Flight Fare Prediction.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import the numpy and pandas packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "matplotlib.rcParams['figure.figsize'] = (20,10)\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data inspection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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></th>\n",
       "      <th>Airline</th>\n",
       "      <th>Date_of_Journey</th>\n",
       "      <th>Source</th>\n",
       "      <th>Destination</th>\n",
       "      <th>Route</th>\n",
       "      <th>Dep_Time</th>\n",
       "      <th>Arrival_Time</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Total_Stops</th>\n",
       "      <th>Additional_Info</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IndiGo</td>\n",
       "      <td>24/03/2019</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>BLR → DEL</td>\n",
       "      <td>22:20</td>\n",
       "      <td>01:10 22 Mar</td>\n",
       "      <td>2h 50m</td>\n",
       "      <td>non-stop</td>\n",
       "      <td>No info</td>\n",
       "      <td>3897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Air India</td>\n",
       "      <td>1/05/2019</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>CCU → IXR → BBI → BLR</td>\n",
       "      <td>05:50</td>\n",
       "      <td>13:15</td>\n",
       "      <td>7h 25m</td>\n",
       "      <td>2 stops</td>\n",
       "      <td>No info</td>\n",
       "      <td>7662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jet Airways</td>\n",
       "      <td>9/06/2019</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>Cochin</td>\n",
       "      <td>DEL → LKO → BOM → COK</td>\n",
       "      <td>09:25</td>\n",
       "      <td>04:25 10 Jun</td>\n",
       "      <td>19h</td>\n",
       "      <td>2 stops</td>\n",
       "      <td>No info</td>\n",
       "      <td>13882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>IndiGo</td>\n",
       "      <td>12/05/2019</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>CCU → NAG → BLR</td>\n",
       "      <td>18:05</td>\n",
       "      <td>23:30</td>\n",
       "      <td>5h 25m</td>\n",
       "      <td>1 stop</td>\n",
       "      <td>No info</td>\n",
       "      <td>6218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>IndiGo</td>\n",
       "      <td>01/03/2019</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>BLR → NAG → DEL</td>\n",
       "      <td>16:50</td>\n",
       "      <td>21:35</td>\n",
       "      <td>4h 45m</td>\n",
       "      <td>1 stop</td>\n",
       "      <td>No info</td>\n",
       "      <td>13302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SpiceJet</td>\n",
       "      <td>24/06/2019</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>CCU → BLR</td>\n",
       "      <td>09:00</td>\n",
       "      <td>11:25</td>\n",
       "      <td>2h 25m</td>\n",
       "      <td>non-stop</td>\n",
       "      <td>No info</td>\n",
       "      <td>3873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jet Airways</td>\n",
       "      <td>12/03/2019</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>BLR → BOM → DEL</td>\n",
       "      <td>18:55</td>\n",
       "      <td>10:25 13 Mar</td>\n",
       "      <td>15h 30m</td>\n",
       "      <td>1 stop</td>\n",
       "      <td>In-flight meal not included</td>\n",
       "      <td>11087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Jet Airways</td>\n",
       "      <td>01/03/2019</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>BLR → BOM → DEL</td>\n",
       "      <td>08:00</td>\n",
       "      <td>05:05 02 Mar</td>\n",
       "      <td>21h 5m</td>\n",
