EDA_cabdata.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import warnings\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "Cab_Data = pd.read_csv('C:/Users/Mital/Documents/DataSets-main/Cab_Data.csv')\n",
    "Customer_ID =  pd.read_csv(\"C:/Users/Mital/Documents/DataSets-main/Customer_ID.csv\")\n",
    "Transaction_ID = pd.read_csv(\"C:/Users/Mital/Documents/DataSets-main/Transaction_ID.csv\")\n",
    "City = pd.read_csv(\"C:/Users/Mital/Documents/DataSets-main/City.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Transaction ID</th>\n",
       "      <th>Date of Travel</th>\n",
       "      <th>Company</th>\n",
       "      <th>City</th>\n",
       "      <th>KM Travelled</th>\n",
       "      <th>Price Charged</th>\n",
       "      <th>Cost of Trip</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10000011</td>\n",
       "      <td>42377</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>30.45</td>\n",
       "      <td>370.95</td>\n",
       "      <td>313.635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10000012</td>\n",
       "      <td>42375</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>28.62</td>\n",
       "      <td>358.52</td>\n",
       "      <td>334.854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10000013</td>\n",
       "      <td>42371</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>9.04</td>\n",
       "      <td>125.20</td>\n",
       "      <td>97.632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10000014</td>\n",
       "      <td>42376</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>33.17</td>\n",
       "      <td>377.40</td>\n",
       "      <td>351.602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10000015</td>\n",
       "      <td>42372</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>8.73</td>\n",
       "      <td>114.62</td>\n",
       "      <td>97.776</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Transaction ID  Date of Travel   Company        City  KM Travelled  \\\n",
       "0        10000011           42377  Pink Cab  ATLANTA GA         30.45   \n",
       "1        10000012           42375  Pink Cab  ATLANTA GA         28.62   \n",
       "2        10000013           42371  Pink Cab  ATLANTA GA          9.04   \n",
       "3        10000014           42376  Pink Cab  ATLANTA GA         33.17   \n",
       "4        10000015           42372  Pink Cab  ATLANTA GA          8.73   \n",
       "\n",
       "   Price Charged  Cost of Trip  \n",
       "0         370.95       313.635  \n",
       "1         358.52       334.854  \n",
       "2         125.20        97.632  \n",
       "3         377.40       351.602  \n",
       "4         114.62        97.776  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cab_Data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Transaction ID</th>\n",
       "      <th>Date of Travel</th>\n",
       "      <th>Company</th>\n",
       "      <th>City</th>\n",
       "      <th>KM Travelled</th>\n",
       "      <th>Price Charged</th>\n",
       "      <th>Cost of Trip</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>359387</th>\n",
       "      <td>10440101</td>\n",
       "      <td>43108</td>\n",
       "      <td>Yellow Cab</td>\n",
       "      <td>WASHINGTON DC</td>\n",
       "      <td>4.80</td>\n",
       "      <td>69.24</td>\n",
       "      <td>63.3600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359388</th>\n",
       "      <td>10440104</td>\n",
       "      <td>43104</td>\n",
       "      <td>Yellow Cab</td>\n",
       "      <td>WASHINGTON DC</td>\n",
       "      <td>8.40</td>\n",
       "      <td>113.75</td>\n",
       "      <td>106.8480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359389</th>\n",
       "      <td>10440105</td>\n",
       "      <td>43105</td>\n",
       "      <td>Yellow Cab</td>\n",
       "      <td>WASHINGTON DC</td>\n",
       "      <td>27.75</td>\n",
       "      <td>437.07</td>\n",
       "      <td>349.6500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359390</th>\n",
       "      <td>10440106</td>\n",
       "      <td>43105</td>\n",
       "      <td>Yellow Cab</td>\n",
       "      <td>WASHINGTON DC</td>\n",
       "      <td>8.80</td>\n",
       "      <td>146.19</td>\n",
       "      <td>114.0480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359391</th>\n",
       "      <td>10440107</td>\n",
       "      <td>43102</td>\n",
       "      <td>Yellow Cab</td>\n",
       "      <td>WASHINGTON DC</td>\n",
       "      <td>12.76</td>\n",
       "      <td>191.58</td>\n",
       "      <td>177.6192</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Transaction ID  Date of Travel     Company           City  \\\n",
       "359387        10440101           43108  Yellow Cab  WASHINGTON DC   \n",
       "359388        10440104           43104  Yellow Cab  WASHINGTON DC   \n",
       "359389        10440105           43105  Yellow Cab  WASHINGTON DC   \n",
       "359390        10440106           43105  Yellow Cab  WASHINGTON DC   \n",
       "359391        10440107           43102  Yellow Cab  WASHINGTON DC   \n",
       "\n",
       "        KM Travelled  Price Charged  Cost of Trip  \n",
       "359387          4.80          69.24       63.3600  \n",
       "359388          8.40         113.75      106.8480  \n",
       "359389         27.75         437.07      349.6500  \n",
       "359390          8.80         146.19      114.0480  \n",
       "359391         12.76         191.58      177.6192  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cab_Data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Transaction ID</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Payment_Mode</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10000011</td>\n",
       "      <td>29290</td>\n",
       "      <td>Card</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10000012</td>\n",
       "      <td>27703</td>\n",
       "      <td>Card</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10000013</td>\n",
       "      <td>28712</td>\n",
       "      <td>Cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10000014</td>\n",
       "      <td>28020</td>\n",
       "      <td>Cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10000015</td>\n",
       "      <td>27182</td>\n",
       "      <td>Card</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "   Transaction ID  Customer ID Payment_Mode\n",
       "0        10000011        29290         Card\n",
       "1        10000012        27703         Card\n",
