NPV Mini Project (Ashish Mahendra Deolikar).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing libraries-\n",
    "\n",
    "import pandas as pd # mathematical ops\n",
    "import numpy as np #dataframe manipulation\n",
    "import seaborn as sns # data visualization lab\n",
    "import matplotlib.pyplot as plt # oldest data visualization lab\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings(action='ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>id</th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>dependent</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>smoke</th>\n",
       "      <th>zone</th>\n",
       "      <th>expenditure</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>i10012</td>\n",
       "      <td>19</td>\n",
       "      <td>female</td>\n",
       "      <td>27.900</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>yes</td>\n",
       "      <td>southwest</td>\n",
       "      <td>16884.92400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>i10013</td>\n",
       "      <td>18</td>\n",
       "      <td>male</td>\n",
       "      <td>33.770</td>\n",
       "      <td>1</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>1725.55230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>i10014</td>\n",
       "      <td>28</td>\n",
       "      <td>male</td>\n",
       "      <td>33.000</td>\n",
       "      <td>3</td>\n",
       "      <td>rarely</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>4449.46200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>i10015</td>\n",
       "      <td>33</td>\n",
       "      <td>male</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>21984.47061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>i10016</td>\n",
       "      <td>32</td>\n",
       "      <td>male</td>\n",
       "      <td>28.880</td>\n",
       "      <td>0</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>3866.85520</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  age     sex     bmi  dependent  alcohol smoke       zone  \\\n",
       "0  i10012   19  female  27.900          0    daily   yes  southwest   \n",
       "1  i10013   18    male  33.770          1  weekend    no      south   \n",
       "2  i10014   28    male  33.000          3   rarely    no      south   \n",
       "3  i10015   33    male  22.705          0    daily    no  northwest   \n",
       "4  i10016   32    male  28.880          0    party    no  northwest   \n",
       "\n",
       "   expenditure  \n",
       "0  16884.92400  \n",
       "1   1725.55230  \n",
       "2   4449.46200  \n",
       "3  21984.47061  \n",
       "4   3866.85520  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1338 entries, 0 to 1337\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   id           1338 non-null   object \n",
      " 1   age          1338 non-null   int64  \n",
      " 2   sex          1338 non-null   object \n",
      " 3   bmi          1338 non-null   float64\n",
      " 4   dependent    1338 non-null   int64  \n",
      " 5   alcohol      1338 non-null   object \n",
      " 6   smoke        1338 non-null   object \n",
      " 7   zone         1338 non-null   object \n",
      " 8   expenditure  1338 non-null   float64\n",
      "dtypes: float64(2), int64(2), object(5)\n",
      "memory usage: 94.2+ KB\n",
      "None\n",
      "\n",
      "               age          bmi    dependent   expenditure\n",
      "count  1338.000000  1338.000000  1338.000000   1338.000000\n",
      "mean     39.207025    30.663397     1.094918  13270.422265\n",
      "std      14.049960     6.098187     1.205493  12110.011237\n",
      "min      18.000000    15.960000     0.000000   1121.873900\n",
      "25%      27.000000    26.296250     0.000000   4740.287150\n",
      "50%      39.000000    30.400000     1.000000   9382.033000\n",
      "75%      51.000000    34.693750     2.000000  16639.912515\n",
      "max      64.000000    53.130000     5.000000  63770.428010\n"
     ]
    }
   ],
   "source": [
    "# Importing the data frame-\n",
    "\n",
    "data=pd.read_csv('emp_health.csv')\n",
    "\n",
    "# Reading some rows of dataset\n",
    "display(data.head())\n",
    "print()\n",
    "\n",
    "# Learn data types of all features\n",
    "print(data.info())\n",
    "print()\n",
    "\n",
    "# See the statistical properties of the data\n",
    "print(data.describe())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Employees who are above 50 age and are smoking:  356\n",
      "Average expenditure on health management:  18084.98722294943\n"
     ]
    }
   ],
   "source": [
    "# 1. How many employees above 50 age smoke, what is their average expenditure on health management?\n",
    "\n",
    "a=data[data['age']>50]\n",
    "\n",
    "print('Employees who are above 50 age and are smoking: ',a['age'].count())\n",
    "\n",
    "print('Average expenditure on health management: ',a['expenditure'].mean())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Female employees who did not consume alcohol daily:  550\n",
      "Proportion of female who d'not consume alcohol daily with respect to total female employees:  1.204\n"
     ]
    }
   ],
   "source": [
    "# 2. How many female employees did not consume alcohol daily. What is their proportion with respect to total female employees?\n",
    "\n",
    "a=data[data['sex']=='female']\n",
    "b=a[a['alcohol']!='no']['alcohol'].count()\n",
    "\n",
    "print('Female employees who did not consume alcohol daily: ',b)\n",
    "c=a['sex'].count()/b\n",
    "print(\"Proportion of female who d'not consume alcohol daily with respect to total female employees: \",(round(c,3)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 373,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Zone wise average expenditure of employees on health: \n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>expenditure</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zone</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>east</th>\n",
       "      <td>13774.679941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>north</th>\n",
       "      <td>14102.583403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>northeast</th>\n",
       "      <td>13694.721724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>northwest</th>\n",
       "      <td>12151.702619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>south</th>\n",
       "      <td>14715.689519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>southeast</th>\n",
       "      <td>14452.949680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>southwest</th>\n",
       "      <td>12717.083869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>west</th>\n",
       "      <td>12182.998872</td>\n",
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      "text/plain": [
       "            expenditure\n",
       "zone                   \n",
       "east       13774.679941\n",