       "      <td>1 stop</td>\n",
       "      <td>No info</td>\n",
       "      <td>22270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Jet Airways</td>\n",
       "      <td>12/03/2019</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>BLR → BOM → DEL</td>\n",
       "      <td>08:55</td>\n",
       "      <td>10:25 13 Mar</td>\n",
       "      <td>25h 30m</td>\n",
       "      <td>1 stop</td>\n",
       "      <td>In-flight meal not included</td>\n",
       "      <td>11087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Multiple carriers</td>\n",
       "      <td>27/05/2019</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>Cochin</td>\n",
       "      <td>DEL → BOM → COK</td>\n",
       "      <td>11:25</td>\n",
       "      <td>19:15</td>\n",
       "      <td>7h 50m</td>\n",
       "      <td>1 stop</td>\n",
       "      <td>No info</td>\n",
       "      <td>8625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Air India</td>\n",
       "      <td>1/06/2019</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>Cochin</td>\n",
       "      <td>DEL → BLR → COK</td>\n",
       "      <td>09:45</td>\n",
       "      <td>23:00</td>\n",
       "      <td>13h 15m</td>\n",
       "      <td>1 stop</td>\n",
       "      <td>No info</td>\n",
       "      <td>8907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>IndiGo</td>\n",
       "      <td>18/04/2019</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>CCU → BLR</td>\n",
       "      <td>20:20</td>\n",
       "      <td>22:55</td>\n",
       "      <td>2h 35m</td>\n",
       "      <td>non-stop</td>\n",
       "      <td>No info</td>\n",
       "      <td>4174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Air India</td>\n",
       "      <td>24/06/2019</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>MAA → CCU</td>\n",
       "      <td>11:40</td>\n",
       "      <td>13:55</td>\n",
       "      <td>2h 15m</td>\n",
       "      <td>non-stop</td>\n",
       "      <td>No info</td>\n",
       "      <td>4667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Jet Airways</td>\n",
       "      <td>9/05/2019</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>CCU → BOM → BLR</td>\n",
       "      <td>21:10</td>\n",
       "      <td>09:20 10 May</td>\n",
       "      <td>12h 10m</td>\n",
       "      <td>1 stop</td>\n",
       "      <td>In-flight meal not included</td>\n",
       "      <td>9663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IndiGo</td>\n",
       "      <td>24/04/2019</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>CCU → BLR</td>\n",
       "      <td>17:15</td>\n",
       "      <td>19:50</td>\n",
       "      <td>2h 35m</td>\n",
       "      <td>non-stop</td>\n",
       "      <td>No info</td>\n",
       "      <td>4804</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Airline Date_of_Journey    Source Destination  \\\n",
       "0              IndiGo      24/03/2019  Banglore   New Delhi   \n",
       "1           Air India       1/05/2019   Kolkata    Banglore   \n",
       "2         Jet Airways       9/06/2019     Delhi      Cochin   \n",
       "3              IndiGo      12/05/2019   Kolkata    Banglore   \n",
       "4              IndiGo      01/03/2019  Banglore   New Delhi   \n",
       "5            SpiceJet      24/06/2019   Kolkata    Banglore   \n",
       "6         Jet Airways      12/03/2019  Banglore   New Delhi   \n",
       "7         Jet Airways      01/03/2019  Banglore   New Delhi   \n",
       "8         Jet Airways      12/03/2019  Banglore   New Delhi   \n",
       "9   Multiple carriers      27/05/2019     Delhi      Cochin   \n",