       "2        10000013        28712         Cash\n",
       "3        10000014        28020         Cash\n",
       "4        10000015        27182         Card"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Transaction_ID.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Transaction ID</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Payment_Mode</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>440093</th>\n",
       "      <td>10440104</td>\n",
       "      <td>53286</td>\n",
       "      <td>Cash</td>\n",
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       "    <tr>\n",
       "      <th>440094</th>\n",
       "      <td>10440105</td>\n",
       "      <td>52265</td>\n",
       "      <td>Cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440095</th>\n",
       "      <td>10440106</td>\n",
       "      <td>52175</td>\n",
       "      <td>Card</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440096</th>\n",
       "      <td>10440107</td>\n",
       "      <td>52917</td>\n",
       "      <td>Card</td>\n",
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       "    <tr>\n",
       "      <th>440097</th>\n",
       "      <td>10440108</td>\n",
       "      <td>51587</td>\n",
       "      <td>Card</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "        Transaction ID  Customer ID Payment_Mode\n",
       "440093        10440104        53286         Cash\n",
       "440094        10440105        52265         Cash\n",
       "440095        10440106        52175         Card\n",
       "440096        10440107        52917         Card\n",
       "440097        10440108        51587         Card"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Transaction_ID.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Income (USD/Month)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>29290</td>\n",
       "      <td>Male</td>\n",
       "      <td>28</td>\n",
       "      <td>10813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27703</td>\n",
       "      <td>Male</td>\n",
       "      <td>27</td>\n",
       "      <td>9237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28712</td>\n",
       "      <td>Male</td>\n",
       "      <td>53</td>\n",
       "      <td>11242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>28020</td>\n",
       "      <td>Male</td>\n",
       "      <td>23</td>\n",
       "      <td>23327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>27182</td>\n",
       "      <td>Male</td>\n",
       "      <td>33</td>\n",
       "      <td>8536</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Customer ID Gender  Age  Income (USD/Month)\n",
       "0        29290   Male   28               10813\n",
       "1        27703   Male   27                9237\n",
       "2        28712   Male   53               11242\n",
       "3        28020   Male   23               23327\n",
       "4        27182   Male   33                8536"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Customer_ID.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Income (USD/Month)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49166</th>\n",
       "      <td>12490</td>\n",
       "      <td>Male</td>\n",
       "      <td>33</td>\n",
       "      <td>18713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49167</th>\n",
       "      <td>14971</td>\n",
       "      <td>Male</td>\n",
       "      <td>30</td>\n",
       "      <td>15346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49168</th>\n",
       "      <td>41414</td>\n",
       "      <td>Male</td>\n",
       "      <td>38</td>\n",
       "      <td>3960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49169</th>\n",
       "      <td>41677</td>\n",
       "      <td>Male</td>\n",
       "      <td>23</td>\n",
       "      <td>19454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49170</th>\n",
       "      <td>39761</td>\n",
       "      <td>Female</td>\n",
       "      <td>32</td>\n",
       "      <td>10128</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Customer ID  Gender  Age  Income (USD/Month)\n",
       "49166        12490    Male   33               18713\n",
       "49167        14971    Male   30               15346\n",
       "49168        41414    Male   38                3960\n",
       "49169        41677    Male   23               19454\n",
       "49170        39761  Female   32               10128"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Customer_ID.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>Population</th>\n",
       "      <th>Users</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NEW YORK NY</td>\n",
       "      <td>8,405,837</td>\n",
       "      <td>302,149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CHICAGO IL</td>\n",
       "      <td>1,955,130</td>\n",
       "      <td>164,468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LOS ANGELES CA</td>\n",
       "      <td>1,595,037</td>\n",
       "      <td>144,132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MIAMI FL</td>\n",
       "      <td>1,339,155</td>\n",
       "      <td>17,675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SILICON VALLEY</td>\n",
       "      <td>1,177,609</td>\n",
       "      <td>27,247</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             City Population    Users\n",
       "0     NEW YORK NY  8,405,837  302,149\n",
       "1      CHICAGO IL  1,955,130  164,468\n",
       "2  LOS ANGELES CA  1,595,037  144,132\n",
       "3        MIAMI FL  1,339,155   17,675\n",
       "4  SILICON VALLEY  1,177,609   27,247"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "City.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape of Cab_Data (359392, 7)\n",
      "shape of Customer_ID (49171, 4)\n",
      "shape of Transaction_ID (440098, 3)\n",
      "shape of City Data (20, 3)\n"
     ]
    }
   ],
   "source": [
    "print(\"shape of Cab_Data\", Cab_Data.shape)\n",
    "print(\"shape of Customer_ID\", Customer_ID.shape)\n",
    "print(\"shape of Transaction_ID\", Transaction_ID.shape)\n",
    "print(\"shape of City Data\", City.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in Cab_Data.columns:\n",
    "    if ' ' in col:\n",
    "        Cab_Data = Cab_Data.rename(columns={col:col.replace(' ','_')})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Transaction_ID', 'Date_of_Travel', 'Company', 'City', 'KM_Travelled',\n",