       "north      14102.583403\n",
       "northeast  13694.721724\n",
       "northwest  12151.702619\n",
       "south      14715.689519\n",
       "southeast  14452.949680\n",
       "southwest  12717.083869\n",
       "west       12182.998872"
      ]
     },
     "execution_count": 373,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 3. Display zone wise average expenditure of employees on health\n",
    "\n",
    "a=pd.pivot_table(data,index=['zone'],values=['expenditure'],aggfunc=np.mean)\n",
    "print('Zone wise average expenditure of employees on health: ')\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 375,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "543    southeast\n",
      "Name: zone, dtype: object\n",
      "Employees of southeast zone did maximum expenditure on health\n"
     ]
    }
   ],
   "source": [
    "# 4. Employees of which zone did maximum expenditure on health\n",
    "\n",
    "print(data[data['expenditure']==(data['expenditure']).max()]['zone'])\n",
    "\n",
    "print('Employees of southeast zone did maximum expenditure on health')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 376,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "940    1121.8739\n",
      "Name: expenditure, dtype: float64\n",
      "Minimum expenditure done by any employee in organization is 1121.8739\n"
     ]
    }
   ],
   "source": [
    "# 5. What is the minimum expenditure done by any employee in organization\n",
    "\n",
    "print(data[data['expenditure']==(data['expenditure']).min()]['expenditure'])\n",
    "\n",
    "print('Minimum expenditure done by any employee in organization is 1121.8739')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average expenditure of employees who have 2 or lesser dependents is:  13040.970970948145\n"
     ]
    }
   ],
   "source": [
    "# 6. What is average expenditure of employees who have 2 or lesser dependents.\n",
    "\n",
    "a=data[data['dependent']<=2]['expenditure'].mean()\n",
    "\n",
    "print('Average expenditure of employees who have 2 or lesser dependents is: ',a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No. of employee above age of 20 years:  137\n",
      "\n",
      "Average BMI of 137 employee: 29.971496350364966\n"
     ]
    }
   ],
   "source": [
    "# 7. How many employees are below age of 20 years. What is their average BMI\n",
    "\n",
    "print('No. of employee above age of 20 years: ',(data[data['age']<20]['age'].count()))\n",
    "print()\n",
    "print('Average BMI of 137 employee:',data[data['age']<20]['bmi'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>dependent</th>\n",
       "      <th>alcohol</th>\n",
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       "      <th>expenditure</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>i10013</td>\n",
       "      <td>18</td>\n",
       "      <td>male</td>\n",
       "      <td>33.770</td>\n",
       "      <td>1</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>1725.55230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>i10014</td>\n",
       "      <td>28</td>\n",
       "      <td>male</td>\n",
       "      <td>33.000</td>\n",
       "      <td>3</td>\n",
       "      <td>rarely</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>4449.46200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>i10015</td>\n",
       "      <td>33</td>\n",
       "      <td>male</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>21984.47061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>i10016</td>\n",
       "      <td>32</td>\n",
       "      <td>male</td>\n",
       "      <td>28.880</td>\n",
       "      <td>0</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>3866.85520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>i10020</td>\n",
       "      <td>37</td>\n",
       "      <td>male</td>\n",
       "      <td>29.830</td>\n",
       "      <td>2</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>6406.41070</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  age   sex     bmi  dependent  alcohol smoke       zone  expenditure\n",
       "1  i10013   18  male  33.770          1  weekend    no      south   1725.55230\n",
       "2  i10014   28  male  33.000          3   rarely    no      south   4449.46200\n",
       "3  i10015   33  male  22.705          0    daily    no  northwest  21984.47061\n",
       "4  i10016   32  male  28.880          0    party    no  northwest   3866.85520\n",
       "8  i10020   37  male  29.830          2    party    no      north   6406.41070"
      ]
     },
     "execution_count": 383,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 8. Create a dataframe \"non_smoker\" for all non-smoker male employees\n",
    "\n",
    "non_smoker=data[(data['smoke']=='no') & (data['sex']=='male')]\n",
    "non_smoker.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>dependent</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>smoke</th>\n",
       "      <th>zone</th>\n",
       "      <th>expenditure</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>i10030</td>\n",
       "      <td>56</td>\n",
       "      <td>male</td>\n",
       "      <td>40.300</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>10602.38500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>i10036</td>\n",
       "      <td>37</td>\n",
       "      <td>male</td>\n",
       "      <td>28.025</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>6203.90175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>i10040</td>\n",
       "      <td>23</td>\n",
       "      <td>male</td>\n",
       "      <td>17.385</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>2775.19215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>i10049</td>\n",
       "      <td>26</td>\n",
       "      <td>male</td>\n",
       "      <td>20.800</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>2302.30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>i10050</td>\n",
       "      <td>35</td>\n",
       "      <td>male</td>\n",
       "      <td>36.670</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>north</td>\n",
       "      <td>39774.27630</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id  age   sex     bmi  dependent alcohol smoke       zone  expenditure\n",
       "18  i10030   56  male  40.300          0      no    no  southwest  10602.38500\n",
       "24  i10036   37  male  28.025          2      no    no  northwest   6203.90175\n",
       "28  i10040   23  male  17.385          1      no    no  northwest   2775.19215\n",
       "37  i10049   26  male  20.800          0      no    no  southwest   2302.30000\n",
       "38  i10050   35  male  36.670          1      no   yes      north  39774.27630"
      ]
     },
     "execution_count": 384,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  9. Create a dataframe \"non_alcoholic\" for all male employees who do not consume alcohol\n",