       "10          Air India       1/06/2019     Delhi      Cochin   \n",
       "11             IndiGo      18/04/2019   Kolkata    Banglore   \n",
       "12          Air India      24/06/2019   Chennai     Kolkata   \n",
       "13        Jet Airways       9/05/2019   Kolkata    Banglore   \n",
       "14             IndiGo      24/04/2019   Kolkata    Banglore   \n",
       "\n",
       "                    Route Dep_Time  Arrival_Time Duration Total_Stops  \\\n",
       "0               BLR → DEL    22:20  01:10 22 Mar   2h 50m    non-stop   \n",
       "1   CCU → IXR → BBI → BLR    05:50         13:15   7h 25m     2 stops   \n",
       "2   DEL → LKO → BOM → COK    09:25  04:25 10 Jun      19h     2 stops   \n",
       "3         CCU → NAG → BLR    18:05         23:30   5h 25m      1 stop   \n",
       "4         BLR → NAG → DEL    16:50         21:35   4h 45m      1 stop   \n",
       "5               CCU → BLR    09:00         11:25   2h 25m    non-stop   \n",
       "6         BLR → BOM → DEL    18:55  10:25 13 Mar  15h 30m      1 stop   \n",
       "7         BLR → BOM → DEL    08:00  05:05 02 Mar   21h 5m      1 stop   \n",
       "8         BLR → BOM → DEL    08:55  10:25 13 Mar  25h 30m      1 stop   \n",
       "9         DEL → BOM → COK    11:25         19:15   7h 50m      1 stop   \n",
       "10        DEL → BLR → COK    09:45         23:00  13h 15m      1 stop   \n",
       "11              CCU → BLR    20:20         22:55   2h 35m    non-stop   \n",
       "12              MAA → CCU    11:40         13:55   2h 15m    non-stop   \n",
       "13        CCU → BOM → BLR    21:10  09:20 10 May  12h 10m      1 stop   \n",
       "14              CCU → BLR    17:15         19:50   2h 35m    non-stop   \n",
       "\n",
       "                Additional_Info  Price  \n",
       "0                       No info   3897  \n",
       "1                       No info   7662  \n",
       "2                       No info  13882  \n",
       "3                       No info   6218  \n",
       "4                       No info  13302  \n",
       "5                       No info   3873  \n",
       "6   In-flight meal not included  11087  \n",
       "7                       No info  22270  \n",
       "8   In-flight meal not included  11087  \n",
       "9                       No info   8625  \n",
       "10                      No info   8907  \n",
       "11                      No info   4174  \n",
       "12                      No info   4667  \n",
       "13  In-flight meal not included   9663  \n",
       "14                      No info   4804  "
      ]
     },
     "execution_count": 270,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fare = pd.read_excel('flight_fare.xlsx')\n",
    "fare.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10683, 11)"
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fare.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10683 entries, 0 to 10682\n",
      "Data columns (total 11 columns):\n",
      " #   Column           Non-Null Count  Dtype \n",
      "---  ------           --------------  ----- \n",
      " 0   Airline          10683 non-null  object\n",
      " 1   Date_of_Journey  10683 non-null  object\n",
      " 2   Source           10683 non-null  object\n",
      " 3   Destination      10683 non-null  object\n",
      " 4   Route            10682 non-null  object\n",
      " 5   Dep_Time         10683 non-null  object\n",
      " 6   Arrival_Time     10683 non-null  object\n",
      " 7   Duration         10683 non-null  object\n",
      " 8   Total_Stops      10682 non-null  object\n",
      " 9   Additional_Info  10683 non-null  object\n",
      " 10  Price            10683 non-null  int64 \n",
