55    27984       27984       27984          27984   \n",
       "       55+      15974       15974       15974          15974   \n",
       "\n",
       "              Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "Gender Age                                                                     \n",
       "F      0-17                         4953            4953                4953   \n",
       "       18-25                       24057           24057               24057   \n",
       "       26-35                       49348           49348               49348   \n",
       "       36-45                       26420           26420               26420   \n",
       "       46-50                       12856           12856               12856   \n",
       "       51-55                        9634            9634                9634   \n",
       "       55+                          4929            4929                4929   \n",
       "M      0-17                         9754            9754                9754   \n",
       "       18-25                       73577           73577               73577   \n",
       "       26-35                      165342          165342              165342   \n",
       "       36-45                       81079           81079               81079   \n",
       "       46-50                       31670           31670               31670   \n",
       "       51-55                       27984           27984               27984   \n",
       "       55+                         15974           15974               15974   \n",
       "\n",
       "              Product_Category_2  Product_Category_3  Purchase  \n",
       "Gender Age                                                      \n",
       "F      0-17                 3582                1552      4953  \n",
       "       18-25               16616                6970     24057  \n",
       "       26-35               33122               13364     49348  \n",
       "       36-45               18234                7728     26420  \n",
       "       46-50                8679                3572     12856  \n",
       "       51-55                6356                2479      9634  \n",
       "       55+                  3261                1267      4929  \n",
       "M      0-17                 6884                3237      9754  \n",
       "       18-25               51640               23919     73577  \n",
       "       26-35              114623               52552    165342  \n",
       "       36-45               55935               25030     81079  \n",
       "       46-50               21762                9563     31670  \n",
       "       51-55               19296                8539     27984  \n",
       "       55+                 10601                4506     15974  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(['Gender','Age']).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>User_ID</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Product_Category_1</th>\n",
       "      <th>Product_Category_2</th>\n",
       "      <th>Product_Category_3</th>\n",
       "      <th>Purchase</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Age</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">0</th>\n",
       "      <th>0-17</th>\n",
       "      <td>14707</td>\n",
       "      <td>14707</td>\n",
       "      <td>14707</td>\n",
       "      <td>14707</td>\n",
       "      <td>14707</td>\n",
       "      <td>14707</td>\n",
       "      <td>14707</td>\n",
       "      <td>10466</td>\n",
       "      <td>4789</td>\n",
       "      <td>14707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18-25</th>\n",
       "      <td>76993</td>\n",
       "      <td>76993</td>\n",
       "      <td>76993</td>\n",
       "      <td>76993</td>\n",
       "      <td>76993</td>\n",
       "      <td>76993</td>\n",
       "      <td>76993</td>\n",
       "      <td>54027</td>\n",
       "      <td>24541</td>\n",
       "      <td>76993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26-35</th>\n",
       "      <td>130524</td>\n",
       "      <td>130524</td>\n",
       "      <td>130524</td>\n",
       "      <td>130524</td>\n",
       "      <td>130524</td>\n",
       "      <td>130524</td>\n",
       "      <td>130524</td>\n",
       "      <td>89982</td>\n",
       "      <td>39882</td>\n",
       "      <td>130524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36-45</th>\n",
       "      <td>64992</td>\n",
       "      <td>64992</td>\n",
       "      <td>64992</td>\n",
       "      <td>64992</td>\n",
       "      <td>64992</td>\n",
       "      <td>64992</td>\n",
       "      <td>64992</td>\n",
       "      <td>45104</td>\n",
       "      <td>20184</td>\n",
       "      <td>64992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46-50</th>\n",
       "      <td>12332</td>\n",
       "      <td>12332</td>\n",
       "      <td>12332</td>\n",
       "      <td>12332</td>\n",
       "      <td>12332</td>\n",
       "      <td>12332</td>\n",
       "      <td>12332</td>\n",
       "      <td>8306</td>\n",
       "      <td>3514</td>\n",
       "      <td>12332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51-55</th>\n",
       "      <td>10639</td>\n",
       "      <td>10639</td>\n",
       "      <td>10639</td>\n",
       "      <td>10639</td>\n",
       "      <td>10639</td>\n",
       "      <td>10639</td>\n",
       "      <td>10639</td>\n",
       "      <td>7180</td>\n",
       "      <td>3062</td>\n",
       "      <td>10639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55+</th>\n",
       "      <td>7630</td>\n",
       "      <td>7630</td>\n",
       "      <td>7630</td>\n",
       "      <td>7630</td>\n",
       "      <td>7630</td>\n",
       "      <td>7630</td>\n",
       "      <td>7630</td>\n",
       "      <td>5260</td>\n",
       "      <td>2230</td>\n",
       "      <td>7630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">1</th>\n",
       "      <th>18-25</th>\n",
       "      <td>20641</td>\n",
       "      <td>20641</td>\n",
       "      <td>20641</td>\n",
       "      <td>20641</td>\n",
       "      <td>20641</td>\n",