    "\n",
    "non_alcoholic=data[(data['alcohol']=='no') & (data['sex']=='male')]\n",
    "non_alcoholic.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 385,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        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>id</th>\n",
       "      <th>smoke</th>\n",
       "      <th>alcohol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>i10030</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>i10036</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>i10040</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>i10049</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>i10079</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>i11273</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>i11282</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>i11322</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>i11332</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>i11345</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>109 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         id smoke alcohol\n",
       "0    i10030    no      no\n",
       "1    i10036    no      no\n",
       "2    i10040    no      no\n",
       "3    i10049    no      no\n",
       "4    i10079    no      no\n",
       "..      ...   ...     ...\n",
       "104  i11273    no      no\n",
       "105  i11282    no      no\n",
       "106  i11322    no      no\n",
       "107  i11332    no      no\n",
       "108  i11345    no      no\n",
       "\n",
       "[109 rows x 3 columns]"
      ]
     },
     "execution_count": 385,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 10. Create a dataframe called \"non_smoking_alcoholic\" with the men employees who do not smoke and consume alcohol. \n",
    "#The dataframe should contain columns- id, smoke, alcohol\n",
    "\n",
    "non_smoking_alcoholic=pd.merge(non_smoker,non_alcoholic,on=['id','smoke','alcohol'],how='inner')\n",
    "\n",
    "df=non_smoking_alcoholic[['id','smoke','alcohol']]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>dependent</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zone</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>east</th>\n",
       "      <td>124</td>\n",
       "      <td>65</td>\n",
       "      <td>42</td>\n",
       "      <td>22</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>north</th>\n",
       "      <td>26</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>northeast</th>\n",
       "      <td>35</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>northwest</th>\n",
       "      <td>70</td>\n",
       "      <td>28</td>\n",
       "      <td>30</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>south</th>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>southeast</th>\n",
       "      <td>81</td>\n",
       "      <td>57</td>\n",
       "      <td>38</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>southwest</th>\n",
       "      <td>116</td>\n",
       "      <td>53</td>\n",
       "      <td>44</td>\n",
       "      <td>25</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>west</th>\n",
       "      <td>84</td>\n",
       "      <td>71</td>\n",
       "      <td>49</td>\n",
       "      <td>45</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "dependent    0   1   2   3  4  5\n",
       "zone                            \n",
       "east       124  65  42  22  6  3\n",
       "north       26  20  10  12  1  1\n",
       "northeast   35   9  15  13  2  0\n",
       "northwest   70  28  30  13  4  0\n",
       "south       38  21  12  12  1  0\n",
       "southeast   81  57  38  15  2  5\n",
       "southwest  116  53  44  25  6  7\n",
       "west        84  71  49  45  3  2"
      ]
     },
     "execution_count": 386,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " # 11. What is the count for each zone with respect to number of dependent\n",
    "    \n",
    "pd.crosstab(data.zone,data.dependent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 387,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 12. Classify the employees into 3 categories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>dependent</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>smoke</th>\n",
       "      <th>zone</th>\n",
       "      <th>expenditure</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>i10040</td>\n",
       "      <td>23</td>\n",
       "      <td>male</td>\n",
       "      <td>17.385</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>2775.19215</td>\n",
       "      <td>underweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>i10140</td>\n",
       "      <td>32</td>\n",
       "      <td>female</td>\n",
       "      <td>17.765</td>\n",
       "      <td>2</td>\n",
       "      <td>weekend</td>\n",
       "      <td>yes</td>\n",
       "      <td>northwest</td>\n",
       "      <td>32734.18630</td>\n",
       "      <td>underweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>i10184</td>\n",
       "      <td>18</td>\n",
       "      <td>male</td>\n",
       "      <td>15.960</td>\n",
       "      <td>0</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>1694.79640</td>\n",
       "      <td>underweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>i10210</td>\n",
       "      <td>51</td>\n",
       "      <td>female</td>\n",
       "      <td>18.050</td>\n",
       "      <td>0</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>9644.25250</td>\n",
       "      <td>underweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>i10244</td>\n",
       "      <td>19</td>\n",
       "      <td>female</td>\n",
       "      <td>17.800</td>\n",
       "      <td>0</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>1727.78500</td>\n",
       "      <td>underweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>i10262</td>\n",
       "      <td>18</td>\n",
       "      <td>male</td>\n",
       "      <td>17.290</td>\n",
       "      <td>2</td>\n",
       "      <td>party</td>\n",
       "      <td>yes</td>\n",
       "      <td>north</td>\n",
       "      <td>12829.45510</td>\n",
       "      <td>underweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>i10392</td>\n",
       "      <td>27</td>\n",
       "      <td>female</td>\n",
       "      <td>17.955</td>\n",
       "      <td>2</td>\n",
       "      <td>party</td>\n",
       "      <td>yes</td>\n",
       "      <td>east</td>\n",
       "      <td>15006.57945</td>\n",
       "      <td>underweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>i10422</td>\n",
       "      <td>19</td>\n",
       "      <td>male</td>\n",
       "      <td>17.480</td>\n",
       "      <td>0</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>west</td>\n",
       "      <td>1621.34020</td>\n",
       "      <td>underweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>i10424</td>\n",
       "      <td>26</td>\n",