       "       'Price_Charged', 'Cost_of_Trip'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cab_Data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in Transaction_ID.columns:\n",
    "    if ' ' in col:\n",
    "        Transaction_ID = Transaction_ID.rename(columns={col:col.replace(' ','_')})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Transaction_ID', 'Customer_ID', 'Payment_Mode'], dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Transaction_ID.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in Customer_ID.columns:\n",
    "    if ' ' in col:\n",
    "        Customer_ID = Customer_ID.rename(columns={col:col.replace(' ','_')})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Customer_ID', 'Gender', 'Age', 'Income_(USD/Month)'], dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Customer_ID.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime, timedelta\n",
    "def to_date_format(n):\n",
    "    date_str =(datetime(1899,12,30) + timedelta(n-1)).strftime(\"%d-%m-%Y\")\n",
    "    date_date =  datetime.strptime(date_str, \"%d-%m-%Y\")\n",
    "    return date_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "Cab_Data['Date_of_Travel'] = Cab_Data['Date_of_Travel'].apply(lambda x:to_date_format(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Transaction_ID</th>\n",
       "      <th>Date_of_Travel</th>\n",
       "      <th>Company</th>\n",
       "      <th>City</th>\n",
       "      <th>KM_Travelled</th>\n",
       "      <th>Price_Charged</th>\n",
       "      <th>Cost_of_Trip</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10000011</td>\n",
       "      <td>2016-01-07</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>30.45</td>\n",
       "      <td>370.95</td>\n",
       "      <td>313.635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10000012</td>\n",
       "      <td>2016-01-05</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>28.62</td>\n",
       "      <td>358.52</td>\n",
       "      <td>334.854</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Transaction_ID Date_of_Travel   Company        City  KM_Travelled  \\\n",
       "0        10000011     2016-01-07  Pink Cab  ATLANTA GA         30.45   \n",
       "1        10000012     2016-01-05  Pink Cab  ATLANTA GA         28.62   \n",
       "\n",
       "   Price_Charged  Cost_of_Trip  \n",
       "0         370.95       313.635  \n",
       "1         358.52       334.854  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cab_Data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "months=[]\n",
    "years =[]\n",
    "for i in range(len(Cab_Data['Date_of_Travel'])):\n",
    "    months.append(Cab_Data['Date_of_Travel'][i].month)\n",
    "    years.append(Cab_Data['Date_of_Travel'][i].year)\n",
    "Cab_Data['Month'] = months\n",
    "Cab_Data['Year'] = years\n",
    "\n",
    "Cab_Data.drop('Date_of_Travel', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#split data\n",
    "PinkCab = Cab_Data[Cab_Data['Company']=='Pink Cab']\n",
    "YellowCab = Cab_Data[Cab_Data['Company']=='Yellow Cab']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>Transaction_ID</th>\n",
       "      <th>Company</th>\n",
       "      <th>City</th>\n",
       "      <th>KM_Travelled</th>\n",
       "      <th>Price_Charged</th>\n",
       "      <th>Cost_of_Trip</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10000011</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>30.45</td>\n",
       "      <td>370.95</td>\n",
       "      <td>313.635</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10000012</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>28.62</td>\n",
       "      <td>358.52</td>\n",
       "      <td>334.854</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10000013</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>9.04</td>\n",
       "      <td>125.20</td>\n",
       "      <td>97.632</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10000014</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>33.17</td>\n",
       "      <td>377.40</td>\n",
       "      <td>351.602</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10000015</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>8.73</td>\n",
       "      <td>114.62</td>\n",
       "      <td>97.776</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Transaction_ID   Company        City  KM_Travelled  Price_Charged  \\\n",
       "0        10000011  Pink Cab  ATLANTA GA         30.45         370.95   \n",
       "1        10000012  Pink Cab  ATLANTA GA         28.62         358.52   \n",
       "2        10000013  Pink Cab  ATLANTA GA          9.04         125.20   \n",
       "3        10000014  Pink Cab  ATLANTA GA         33.17         377.40   \n",
       "4        10000015  Pink Cab  ATLANTA GA          8.73         114.62   \n",
       "\n",
       "   Cost_of_Trip  Month  Year  \n",
       "0       313.635      1  2016  \n",
       "1       334.854      1  2016  \n",
       "2        97.632      1  2016  \n",
       "3       351.602      1  2016  \n",
       "4        97.776      1  2016  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cab_Data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Month\n",
       "1      4825\n",
       "2      3392\n",
       "3      4228\n",
       "4      4140\n",
       "5      5023\n",
       "6      5820\n",
       "7      6585\n",
       "8      8061\n",
       "9      9647\n",
       "10    10366\n",
       "11    11324\n",
       "12    11300\n",
       "Name: Transaction_ID, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot0 = Cab_Data[Cab_Data.Company=='Pink Cab'].groupby(['Month']).Transaction_ID.count()\n",
    "plot0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "sns.barplot(x=plot0.index,y=plot0.values, color='pink')\n",
    "plt.title('Travel frequency by Month (Pink Cab)',fontsize = 12)\n",
    "plt.xlabel('Month', fontsize = 10)\n",
    "plt.ylabel('Values',fontsize = 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Month\n",
       "1     17468\n",
       "2     14928\n",
       "3     17516\n",
       "4     17535\n",
       "5     18809\n",
       "6     18656\n",
       "7     21074\n",
       "8     24328\n",
       "9     27356\n",
       "10    29609\n",
       "11    32609\n",
       "12    34793\n",
       "Name: Transaction_ID, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot1 = Cab_Data[Cab_Data.Company=='Yellow Cab'].groupby(['Month']).Transaction_ID.count()\n",
    "plot1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "sns.barplot(x=plot1.index,y=plot1.values, color='yellow')\n",