       "      <td>20641</td>\n",
       "      <td>20641</td>\n",
       "      <td>14229</td>\n",
       "      <td>6348</td>\n",
       "      <td>20641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26-35</th>\n",
       "      <td>84166</td>\n",
       "      <td>84166</td>\n",
       "      <td>84166</td>\n",
       "      <td>84166</td>\n",
       "      <td>84166</td>\n",
       "      <td>84166</td>\n",
       "      <td>84166</td>\n",
       "      <td>57763</td>\n",
       "      <td>26034</td>\n",
       "      <td>84166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36-45</th>\n",
       "      <td>42507</td>\n",
       "      <td>42507</td>\n",
       "      <td>42507</td>\n",
       "      <td>42507</td>\n",
       "      <td>42507</td>\n",
       "      <td>42507</td>\n",
       "      <td>42507</td>\n",
       "      <td>29065</td>\n",
       "      <td>12574</td>\n",
       "      <td>42507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46-50</th>\n",
       "      <td>32194</td>\n",
       "      <td>32194</td>\n",
       "      <td>32194</td>\n",
       "      <td>32194</td>\n",
       "      <td>32194</td>\n",
       "      <td>32194</td>\n",
       "      <td>32194</td>\n",
       "      <td>22135</td>\n",
       "      <td>9621</td>\n",
       "      <td>32194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51-55</th>\n",
       "      <td>26979</td>\n",
       "      <td>26979</td>\n",
       "      <td>26979</td>\n",
       "      <td>26979</td>\n",
       "      <td>26979</td>\n",
       "      <td>26979</td>\n",
       "      <td>26979</td>\n",
       "      <td>18472</td>\n",
       "      <td>7956</td>\n",
       "      <td>26979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55+</th>\n",
       "      <td>13273</td>\n",
       "      <td>13273</td>\n",
       "      <td>13273</td>\n",
       "      <td>13273</td>\n",
       "      <td>13273</td>\n",
       "      <td>13273</td>\n",
       "      <td>13273</td>\n",
       "      <td>8602</td>\n",
       "      <td>3543</td>\n",
       "      <td>13273</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      User_ID  Product_ID  Gender  Occupation  City_Category  \\\n",
       "Marital_Status Age                                                             \n",
       "0              0-17     14707       14707   14707       14707          14707   \n",
       "               18-25    76993       76993   76993       76993          76993   \n",
       "               26-35   130524      130524  130524      130524         130524   \n",
       "               36-45    64992       64992   64992       64992          64992   \n",
       "               46-50    12332       12332   12332       12332          12332   \n",
       "               51-55    10639       10639   10639       10639          10639   \n",
       "               55+       7630        7630    7630        7630           7630   \n",
       "1              18-25    20641       20641   20641       20641          20641   \n",
       "               26-35    84166       84166   84166       84166          84166   \n",
       "               36-45    42507       42507   42507       42507          42507   \n",
       "               46-50    32194       32194   32194       32194          32194   \n",
       "               51-55    26979       26979   26979       26979          26979   \n",
       "               55+      13273       13273   13273       13273          13273   \n",
       "\n",
       "                      Stay_In_Current_City_Years  Product_Category_1  \\\n",
       "Marital_Status Age                                                     \n",
       "0              0-17                        14707               14707   \n",
       "               18-25                       76993               76993   \n",
       "               26-35                      130524              130524   \n",
       "               36-45                       64992               64992   \n",
       "               46-50                       12332               12332   \n",
       "               51-55                       10639               10639   \n",
       "               55+                          7630                7630   \n",
       "1              18-25                       20641               20641   \n",
       "               26-35                       84166               84166   \n",
       "               36-45                       42507               42507   \n",
       "               46-50                       32194               32194   \n",
       "               51-55                       26979               26979   \n",
       "               55+                         13273               13273   \n",
       "\n",
       "                      Product_Category_2  Product_Category_3  Purchase  \n",
       "Marital_Status Age                                                      \n",
       "0              0-17                10466                4789     14707  \n",
       "               18-25               54027               24541     76993  \n",
       "               26-35               89982               39882    130524  \n",
       "               36-45               45104               20184     64992  \n",
       "               46-50                8306                3514     12332  \n",
       "               51-55                7180                3062     10639  \n",
       "               55+                  5260                2230      7630  \n",
       "1              18-25               14229                6348     20641  \n",
       "               26-35               57763               26034     84166  \n",
       "               36-45               29065               12574     42507  \n",
       "               46-50               22135                9621     32194  \n",
       "               51-55               18472                7956     26979  \n",
       "               55+                  8602                3543     13273  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(['Marital_Status','Age']).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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