       "      <td>female</td>\n",
       "      <td>17.195</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>east</td>\n",
       "      <td>14455.64405</td>\n",
       "      <td>underweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>i10440</td>\n",
       "      <td>21</td>\n",
       "      <td>female</td>\n",
       "      <td>16.815</td>\n",
       "      <td>1</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>east</td>\n",
       "      <td>3167.45585</td>\n",
       "      <td>underweight</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id  age     sex     bmi  dependent  alcohol smoke       zone  \\\n",
       "28   i10040   23    male  17.385          1       no    no  northwest   \n",
       "128  i10140   32  female  17.765          2  weekend   yes  northwest   \n",
       "172  i10184   18    male  15.960          0    party    no      north   \n",
       "198  i10210   51  female  18.050          0  weekend    no  northwest   \n",
       "232  i10244   19  female  17.800          0    party    no  southwest   \n",
       "250  i10262   18    male  17.290          2    party   yes      north   \n",
       "380  i10392   27  female  17.955          2    party   yes       east   \n",
       "410  i10422   19    male  17.480          0  weekend    no       west   \n",
       "412  i10424   26  female  17.195          2       no   yes       east   \n",
       "428  i10440   21  female  16.815          1    daily    no       east   \n",
       "\n",
       "     expenditure     category  \n",
       "28    2775.19215  underweight  \n",
       "128  32734.18630  underweight  \n",
       "172   1694.79640  underweight  \n",
       "198   9644.25250  underweight  \n",
       "232   1727.78500  underweight  \n",
       "250  12829.45510  underweight  \n",
       "380  15006.57945  underweight  \n",
       "410   1621.34020  underweight  \n",
       "412  14455.64405  underweight  \n",
       "428   3167.45585  underweight  "
      ]
     },
     "execution_count": 388,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Category 1 : employees below 18.5 bmi - underweight\n",
    "\n",
    "a=data.loc[data['bmi']<18.5]\n",
    "a['category']='underweight'\n",
    "a.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 389,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>dependent</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>smoke</th>\n",
       "      <th>zone</th>\n",
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       "      <th>category</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>i10015</td>\n",
       "      <td>33</td>\n",
       "      <td>male</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>21984.47061</td>\n",
       "      <td>fit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>i10027</td>\n",
       "      <td>19</td>\n",
       "      <td>male</td>\n",
       "      <td>24.600</td>\n",
       "      <td>1</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>1837.23700</td>\n",
       "      <td>fit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>i10029</td>\n",
       "      <td>23</td>\n",
       "      <td>male</td>\n",
       "      <td>23.845</td>\n",
       "      <td>0</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>2395.17155</td>\n",
       "      <td>fit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>i10038</td>\n",
       "      <td>63</td>\n",
       "      <td>female</td>\n",
       "      <td>23.085</td>\n",
       "      <td>0</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>14451.83515</td>\n",
       "      <td>fit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>i10047</td>\n",
       "      <td>19</td>\n",
       "      <td>male</td>\n",
       "      <td>20.425</td>\n",
       "      <td>0</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>1625.43375</td>\n",
       "      <td>fit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>i10049</td>\n",
       "      <td>26</td>\n",
       "      <td>male</td>\n",
       "      <td>20.800</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>2302.30000</td>\n",
       "      <td>fit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>i10054</td>\n",
       "      <td>41</td>\n",
       "      <td>male</td>\n",
       "      <td>21.780</td>\n",
       "      <td>1</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>6272.47720</td>\n",
       "      <td>fit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>i10060</td>\n",
       "      <td>60</td>\n",
       "      <td>female</td>\n",
       "      <td>24.530</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>12629.89670</td>\n",
       "      <td>fit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>i10070</td>\n",
       "      <td>53</td>\n",
       "      <td>female</td>\n",
       "      <td>22.880</td>\n",
       "      <td>1</td>\n",
       "      <td>daily</td>\n",
       "      <td>yes</td>\n",
       "      <td>south</td>\n",
       "      <td>23244.79020</td>\n",
       "      <td>fit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>i10074</td>\n",
       "      <td>64</td>\n",
       "      <td>male</td>\n",
       "      <td>24.700</td>\n",
       "      <td>1</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>30166.61817</td>\n",
       "      <td>fit</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id  age     sex     bmi  dependent  alcohol smoke       zone  \\\n",
       "3   i10015   33    male  22.705          0    daily    no  northwest   \n",
       "15  i10027   19    male  24.600          1    party    no  southwest   \n",
       "17  i10029   23    male  23.845          0  weekend    no      north   \n",
       "26  i10038   63  female  23.085          0  weekend    no      north   \n",
       "35  i10047   19    male  20.425          0    party    no  northwest   \n",
       "37  i10049   26    male  20.800          0       no    no  southwest   \n",
       "42  i10054   41    male  21.780          1  weekend    no      south   \n",
       "48  i10060   60  female  24.530          0    daily    no      south   \n",
       "58  i10070   53  female  22.880          1    daily   yes      south   \n",
       "62  i10074   64    male  24.700          1  weekend    no  northwest   \n",
       "\n",
       "    expenditure category  \n",
       "3   21984.47061      fit  \n",
       "15   1837.23700      fit  \n",
       "17   2395.17155      fit  \n",
       "26  14451.83515      fit  \n",
       "35   1625.43375      fit  \n",
       "37   2302.30000      fit  \n",
       "42   6272.47720      fit  \n",
       "48  12629.89670      fit  \n",
       "58  23244.79020      fit  \n",
       "62  30166.61817      fit  "
      ]
     },
     "execution_count": 389,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  Category 2 : employees with bmi in the range of 18.5 to 24.9 - fit\n",
    "\n",
    "b=data.loc[(data['bmi']>18.5) & (data['bmi']<24.9)]\n",
    "b['category']='fit'\n",