    "plt.title('Travel frequency by Month (Yellow Cab)',fontsize = 12)\n",
    "plt.xlabel('Month', fontsize = 12)\n",
    "plt.ylabel('Values',fontsize = 12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "overall_distance = Cab_Data['KM_Travelled'].describe()\n",
    "PinkCab_distance = PinkCab['KM_Travelled'].describe()\n",
    "YellowCab_distance = YellowCab['KM_Travelled'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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>Overall</th>\n",
       "      <th>PinkCab</th>\n",
       "      <th>YellowCab</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Count</th>\n",
       "      <td>359392.000000</td>\n",
       "      <td>84711.000000</td>\n",
       "      <td>274681.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mean</th>\n",
       "      <td>22.567254</td>\n",
       "      <td>22.559917</td>\n",
       "      <td>22.569517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Std. Dev.</th>\n",
       "      <td>12.233526</td>\n",
       "      <td>12.231092</td>\n",
       "      <td>12.234298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Min</th>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>11.990000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>22.440000</td>\n",
       "      <td>22.440000</td>\n",
       "      <td>22.440000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>32.960000</td>\n",
       "      <td>32.960000</td>\n",
       "      <td>32.960000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max</th>\n",
       "      <td>48.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>48.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Overall       PinkCab      YellowCab\n",
       "Count      359392.000000  84711.000000  274681.000000\n",
       "Mean           22.567254     22.559917      22.569517\n",
       "Std. Dev.      12.233526     12.231092      12.234298\n",
       "Min             1.900000      1.900000       1.900000\n",
       "25%            12.000000     12.000000      11.990000\n",
       "50%            22.440000     22.440000      22.440000\n",
       "75%            32.960000     32.960000      32.960000\n",
       "Max            48.000000     48.000000      48.000000"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame({'Overall': overall_distance.values,\n",
    "                  'PinkCab': PinkCab_distance.values,\n",
    "                  'YellowCab': YellowCab_distance.values}, index= ['Count', 'Mean', 'Std. Dev.', 'Min', '25%', '50%', '75%', 'Max'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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": [
    "ax = sns.distplot(PinkCab['KM_Travelled'], kde=False, color='blue', bins=70)\n",
    "plt.title(\"Distribution of Km Travelled (Pink Cab)\", fontsize=20, y=1.012)\n",
    "plt.xlabel(\"KM Travelled\", labelpad=12)\n",
    "plt.ylabel(\"frequency\", labelpad=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 30,
     "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": [
    "ax = sns.distplot(YellowCab['KM_Travelled'], kde=False, color='blue',bins=70)\n",
    "plt.title(\"Distribution of Km Travelled (Yellow Cab)\", fontsize=20, y=1.012)\n",
    "plt.xlabel(\"KM Travelled\", labelpad=12)\n",
    "plt.ylabel(\"frequency\", labelpad=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(20, 8))\n",
    "sns.scatterplot(PinkCab['KM_Travelled'], PinkCab['Price_Charged'], ax=ax1)\n",
    "ax1.set_title('Price vs Distance in Pink Cab', fontsize=20)\n",
    "ax1.set_xticklabels(ax1.get_xticklabels(), rotation=0, fontsize=15)\n",
    "sns.scatterplot(YellowCab['KM_Travelled'], YellowCab['Price_Charged'], ax=ax2)\n",
    "ax2.set_title('Price vs Distance in Yellow Cab', fontsize=20)\n",
    "ax2.set_xticklabels(ax2.get_xticklabels(), rotation=0, fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9277652782594857"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PinkCab['KM_Travelled'].corr(PinkCab['Price_Charged'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8597086294478461"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YellowCab['KM_Travelled'].corr(YellowCab['Price_Charged'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot1 = Cab_Data[Cab_Data.Company=='Pink Cab'].groupby('Year').Transaction_ID.count()\n",
    "plot2 = Cab_Data[Cab_Data.Company=='Yellow Cab'].groupby('Year').Transaction_ID.count()\n",
    "plt.figure(figsize=(12,5))\n",
    "ax = plt.subplot(111)\n",
    "ax.bar(plot1.index-0.2, plot1.values, width=0.4, color='pink', align='center',label='Pink Cab')\n",
    "ax.bar(plot1.index+0.2, plot2.values, width=0.4, color='yellow', align='center',label='Yellow Cab')\n",
    "plt.title(\"Pink cab vs Yellow cab\",fontsize = 16)\n",
    "plt.ylabel('No. of Transactions',fontsize = 14)\n",
    "plt.xlabel('Year',fontsize = 14)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot1 = Cab_Data[Cab_Data.Company=='Pink Cab'].groupby('Year').Transaction_ID.count()\n",
    "plot3 = Cab_Data[Cab_Data.Company=='Pink Cab'].groupby('Year').Price_Charged.mean()\n",
    "plot4 = Cab_Data[Cab_Data.Company=='Pink Cab'].groupby('Year').Cost_of_Trip.mean()\n",
    "plt.figure(figsize=(14,6))\n",
    "ax = plt.subplot(111)\n",
    "ax.bar(plot1.index-0.2, plot4.values, width=0.4, color='cyan', align='center',label='Cost of the Trip')\n",
    "ax.bar(plot1.index+0.2, plot3.values, width=0.4, color='orange', align='center',label='Price Charged')\n",
    "plt.ylabel('Profit',fontsize=14)\n",
    "plt.xlabel('Year',fontsize=14)\n",
    "plt.title('Pink Cab', fontsize=20)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Yellow Cab**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot1 = Cab_Data[Cab_Data.Company=='Yellow Cab'].groupby('Year').Transaction_ID.count()\n",
    "plot3 = Cab_Data[Cab_Data.Company=='Yellow Cab'].groupby('Year').Price_Charged.mean()\n",
    "plot4 = Cab_Data[Cab_Data.Company=='Yellow Cab'].groupby('Year').Cost_of_Trip.mean()\n",
    "plt.figure(figsize=(14,6))\n",
    "ax = plt.subplot(111)\n",
    "ax.bar(plot1.index-0.2, plot4.values, width=0.4, color='cyan', align='center',label='Cost of the Trip')\n",
    "ax.bar(plot1.index+0.2, plot3.values, width=0.4, color='orange', align='center',label='Price Charged')\n",
    "plt.ylabel('Profit', fontsize=14)\n",
    "plt.xlabel('Year', fontsize=14)\n",
    "plt.title('Yellow Cab', fontsize=20)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "##  Master Dataset"
   ]
  },
  {
   "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>Company</th>\n",