      "dtypes: int64(1), object(10)\n",
      "memory usage: 918.2+ KB\n"
     ]
    }
   ],
   "source": [
    "fare.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Airline            0\n",
       "Date_of_Journey    0\n",
       "Source             0\n",
       "Destination        0\n",
       "Route              1\n",
       "Dep_Time           0\n",
       "Arrival_Time       0\n",
       "Duration           0\n",
       "Total_Stops        1\n",
       "Additional_Info    0\n",
       "Price              0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fare.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Removing null values and unwanted columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [],
   "source": [
    "fare['Route'] = fare['Route'].fillna(fare['Route'].mode()[0])\n",
    "fare['Total_Stops'] = fare['Total_Stops'].fillna(fare['Total_Stops'].mode()[0])\n",
    "\n",
    "fare=fare.drop(['Date_of_Journey','Route','Arrival_Time','Dep_Time','Additional_Info'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Airline        0\n",
       "Source         0\n",
       "Destination    0\n",
       "Duration       0\n",
       "Total_Stops    0\n",
       "Price          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 275,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fare.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Airline</th>\n",
       "      <th>Source</th>\n",
       "      <th>Destination</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Total_Stops</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IndiGo</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>2h 50m</td>\n",
       "      <td>non-stop</td>\n",
       "      <td>3897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Air India</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>7h 25m</td>\n",
       "      <td>2 stops</td>\n",
       "      <td>7662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jet Airways</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>Cochin</td>\n",
       "      <td>19h</td>\n",
       "      <td>2 stops</td>\n",
       "      <td>13882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>IndiGo</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>5h 25m</td>\n",
       "      <td>1 stop</td>\n",
       "      <td>6218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>IndiGo</td>\n",
       "      <td>Banglore</td>\n",
       "      <td>New Delhi</td>\n",
       "      <td>4h 45m</td>\n",
       "      <td>1 stop</td>\n",
       "      <td>13302</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Airline    Source Destination Duration Total_Stops  Price\n",
       "0       IndiGo  Banglore   New Delhi   2h 50m    non-stop   3897\n",
       "1    Air India   Kolkata    Banglore   7h 25m     2 stops   7662\n",
       "2  Jet Airways     Delhi      Cochin      19h     2 stops  13882\n",
       "3       IndiGo   Kolkata    Banglore   5h 25m      1 stop   6218\n",
       "4       IndiGo  Banglore   New Delhi   4h 45m      1 stop  13302"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fare.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1 stop      5626\n",
       "non-stop    3491\n",
       "2 stops     1520\n",
       "3 stops       45\n",
       "4 stops        1\n",
       "Name: Total_Stops, dtype: int64"
      ]
     },
     "execution_count": 277,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fare['Total_Stops'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,6))\n",
    "sns.countplot(fare['Source'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,10))\n",
    "sns.barplot(x=\"Airline\",y='Price', data=fare)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,6))\n",