    "b.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>id</th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>dependent</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>smoke</th>\n",
       "      <th>zone</th>\n",
       "      <th>expenditure</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>i10012</td>\n",
       "      <td>19</td>\n",
       "      <td>female</td>\n",
       "      <td>27.90</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>yes</td>\n",
       "      <td>southwest</td>\n",
       "      <td>16884.92400</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>i10013</td>\n",
       "      <td>18</td>\n",
       "      <td>male</td>\n",
       "      <td>33.77</td>\n",
       "      <td>1</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>1725.55230</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>i10014</td>\n",
       "      <td>28</td>\n",
       "      <td>male</td>\n",
       "      <td>33.00</td>\n",
       "      <td>3</td>\n",
       "      <td>rarely</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>4449.46200</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>i10016</td>\n",
       "      <td>32</td>\n",
       "      <td>male</td>\n",
       "      <td>28.88</td>\n",
       "      <td>0</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>3866.85520</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>i10017</td>\n",
       "      <td>31</td>\n",
       "      <td>female</td>\n",
       "      <td>25.74</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>3756.62160</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>i10018</td>\n",
       "      <td>46</td>\n",
       "      <td>female</td>\n",
       "      <td>33.44</td>\n",
       "      <td>1</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>8240.58960</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>i10019</td>\n",
       "      <td>37</td>\n",
       "      <td>female</td>\n",
       "      <td>27.74</td>\n",
       "      <td>3</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>7281.50560</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>i10020</td>\n",
       "      <td>37</td>\n",
       "      <td>male</td>\n",
       "      <td>29.83</td>\n",
       "      <td>2</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>6406.41070</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>i10021</td>\n",
       "      <td>60</td>\n",
       "      <td>female</td>\n",
       "      <td>25.84</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>28923.13692</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>i10022</td>\n",
       "      <td>25</td>\n",
       "      <td>male</td>\n",
       "      <td>26.22</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>2721.32080</td>\n",
       "      <td>overweight</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id  age     sex    bmi  dependent  alcohol smoke       zone  \\\n",
       "0   i10012   19  female  27.90          0    daily   yes  southwest   \n",
       "1   i10013   18    male  33.77          1  weekend    no      south   \n",
       "2   i10014   28    male  33.00          3   rarely    no      south   \n",
       "4   i10016   32    male  28.88          0    party    no  northwest   \n",
       "5   i10017   31  female  25.74          0       no    no      south   \n",
       "6   i10018   46  female  33.44          1    daily    no      south   \n",
       "7   i10019   37  female  27.74          3  weekend    no  northwest   \n",
       "8   i10020   37    male  29.83          2    party    no      north   \n",
       "9   i10021   60  female  25.84          0       no    no  northwest   \n",
       "10  i10022   25    male  26.22          0    daily    no      north   \n",
       "\n",
       "    expenditure    category  \n",
       "0   16884.92400  overweight  \n",
       "1    1725.55230  overweight  \n",
       "2    4449.46200  overweight  \n",
       "4    3866.85520  overweight  \n",
       "5    3756.62160  overweight  \n",
       "6    8240.58960  overweight  \n",
       "7    7281.50560  overweight  \n",
       "8    6406.41070  overweight  \n",
       "9   28923.13692  overweight  \n",
       "10   2721.32080  overweight  "
      ]
     },
     "execution_count": 390,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Category 3 : employee with bmi over 24.9 - overweight\n",
    "\n",
    "c=data.loc[data['bmi']>24.9]\n",
    "c['category']='overweight'\n",
    "c.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "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>expenditure</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>category</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>fit</th>\n",
       "      <td>10404.900084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>overweight</th>\n",
       "      <td>13936.616823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>underweight</th>\n",
       "      <td>8852.200585</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              expenditure\n",
       "category                 \n",
       "fit          10404.900084\n",
       "overweight   13936.616823\n",
       "underweight   8852.200585"
      ]
     },
     "execution_count": 391,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# What is the average expenditure of employees in each category.\n",
    "\n",
    "data_new=pd.concat([a,b],axis=0)\n",
    "data_new1=pd.concat([data_new,c],axis=0)\n",
    "data_new1.sort_values('id',ascending=True)\n",
    "\n",
    "pd.pivot_table(data_new1,index=['category'],values=['expenditure'],aggfunc=np.mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 392,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='category', ylabel='expenditure'>"
      ]
     },
     "execution_count": 392,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the bar chart for the same\n",
    "\n",
    "sns.barplot(x='category',y='expenditure',data=data_new1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 393,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 13. Draw line plot of expenditure against age and BMI\n",
    "\n",
    "\n",
    "plt.figure(figsize=(20,8))\n",
    "plt.plot('expenditure','age',data=data,marker='o')\n",
    "plt.plot('expenditure','bmi',data=data,marker='o')\n",
    "\n",
    "plt.title('Multiple Line plot for Expenditure against Age and BMI')\n",
    "plt.xlabel('Expenditure')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 14. Draw a bar chart to show zone wise average expenditure\n",
    "\n",
    "sns.barplot(x='zone',y='expenditure',data=data);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 398,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 15. Draw a bar chart to show smoking and alcoholic habits against average expenditure\n",
    "\n",
    "sns.barplot(x='smoke',y='expenditure',data=data,hue='alcohol');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 399,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 16. Draw pie chart for alcohol consumption habits\n",