       "      <th>City</th>\n",
       "      <th>KM_Travelled</th>\n",
       "      <th>Price_Charged</th>\n",
       "      <th>Cost_of_Trip</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "      <th>Customer_ID</th>\n",
       "      <th>Payment_Mode</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transaction_ID</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>10000011</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>30.45</td>\n",
       "      <td>370.95</td>\n",
       "      <td>313.635</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>29290</td>\n",
       "      <td>Card</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000012</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>28.62</td>\n",
       "      <td>358.52</td>\n",
       "      <td>334.854</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>27703</td>\n",
       "      <td>Card</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000013</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>9.04</td>\n",
       "      <td>125.20</td>\n",
       "      <td>97.632</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>28712</td>\n",
       "      <td>Cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000014</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>33.17</td>\n",
       "      <td>377.40</td>\n",
       "      <td>351.602</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>28020</td>\n",
       "      <td>Cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000015</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>8.73</td>\n",
       "      <td>114.62</td>\n",
       "      <td>97.776</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>27182</td>\n",
       "      <td>Card</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Company        City  KM_Travelled  Price_Charged  \\\n",
       "Transaction_ID                                                      \n",
       "10000011        Pink Cab  ATLANTA GA         30.45         370.95   \n",
       "10000012        Pink Cab  ATLANTA GA         28.62         358.52   \n",
       "10000013        Pink Cab  ATLANTA GA          9.04         125.20   \n",
       "10000014        Pink Cab  ATLANTA GA         33.17         377.40   \n",
       "10000015        Pink Cab  ATLANTA GA          8.73         114.62   \n",
       "\n",
       "                Cost_of_Trip  Month  Year  Customer_ID Payment_Mode  \n",
       "Transaction_ID                                                       \n",
       "10000011             313.635      1  2016        29290         Card  \n",
       "10000012             334.854      1  2016        27703         Card  \n",
       "10000013              97.632      1  2016        28712         Cash  \n",
       "10000014             351.602      1  2016        28020         Cash  \n",
       "10000015              97.776      1  2016        27182         Card  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "left = Cab_Data.set_index(['Transaction_ID'])\n",
    "right = Transaction_ID.set_index(['Transaction_ID'])\n",
    "data = left.join(right)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Company</th>\n",
       "      <th>City</th>\n",
       "      <th>KM_Travelled</th>\n",
       "      <th>Price_Charged</th>\n",
       "      <th>Cost_of_Trip</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "      <th>Payment_Mode</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Income_(USD/Month)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transaction_ID</th>\n",
       "      <th>Customer_ID</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",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10000011</th>\n",
       "      <th>29290</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>30.45</td>\n",
       "      <td>370.95</td>\n",
       "      <td>313.635</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Card</td>\n",
       "      <td>Male</td>\n",
       "      <td>28</td>\n",
       "      <td>10813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000012</th>\n",
       "      <th>27703</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>28.62</td>\n",
       "      <td>358.52</td>\n",
       "      <td>334.854</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Card</td>\n",
       "      <td>Male</td>\n",
       "      <td>27</td>\n",
       "      <td>9237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000013</th>\n",
       "      <th>28712</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>9.04</td>\n",
       "      <td>125.20</td>\n",
       "      <td>97.632</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Cash</td>\n",
       "      <td>Male</td>\n",
       "      <td>53</td>\n",
       "      <td>11242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000014</th>\n",
       "      <th>28020</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>33.17</td>\n",
       "      <td>377.40</td>\n",
       "      <td>351.602</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Cash</td>\n",
       "      <td>Male</td>\n",
       "      <td>23</td>\n",
       "      <td>23327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000015</th>\n",
       "      <th>27182</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>8.73</td>\n",
       "      <td>114.62</td>\n",
       "      <td>97.776</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Card</td>\n",
       "      <td>Male</td>\n",
       "      <td>33</td>\n",
       "      <td>8536</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Company        City  KM_Travelled  Price_Charged  \\\n",
       "Transaction_ID Customer_ID                                                      \n",
       "10000011       29290        Pink Cab  ATLANTA GA         30.45         370.95   \n",
       "10000012       27703        Pink Cab  ATLANTA GA         28.62         358.52   \n",
       "10000013       28712        Pink Cab  ATLANTA GA          9.04         125.20   \n",
       "10000014       28020        Pink Cab  ATLANTA GA         33.17         377.40   \n",
       "10000015       27182        Pink Cab  ATLANTA GA          8.73         114.62   \n",
       "\n",
       "                            Cost_of_Trip  Month  Year Payment_Mode Gender  \\\n",
       "Transaction_ID Customer_ID                                                  \n",
       "10000011       29290             313.635      1  2016         Card   Male   \n",
       "10000012       27703             334.854      1  2016         Card   Male   \n",