    "\n",
    "plt.pie(data.alcohol.value_counts(),labels=['Daily','Weekend','Rarely','Partly','No'],autopct=\"%0.2f%%\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 400,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 17. Draw scatterplot to see the relation between age and expenditure, keep smoking habit as hue\n",
    "plt.figure(figsize=(20,8))\n",
    "sns.barplot(x='age',y='expenditure',data=data,hue='smoke');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 401,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 18. Draw distribution plot of expenditure\n",
    "\n",
    "sns.distplot(data['expenditure'],bins=20,color='b');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 402,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  19. Display the pairplot\n",
    "\n",
    "plt.figure(figsize = (15,8))\n",
    "sns.pairplot(data);\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  age       bmi  dependent  expenditure\n",
      "age          1.000000  0.109272   0.042469     0.299008\n",
      "bmi          0.109272  1.000000   0.012759     0.198341\n",
      "dependent    0.042469  0.012759   1.000000     0.067998\n",
      "expenditure  0.299008  0.198341   0.067998     1.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 20. Display heatmap for the data\n",
    "\n",
    "corr_data=data.corr()\n",
    "print(corr_data)\n",
    "plt.figure(figsize = (10,10))\n",
    "sns.heatmap(corr_data, annot = True, vmin = -1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "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>id</th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>dependent</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>smoke</th>\n",
       "      <th>zone</th>\n",
       "      <th>expenditure</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>i10012</td>\n",
       "      <td>19</td>\n",
       "      <td>female</td>\n",
       "      <td>27.900</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>yes</td>\n",
       "      <td>southwest</td>\n",
       "      <td>16884.92400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>i10013</td>\n",
       "      <td>18</td>\n",
       "      <td>male</td>\n",
       "      <td>33.770</td>\n",
       "      <td>1</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>1725.55230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>i10014</td>\n",
       "      <td>28</td>\n",
       "      <td>male</td>\n",
       "      <td>33.000</td>\n",
       "      <td>3</td>\n",
       "      <td>rarely</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>4449.46200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>i10015</td>\n",
       "      <td>33</td>\n",
       "      <td>male</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>21984.47061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>i10016</td>\n",
       "      <td>32</td>\n",
       "      <td>male</td>\n",
       "      <td>28.880</td>\n",
       "      <td>0</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>3866.85520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>i10017</td>\n",
       "      <td>31</td>\n",
       "      <td>female</td>\n",
       "      <td>25.740</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>3756.62160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>i10018</td>\n",
       "      <td>46</td>\n",
       "      <td>female</td>\n",
       "      <td>33.440</td>\n",
       "      <td>1</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>8240.58960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>i10019</td>\n",
       "      <td>37</td>\n",
       "      <td>female</td>\n",
       "      <td>27.740</td>\n",
       "      <td>3</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>7281.50560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>i10020</td>\n",
       "      <td>37</td>\n",
       "      <td>male</td>\n",
       "      <td>29.830</td>\n",
       "      <td>2</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>6406.41070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>i10021</td>\n",
       "      <td>60</td>\n",
       "      <td>female</td>\n",
       "      <td>25.840</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>28923.13692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>i10022</td>\n",
       "      <td>25</td>\n",
       "      <td>male</td>\n",
       "      <td>26.220</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>2721.32080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>i10023</td>\n",
       "      <td>62</td>\n",
       "      <td>female</td>\n",
       "      <td>26.290</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>yes</td>\n",
       "      <td>south</td>\n",
       "      <td>27808.72510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>i10024</td>\n",
       "      <td>23</td>\n",
       "      <td>male</td>\n",
       "      <td>34.400</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>1826.84300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>i10025</td>\n",
       "      <td>56</td>\n",
       "      <td>female</td>\n",
       "      <td>39.820</td>\n",
       "      <td>0</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>11090.71780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>i10026</td>\n",
       "      <td>27</td>\n",
       "      <td>male</td>\n",
       "      <td>42.130</td>\n",
       "      <td>0</td>\n",
       "      <td>weekend</td>\n",
       "      <td>yes</td>\n",
       "      <td>south</td>\n",
       "      <td>39611.75770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>i10027</td>\n",
       "      <td>19</td>\n",
       "      <td>male</td>\n",
       "      <td>24.600</td>\n",
       "      <td>1</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>1837.23700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>i10028</td>\n",
       "      <td>52</td>\n",
       "      <td>female</td>\n",
       "      <td>30.780</td>\n",
       "      <td>1</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>10797.33620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>i10029</td>\n",
       "      <td>23</td>\n",
       "      <td>male</td>\n",
       "      <td>23.845</td>\n",
       "      <td>0</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>2395.17155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>i10030</td>\n",
       "      <td>56</td>\n",
       "      <td>male</td>\n",
       "      <td>40.300</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>10602.38500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>i10031</td>\n",
       "      <td>30</td>\n",
       "      <td>male</td>\n",
       "      <td>35.300</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>yes</td>\n",
       "      <td>southwest</td>\n",
       "      <td>36837.46700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>i10032</td>\n",