       "10000013       28712              97.632      1  2016         Cash   Male   \n",
       "10000014       28020             351.602      1  2016         Cash   Male   \n",
       "10000015       27182              97.776      1  2016         Card   Male   \n",
       "\n",
       "                            Age  Income_(USD/Month)  \n",
       "Transaction_ID Customer_ID                           \n",
       "10000011       29290         28               10813  \n",
       "10000012       27703         27                9237  \n",
       "10000013       28712         53               11242  \n",
       "10000014       28020         23               23327  \n",
       "10000015       27182         33                8536  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "left = data.set_index([data.index,'Customer_ID'])\n",
    "right = Customer_ID.set_index(['Customer_ID'])\n",
    "data = left.join(right)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Company</th>\n",
       "      <th>KM_Travelled</th>\n",
       "      <th>Price_Charged</th>\n",
       "      <th>Cost_of_Trip</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "      <th>Payment_Mode</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Income_(USD/Month)</th>\n",
       "      <th>Population</th>\n",
       "      <th>Users</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transaction_ID</th>\n",
       "      <th>Customer_ID</th>\n",
       "      <th>City</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",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10000011</th>\n",
       "      <th>29290</th>\n",
       "      <th>ATLANTA GA</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>30.45</td>\n",
       "      <td>370.95</td>\n",
       "      <td>313.635</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Card</td>\n",
       "      <td>Male</td>\n",
       "      <td>28</td>\n",
       "      <td>10813</td>\n",
       "      <td>814,885</td>\n",
       "      <td>24,701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000012</th>\n",
       "      <th>27703</th>\n",
       "      <th>ATLANTA GA</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>28.62</td>\n",
       "      <td>358.52</td>\n",
       "      <td>334.854</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Card</td>\n",
       "      <td>Male</td>\n",
       "      <td>27</td>\n",
       "      <td>9237</td>\n",
       "      <td>814,885</td>\n",
       "      <td>24,701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000013</th>\n",
       "      <th>28712</th>\n",
       "      <th>ATLANTA GA</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>9.04</td>\n",
       "      <td>125.20</td>\n",
       "      <td>97.632</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Cash</td>\n",
       "      <td>Male</td>\n",
       "      <td>53</td>\n",
       "      <td>11242</td>\n",
       "      <td>814,885</td>\n",
       "      <td>24,701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000014</th>\n",
       "      <th>28020</th>\n",
       "      <th>ATLANTA GA</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>33.17</td>\n",
       "      <td>377.40</td>\n",
       "      <td>351.602</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Cash</td>\n",
       "      <td>Male</td>\n",
       "      <td>23</td>\n",
       "      <td>23327</td>\n",
       "      <td>814,885</td>\n",
       "      <td>24,701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000015</th>\n",
       "      <th>27182</th>\n",
       "      <th>ATLANTA GA</th>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>8.73</td>\n",
       "      <td>114.62</td>\n",
       "      <td>97.776</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Card</td>\n",
       "      <td>Male</td>\n",
       "      <td>33</td>\n",
       "      <td>8536</td>\n",
       "      <td>814,885</td>\n",
       "      <td>24,701</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Company  KM_Travelled  Price_Charged  \\\n",
       "Transaction_ID Customer_ID City                                                \n",
       "10000011       29290       ATLANTA GA  Pink Cab         30.45         370.95   \n",
       "10000012       27703       ATLANTA GA  Pink Cab         28.62         358.52   \n",
       "10000013       28712       ATLANTA GA  Pink Cab          9.04         125.20   \n",
       "10000014       28020       ATLANTA GA  Pink Cab         33.17         377.40   \n",
       "10000015       27182       ATLANTA GA  Pink Cab          8.73         114.62   \n",
       "\n",
       "                                       Cost_of_Trip  Month  Year Payment_Mode  \\\n",
       "Transaction_ID Customer_ID City                                                 \n",
       "10000011       29290       ATLANTA GA       313.635      1  2016         Card   \n",
       "10000012       27703       ATLANTA GA       334.854      1  2016         Card   \n",
       "10000013       28712       ATLANTA GA        97.632      1  2016         Cash   \n",
       "10000014       28020       ATLANTA GA       351.602      1  2016         Cash   \n",
       "10000015       27182       ATLANTA GA        97.776      1  2016         Card   \n",
       "\n",
       "                                      Gender  Age  Income_(USD/Month)  \\\n",
       "Transaction_ID Customer_ID City                                         \n",
       "10000011       29290       ATLANTA GA   Male   28               10813   \n",
       "10000012       27703       ATLANTA GA   Male   27                9237   \n",
       "10000013       28712       ATLANTA GA   Male   53               11242   \n",
       "10000014       28020       ATLANTA GA   Male   23               23327   \n",
       "10000015       27182       ATLANTA GA   Male   33                8536   \n",
       "\n",
       "                                      Population   Users  \n",
       "Transaction_ID Customer_ID City                           \n",
       "10000011       29290       ATLANTA GA    814,885  24,701  \n",
       "10000012       27703       ATLANTA GA    814,885  24,701  \n",
       "10000013       28712       ATLANTA GA    814,885  24,701  \n",
       "10000014       28020       ATLANTA GA    814,885  24,701  \n",
       "10000015       27182       ATLANTA GA    814,885  24,701  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "left = data.set_index([data.index,'City'])\n",
    "right = City.set_index(['City'])\n",
    "data = left.join(right)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 359392 entries, (10000011, 29290, 'ATLANTA GA') to (10440107, 52917, 'WASHINGTON DC')\n",