       "      <td>60</td>\n",
       "      <td>female</td>\n",
       "      <td>36.005</td>\n",
       "      <td>0</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>13228.84695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>i10033</td>\n",
       "      <td>30</td>\n",
       "      <td>female</td>\n",
       "      <td>32.400</td>\n",
       "      <td>1</td>\n",
       "      <td>rarely</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>4149.73600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>i10034</td>\n",
       "      <td>18</td>\n",
       "      <td>male</td>\n",
       "      <td>34.100</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>1137.01100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>i10035</td>\n",
       "      <td>34</td>\n",
       "      <td>female</td>\n",
       "      <td>31.920</td>\n",
       "      <td>1</td>\n",
       "      <td>party</td>\n",
       "      <td>yes</td>\n",
       "      <td>north</td>\n",
       "      <td>37701.87680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>i10036</td>\n",
       "      <td>37</td>\n",
       "      <td>male</td>\n",
       "      <td>28.025</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>6203.90175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>i10037</td>\n",
       "      <td>59</td>\n",
       "      <td>female</td>\n",
       "      <td>27.720</td>\n",
       "      <td>3</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>14001.13380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>i10038</td>\n",
       "      <td>63</td>\n",
       "      <td>female</td>\n",
       "      <td>23.085</td>\n",
       "      <td>0</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>14451.83515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>i10039</td>\n",
       "      <td>55</td>\n",
       "      <td>female</td>\n",
       "      <td>32.775</td>\n",
       "      <td>2</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>12268.63225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>i10040</td>\n",
       "      <td>23</td>\n",
       "      <td>male</td>\n",
       "      <td>17.385</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>2775.19215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>i10041</td>\n",
       "      <td>31</td>\n",
       "      <td>male</td>\n",
       "      <td>36.300</td>\n",
       "      <td>2</td>\n",
       "      <td>daily</td>\n",
       "      <td>yes</td>\n",
       "      <td>southwest</td>\n",
       "      <td>38711.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>i10042</td>\n",
       "      <td>22</td>\n",
       "      <td>male</td>\n",
       "      <td>35.600</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>yes</td>\n",
       "      <td>southwest</td>\n",
       "      <td>35585.57600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>i10043</td>\n",
       "      <td>18</td>\n",
       "      <td>female</td>\n",
       "      <td>26.315</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>2198.18985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>i10044</td>\n",
       "      <td>19</td>\n",
       "      <td>female</td>\n",
       "      <td>28.600</td>\n",
       "      <td>5</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>4687.79700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>i10045</td>\n",
       "      <td>63</td>\n",
       "      <td>male</td>\n",
       "      <td>28.310</td>\n",
       "      <td>0</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>13770.09790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>i10046</td>\n",
       "      <td>28</td>\n",
       "      <td>male</td>\n",
       "      <td>36.400</td>\n",
       "      <td>1</td>\n",
       "      <td>party</td>\n",
       "      <td>yes</td>\n",
       "      <td>southwest</td>\n",
       "      <td>51194.55914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>i10047</td>\n",
       "      <td>19</td>\n",
       "      <td>male</td>\n",
       "      <td>20.425</td>\n",
       "      <td>0</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>1625.43375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>i10048</td>\n",
       "      <td>62</td>\n",
       "      <td>female</td>\n",
       "      <td>32.965</td>\n",
       "      <td>3</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>15612.19335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>i10049</td>\n",
       "      <td>26</td>\n",
       "      <td>male</td>\n",
       "      <td>20.800</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>2302.30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>i10050</td>\n",
       "      <td>35</td>\n",
       "      <td>male</td>\n",
       "      <td>36.670</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>north</td>\n",
       "      <td>39774.27630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>i10051</td>\n",
       "      <td>60</td>\n",
       "      <td>male</td>\n",
       "      <td>39.900</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>yes</td>\n",
       "      <td>southwest</td>\n",
       "      <td>48173.36100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>i10052</td>\n",
       "      <td>24</td>\n",
       "      <td>female</td>\n",
       "      <td>26.600</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>3046.06200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>i10053</td>\n",
       "      <td>31</td>\n",
       "      <td>female</td>\n",
       "      <td>36.630</td>\n",
       "      <td>2</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>4949.75870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>i10054</td>\n",
       "      <td>41</td>\n",
       "      <td>male</td>\n",
       "      <td>21.780</td>\n",
       "      <td>1</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>6272.47720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>i10055</td>\n",
       "      <td>37</td>\n",
       "      <td>female</td>\n",
       "      <td>30.800</td>\n",
       "      <td>2</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>6313.75900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>i10056</td>\n",
       "      <td>38</td>\n",
       "      <td>male</td>\n",
       "      <td>37.050</td>\n",
       "      <td>1</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>6079.67150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>i10057</td>\n",
       "      <td>55</td>\n",
       "      <td>male</td>\n",
       "      <td>37.300</td>\n",
       "      <td>0</td>\n",
       "      <td>party</td>\n",
       "      <td>no</td>\n",
       "      <td>southwest</td>\n",
       "      <td>20630.28351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>i10058</td>\n",
       "      <td>18</td>\n",
       "      <td>female</td>\n",
       "      <td>38.665</td>\n",
       "      <td>2</td>\n",
       "      <td>weekend</td>\n",