      "Data columns (total 12 columns):\n",
      " #   Column              Non-Null Count   Dtype  \n",
      "---  ------              --------------   -----  \n",
      " 0   Company             359392 non-null  object \n",
      " 1   KM_Travelled        359392 non-null  float64\n",
      " 2   Price_Charged       359392 non-null  float64\n",
      " 3   Cost_of_Trip        359392 non-null  float64\n",
      " 4   Month               359392 non-null  int64  \n",
      " 5   Year                359392 non-null  int64  \n",
      " 6   Payment_Mode        359392 non-null  object \n",
      " 7   Gender              359392 non-null  object \n",
      " 8   Age                 359392 non-null  int64  \n",
      " 9   Income_(USD/Month)  359392 non-null  int64  \n",
      " 10  Population          359392 non-null  object \n",
      " 11  Users               359392 non-null  object \n",
      "dtypes: float64(3), int64(4), object(5)\n",
      "memory usage: 48.2+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "City\n",
       "ATLANTA GA         7557\n",
       "AUSTIN TX          4896\n",
       "BOSTON MA         29692\n",
       "CHICAGO IL        56625\n",
       "DALLAS TX          7017\n",
       "DENVER CO          3825\n",
       "LOS ANGELES CA    48033\n",
       "MIAMI FL           6454\n",
       "NASHVILLE TN       3010\n",
       "NEW YORK NY       99885\n",
       "ORANGE COUNTY      3982\n",
       "PHOENIX AZ         2064\n",
       "PITTSBURGH PA      1313\n",
       "SACRAMENTO CA      2367\n",
       "SAN DIEGO CA      20488\n",
       "SEATTLE WA         7997\n",
       "SILICON VALLEY     8519\n",
       "TUCSON AZ          1931\n",
       "WASHINGTON DC     43737\n",
       "Name: Users, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.reset_index()\n",
    "data = data.rename(columns={'Income_(USD/Month)':'Income'})\n",
    "city_users = data.groupby('City').Users.count()\n",
    "city_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "City\n",
       "ATLANTA GA         5795\n",
       "AUSTIN TX          3028\n",
       "BOSTON MA         24506\n",
       "CHICAGO IL        47264\n",
       "DALLAS TX          5637\n",
       "DENVER CO          2431\n",
       "LOS ANGELES CA    28168\n",
       "MIAMI FL           4452\n",
       "NASHVILLE TN       1169\n",
       "NEW YORK NY       85918\n",
       "ORANGE COUNTY      2469\n",
       "PHOENIX AZ         1200\n",
       "PITTSBURGH PA       631\n",
       "SACRAMENTO CA      1033\n",
       "SAN DIEGO CA       9816\n",
       "SEATTLE WA         5265\n",
       "SILICON VALLEY     4722\n",
       "TUCSON AZ          1132\n",
       "WASHINGTON DC     40045\n",
       "Name: Transaction_ID, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_y = data[data.Company=='Yellow Cab'].groupby('City').Transaction_ID.count()\n",
    "city_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labs = city_users.index\n",
    "vals = city_users.values\n",
    "figp, axp = plt.subplots(figsize=(15,10))\n",
    "axp.pie(vals , labels=labs, autopct='%1f')\n",
    "axp.axis('equal')\n",
    "plt.title('Users per City')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labs = city_y.index\n",
    "vals = city_y.values\n",
    "figp, axp = plt.subplots(figsize=(17,10))\n",
    "axp.pie(vals , labels=labs, autopct='%1f')\n",
    "axp.axis('equal')\n",
    "\n",
    "plt.title('Transaction per City for Yellow Cab')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "City\n",
       "ATLANTA GA         1762\n",
       "AUSTIN TX          1868\n",
       "BOSTON MA          5186\n",
       "CHICAGO IL         9361\n",
       "DALLAS TX          1380\n",
       "DENVER CO          1394\n",
       "LOS ANGELES CA    19865\n",
       "MIAMI FL           2002\n",
       "NASHVILLE TN       1841\n",
       "NEW YORK NY       13967\n",
       "ORANGE COUNTY      1513\n",
       "PHOENIX AZ          864\n",
       "PITTSBURGH PA       682\n",
       "SACRAMENTO CA      1334\n",
       "SAN DIEGO CA      10672\n",
       "SEATTLE WA         2732\n",
       "SILICON VALLEY     3797\n",
       "TUCSON AZ           799\n",
       "WASHINGTON DC      3692\n",
       "Name: Transaction_ID, dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_p = data[data.Company=='Pink Cab'].groupby('City').Transaction_ID.count()\n",
    "city_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labs = city_p.index\n",
    "vals = city_p.values\n",
    "figp, axp = plt.subplots(figsize=(20,10))\n",
    "axp.pie(vals , labels=labs, autopct='%1.1f%%')\n",
    "axp.axis('equal')\n",
    "\n",
    "plt.title('Transaction per City for Pink Cab')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Gender\n",
       "Female    454.571538\n",
       "Male      460.821326\n",
       "Name: Price_Charged, dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gender_y=data[data.Company=='Yellow Cab'].groupby('Gender').Price_Charged.mean()\n",
    "gender_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labs = gender_y.index\n",
    "vals = gender_y.values\n",
    "figp, axp = plt.subplots(figsize=(10,7))\n",
    "axp.pie(vals , labels=labs, autopct='%1f')\n",
    "axp.axis('equal')\n",
    "\n",
    "plt.title('Price Charged per Gender for Yellow Cab')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Gender\n",
       "Female    310.624823\n",
       "Male      310.940547\n",
       "Name: Price_Charged, dtype: float64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gender_p=data[data.Company=='Pink Cab'].groupby('Gender').Price_Charged.mean()\n",
    "gender_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Company     Gender\n",
       "Pink Cab    Female    14819\n",
       "            Male      17511\n",
       "Yellow Cab  Female    18394\n",
       "            Male      21502\n",
       "Name: Customer_ID, dtype: int64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gender_cab=data.groupby(['Company','Gender']).Customer_ID.nunique()\n",
    "gender_cab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labs = gender_cab.index\n",
    "vals = gender_cab.values\n",
    "figp, axp = plt.subplots(figsize=(10,7))\n",
    "axp.pie(vals , labels=labs, autopct='%1f')\n",
    "axp.axis('equal')\n",
    "\n",
    "plt.title('Customers per gender per cab')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "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>Transaction_ID</th>\n",
       "      <th>Customer_ID</th>\n",