       "      <td>no</td>\n",
       "      <td>north</td>\n",
       "      <td>3393.35635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>i10059</td>\n",
       "      <td>28</td>\n",
       "      <td>female</td>\n",
       "      <td>34.770</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>3556.92230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>i10060</td>\n",
       "      <td>60</td>\n",
       "      <td>female</td>\n",
       "      <td>24.530</td>\n",
       "      <td>0</td>\n",
       "      <td>daily</td>\n",
       "      <td>no</td>\n",
       "      <td>south</td>\n",
       "      <td>12629.89670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>i10061</td>\n",
       "      <td>36</td>\n",
       "      <td>male</td>\n",
       "      <td>35.200</td>\n",
       "      <td>1</td>\n",
       "      <td>weekend</td>\n",
       "      <td>yes</td>\n",
       "      <td>south</td>\n",
       "      <td>38709.17600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id  age     sex     bmi  dependent  alcohol smoke       zone  \\\n",
       "0   i10012   19  female  27.900          0    daily   yes  southwest   \n",
       "1   i10013   18    male  33.770          1  weekend    no      south   \n",
       "2   i10014   28    male  33.000          3   rarely    no      south   \n",
       "3   i10015   33    male  22.705          0    daily    no  northwest   \n",
       "4   i10016   32    male  28.880          0    party    no  northwest   \n",
       "5   i10017   31  female  25.740          0       no    no      south   \n",
       "6   i10018   46  female  33.440          1    daily    no      south   \n",
       "7   i10019   37  female  27.740          3  weekend    no  northwest   \n",
       "8   i10020   37    male  29.830          2    party    no      north   \n",
       "9   i10021   60  female  25.840          0       no    no  northwest   \n",
       "10  i10022   25    male  26.220          0    daily    no      north   \n",
       "11  i10023   62  female  26.290          0    daily   yes      south   \n",
       "12  i10024   23    male  34.400          0    daily    no  southwest   \n",
       "13  i10025   56  female  39.820          0  weekend    no      south   \n",
       "14  i10026   27    male  42.130          0  weekend   yes      south   \n",
       "15  i10027   19    male  24.600          1    party    no  southwest   \n",
       "16  i10028   52  female  30.780          1    party    no      north   \n",
       "17  i10029   23    male  23.845          0  weekend    no      north   \n",
       "18  i10030   56    male  40.300          0       no    no  southwest   \n",
       "19  i10031   30    male  35.300          0    daily   yes  southwest   \n",
       "20  i10032   60  female  36.005          0  weekend    no      north   \n",
       "21  i10033   30  female  32.400          1   rarely    no  southwest   \n",
       "22  i10034   18    male  34.100          0    daily    no      south   \n",
       "23  i10035   34  female  31.920          1    party   yes      north   \n",
       "24  i10036   37    male  28.025          2       no    no  northwest   \n",
       "25  i10037   59  female  27.720          3    daily    no      south   \n",
       "26  i10038   63  female  23.085          0  weekend    no      north   \n",
       "27  i10039   55  female  32.775          2    party    no  northwest   \n",
       "28  i10040   23    male  17.385          1       no    no  northwest   \n",
       "29  i10041   31    male  36.300          2    daily   yes  southwest   \n",
       "30  i10042   22    male  35.600          0    daily   yes  southwest   \n",
       "31  i10043   18  female  26.315          0    daily    no      north   \n",
       "32  i10044   19  female  28.600          5  weekend    no  southwest   \n",
       "33  i10045   63    male  28.310          0  weekend    no  northwest   \n",
       "34  i10046   28    male  36.400          1    party   yes  southwest   \n",
       "35  i10047   19    male  20.425          0    party    no  northwest   \n",
       "36  i10048   62  female  32.965          3  weekend    no  northwest   \n",
       "37  i10049   26    male  20.800          0       no    no  southwest   \n",
       "38  i10050   35    male  36.670          1       no   yes      north   \n",
       "39  i10051   60    male  39.900          0    daily   yes  southwest   \n",
       "40  i10052   24  female  26.600          0    daily    no      north   \n",
       "41  i10053   31  female  36.630          2    daily    no      south   \n",
       "42  i10054   41    male  21.780          1  weekend    no      south   \n",
       "43  i10055   37  female  30.800          2  weekend    no      south   \n",
       "44  i10056   38    male  37.050          1    party    no      north   \n",
       "45  i10057   55    male  37.300          0    party    no  southwest   \n",
       "46  i10058   18  female  38.665          2  weekend    no      north   \n",
       "47  i10059   28  female  34.770          0       no    no  northwest   \n",
       "48  i10060   60  female  24.530          0    daily    no      south   \n",
       "49  i10061   36    male  35.200          1  weekend   yes      south   \n",
       "\n",
       "    expenditure  \n",
       "0   16884.92400  \n",
       "1    1725.55230  \n",
       "2    4449.46200  \n",
       "3   21984.47061  \n",
       "4    3866.85520  \n",
       "5    3756.62160  \n",
       "6    8240.58960  \n",
       "7    7281.50560  \n",
       "8    6406.41070  \n",
       "9   28923.13692  \n",
       "10   2721.32080  \n",
       "11  27808.72510  \n",
       "12   1826.84300  \n",
       "13  11090.71780  \n",
       "14  39611.75770  \n",
       "15   1837.23700  \n",
       "16  10797.33620  \n",
       "17   2395.17155  \n",
       "18  10602.38500  \n",
       "19  36837.46700  \n",
       "20  13228.84695  \n",
       "21   4149.73600  \n",
       "22   1137.01100  \n",
       "23  37701.87680  \n",
       "24   6203.90175  \n",
       "25  14001.13380  \n",
       "26  14451.83515  \n",
       "27  12268.63225  \n",
       "28   2775.19215  \n",
       "29  38711.00000  \n",
       "30  35585.57600  \n",
       "31   2198.18985  \n",
       "32   4687.79700  \n",
       "33  13770.09790  \n",
       "34  51194.55914  \n",
       "35   1625.43375  \n",
       "36  15612.19335  \n",
       "37   2302.30000  \n",
       "38  39774.27630  \n",
       "39  48173.36100  \n",
       "40   3046.06200  \n",
       "41   4949.75870  \n",
       "42   6272.47720  \n",
       "43   6313.75900  \n",
       "44   6079.67150  \n",
       "45  20630.28351  \n",
       "46   3393.35635  \n",
       "47   3556.92230  \n",
       "48  12629.89670  \n",
       "49  38709.17600  "
      ]
     },
     "execution_count": 405,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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