       "      <th>City</th>\n",
       "      <th>Company</th>\n",
       "      <th>KM_Travelled</th>\n",
       "      <th>Price_Charged</th>\n",
       "      <th>Cost_of_Trip</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "      <th>Payment_Mode</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Income</th>\n",
       "      <th>Population</th>\n",
       "      <th>Users</th>\n",
       "      <th>Margins</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10000011</td>\n",
       "      <td>29290</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>30.45</td>\n",
       "      <td>370.95</td>\n",
       "      <td>313.635</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Card</td>\n",
       "      <td>Male</td>\n",
       "      <td>28</td>\n",
       "      <td>10813</td>\n",
       "      <td>814,885</td>\n",
       "      <td>24,701</td>\n",
       "      <td>57.315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10000012</td>\n",
       "      <td>27703</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>28.62</td>\n",
       "      <td>358.52</td>\n",
       "      <td>334.854</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Card</td>\n",
       "      <td>Male</td>\n",
       "      <td>27</td>\n",
       "      <td>9237</td>\n",
       "      <td>814,885</td>\n",
       "      <td>24,701</td>\n",
       "      <td>23.666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10000013</td>\n",
       "      <td>28712</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>9.04</td>\n",
       "      <td>125.20</td>\n",
       "      <td>97.632</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Cash</td>\n",
       "      <td>Male</td>\n",
       "      <td>53</td>\n",
       "      <td>11242</td>\n",
       "      <td>814,885</td>\n",
       "      <td>24,701</td>\n",
       "      <td>27.568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10000014</td>\n",
       "      <td>28020</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>33.17</td>\n",
       "      <td>377.40</td>\n",
       "      <td>351.602</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Cash</td>\n",
       "      <td>Male</td>\n",
       "      <td>23</td>\n",
       "      <td>23327</td>\n",
       "      <td>814,885</td>\n",
       "      <td>24,701</td>\n",
       "      <td>25.798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10000015</td>\n",
       "      <td>27182</td>\n",
       "      <td>ATLANTA GA</td>\n",
       "      <td>Pink Cab</td>\n",
       "      <td>8.73</td>\n",
       "      <td>114.62</td>\n",
       "      <td>97.776</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Card</td>\n",
       "      <td>Male</td>\n",
       "      <td>33</td>\n",
       "      <td>8536</td>\n",
       "      <td>814,885</td>\n",
       "      <td>24,701</td>\n",
       "      <td>16.844</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Transaction_ID  Customer_ID        City   Company  KM_Travelled  \\\n",
       "0        10000011        29290  ATLANTA GA  Pink Cab         30.45   \n",
       "1        10000012        27703  ATLANTA GA  Pink Cab         28.62   \n",
       "2        10000013        28712  ATLANTA GA  Pink Cab          9.04   \n",
       "3        10000014        28020  ATLANTA GA  Pink Cab         33.17   \n",
       "4        10000015        27182  ATLANTA GA  Pink Cab          8.73   \n",
       "\n",
       "   Price_Charged  Cost_of_Trip  Month  Year Payment_Mode Gender  Age  Income  \\\n",
       "0         370.95       313.635      1  2016         Card   Male   28   10813   \n",
       "1         358.52       334.854      1  2016         Card   Male   27    9237   \n",
       "2         125.20        97.632      1  2016         Cash   Male   53   11242   \n",
       "3         377.40       351.602      1  2016         Cash   Male   23   23327   \n",
       "4         114.62        97.776      1  2016         Card   Male   33    8536   \n",
       "\n",
       "  Population   Users  Margins  \n",
       "0    814,885  24,701   57.315  \n",
       "1    814,885  24,701   23.666  \n",
       "2    814,885  24,701   27.568  \n",
       "3    814,885  24,701   25.798  \n",
       "4    814,885  24,701   16.844  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Margins'] = (data['Price_Charged']-data['Cost_of_Trip'])\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "City\n",
       "ATLANTA GA         96.252930\n",
       "AUSTIN TX          91.891400\n",
       "BOSTON MA          62.360750\n",
       "CHICAGO IL         52.396687\n",
       "DALLAS TX         109.465216\n",
       "DENVER CO         111.138893\n",
       "LOS ANGELES CA     81.752667\n",
       "MIAMI FL          100.150911\n",
       "NASHVILLE TN       81.459593\n",
       "NEW YORK NY       258.421581\n",
       "ORANGE COUNTY      76.134553\n",
       "PHOENIX AZ         76.922806\n",
       "PITTSBURGH PA      57.105846\n",
       "SACRAMENTO CA      27.119039\n",
       "SAN DIEGO CA       70.382592\n",
       "SEATTLE WA         76.515311\n",
       "SILICON VALLEY    167.087114\n",
       "TUCSON AZ          84.105100\n",
       "WASHINGTON DC      62.742899\n",
       "Name: Margins, dtype: float64"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_m = data[data.Month==12].groupby('City').Margins.mean()\n",
    "city_m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "dt1 = data[(data.Company=='Pink Cab')&(data.City=='NEW YORK NY')].groupby(['Year','Month']).Margins.mean()\n",
    "dt2 = data[(data.Company=='Yellow Cab')&(data.City=='NEW YORK NY')].groupby(['Year','Month']).Margins.mean()\n",
    "dd1 = pd.DataFrame({'Margins_pink':dt1.values,'Transactions_pink':data[data.Company=='Pink Cab'].groupby(['Year','Month']).Transaction_ID.count().values})\n",
    "dd2 = pd.DataFrame({'Margins_yellow':dt2.values,'Transactions_yellow':data[data.Company=='Yellow Cab'].groupby(['Year','Month']).Transaction_ID.count().values})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **Monthly Margins of Pink Cab**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "sns.scatterplot(x=dd1.Transactions_pink,y=dd1.Margins_pink, color='pink')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Pink Cabs increase their margins with increase in number of Transactions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Margins for Yellow cabs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "sns.scatterplot(x=dd2.Transactions_yellow,y=dd2.Margins_yellow, color ='yellow')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}