    "sns.distplot(fare['Price'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.8125523782189141"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fare['Price'].skew()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    10683.000000\n",
       "mean      9087.064121\n",
       "std       4611.359167\n",
       "min       1759.000000\n",
       "25%       5277.000000\n",
       "50%       8372.000000\n",
       "75%      12373.000000\n",
       "max      79512.000000\n",
       "Name: Price, dtype: float64"
      ]
     },
     "execution_count": 282,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fare['Price'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J6mKQSJK6GCSSpC4GiSSpi0EiSepikEiSuhgkkqQuBokkqYtBIknqYpBIkroYJJKkLgaJJKmLQSJJ6mKQSJK6GCSSpC4GiSSpi0EiSepikEiSuhgkkqQuBokkqYtBIknqYpBIkroYJJKkLgaJJKmLQSJJ6mKQSJK6GCSSpC7zHiRJjkjy10luS7IpyZtb+UFJrk3y2XZ/4MgyFyTZnOT2JKeMlB+fZGObd1GSzPf+SNLebhxnJDuAn66qbwVOBM5NcjRwPrC+qlYB69tj2rw1wDHAqcC7kixp67oYOBtY1W6nzueOSJLGECRVdU9VfbJNPwDcBhwOnAasa9XWAae36dOAy6vqoaq6A9gMnJDkMGBZVV1fVQVcNrKMJGmejPUaSZKVwPOBjwOHVNU9MIQN8KxW7XDgrpHFtrSyw9v05PKptnN2kg1JNmzfvn1W90GS9nZjC5IkBwB/DPxEVf3zzqpOUVY7KX9iYdUlVbW6qlYvX7589xsrSZrWWIIkyZMZQuT9VfXBVvzF1l1Fu7+3lW8BjhhZfAVwdytfMUW5JGkejeNTWwHeC9xWVb82Musq4Mw2fSbwoZHyNUn2TXIUw0X1G1r31wNJTmzrPGNkGUnSPFk6hm2eBPwAsDHJTa3sZ4F3AFckOQu4E3gdQFVtSnIFcCvDJ77OrapH2nLnAJcC+wNXt5skaR7Ne5BU1d8x9fUNgJOnWeZC4MIpyjcAx85e6yRJu8tvtkuSuhgkkqQuBokkqYtBIknqYpBIkroYJJKkLgaJJKmLQSJJ6mKQSJK6GCSSpC4GiSSpi0EiSepikEiSuhgkkqQuBokkqYtBIknqYpBIkroYJJKkLgaJJKmLQSJJ6mKQSJK6GCSSpC4GiSSpi0EiSepikEiSuhgkkqQuBokkqYtBIknqYpBIkroYJJKkLgaJJKmLQSJJ6mKQSJK6GCSSpC4GiSSpi0EiSepikEiSuhgkkqQuBokkqYtBIknqYpBIkroYJJKkLgaJJKmLQSJJ6mKQSJK6GCSSpC4GiSSpi0EiSepikEiSuiz6IElyapLbk2xOcv642yNJe5tFHSRJlgC/DbwSOBp4fZKjx9sqSdq7LOogAU4ANlfV56rq34DLgdPG3CZJ2qss9iA5HLhr5PGWViZJmiepqnG3YY8leR1wSlX9SHv8A8AJVfWmSfXOBs5uD78ZuH1eGzq1g4H7xt2IBcJjMfA4PMZj8ZiFciy+vqqWTzVj6Xy3ZJZtAY4YebwCuHtypaq6BLhkvho1E0k2VNXqcbdjIfBYDDwOj/FYPGYxHIvF3rX1CWBVkqOS7AOsAa4ac5skaa+yqM9IqmpHkjcCHwaWAO+rqk1jbpYk7VUWdZAAVNVfAH8x7nbsgQXV1TZmHouBx+ExHovHLPhjsagvtkuSxm+xXyORJI2ZQbILSR5JclOSTyf5ZJIXzcE2Xpbkz2d7vXMtyVdHpl+V5LNJjtxV/d3d31Z/1o/7XBt57mxqz5+fSrLT/7kkK5Pc0qZ/MMlvTVPvL5I8Yw6avceSHJrk8iT/mOTW1sazx/ncTvKecYx2kaSS/P7I46VJts/WsUjytiRv2c1l/t9sbHsqi/4ayTz4WlU9DyDJKcD/Bl46zgYlWVpVO8bZhlFJTgbeCbyiqu6cg028DPgqMGf/CHNk9LnzLOADwNOBt/auuKpe1buO2ZQkwJ8A66pqTSt7HvCacbZr4jtmY/AgcGyS/avqa8B/BraOqS0AVNWcvRnzjGT3LAO+DJDkgCTr21nKxiSntfKVSW5L8u72TvSaJPu3ed+W5OYk1yf55Yl3nqOSHJTkT1u9v09yXCt/W5JLklwDXJZkeZI/TvKJdjtp/g7D49r77cC7gVdX1T+2sp9Kcku7/cQulv+2JJ9K8uwkr0ny8fb4r5IckmQl8GPAT7Z3998+Vb253s9eVXUvw5di35jBkvYc+ET7W//oNIt+XZK/bGd7aycKk3w+ycHz0viZ+Q7g4ar6nYmCqroJ+FvggCRXJvlMkve30CHJ8Uk+muTGJB9Oclgrvy7JLyW5Ick/tOfYxBnaB6c5Hhcn2dD+535+pPy6JOP6DsbVwKvb9OuBP5yYMfmMov2vrGy3z7QzqVva8Xp5ko+1fT5hZP3PTfKRVv7f23qmfF1q877KXKkqbzu5AY8ANwGfAb4CHN/KlwLL2vTBwGYgwEpgB/C8Nu8K4A1t+hbgRW36HcAtbfplwJ+36XcCb23T3wnc1KbfBtwI7N8efwB4cZs+ErhtDMfmYeBLwHEjZccDG4GnAgcAm4Dnt3lfHd1f4EVtn45s5Qfy2AdAfgT41ZF9f8vINqast9BuE/s7qezLwCEMofJzrWxfYANwVHv+TDwvfhD4HMNZzH7AF4Aj2rzPAwePex9H9uvHgV+fovxl7f9mBcMb1+uBFwNPZjjDXN7qfR/Dx/cBrhv5278K+KsZHI+D2v2StvxxI+taPY6/PXAccGVr6008/v988nP6lva3X8nw+vGcdrxuBN7H8NpyGvCnI8t/Gtif4fXnLuDrmOZ1abrn42zd7NratdHuiRcynA0cy/CHfXuSlwCPMozxNfHO+I4a3o3B8ERYmaE/+2lVNdE98wHgu6bY3ouB/wpQVR9J8swkT2/zrqrhNBng5cDR7c0dwLIkT6uqB3p3eDc8zPBicBbw5lb2YuBPqupBgCQfBL4d+NSkZb+V4WONr6iqidEIVgB/1N6Z7gPcMc12Z1pvIZr4g70COC7Ja9vjpwOrgH+YVH99VX0FIMmtwNfz+PHlFoMbqmoLQJKbGF4s7weOBa5tz+ElwD0jy3yw3d/Y6k+Y7nh8b4ahkJYChzGMBn7zXOzMTFXVze2M+vXs3lcU7qiqjQBJNjHscyXZyOOPxYfa68HXkvw1wyC2/5epX5e29e7Pzhgku6Gqrm/dCcsZ3iktZzhDeTjJ5xneeQA8NLLYIwzvGsLMTFVv4jPaD46UPQl44UiwjMOjwPcCf5XkZ6vq7cx8P+9hOF7P57Fhbd4J/FpVXZXkZQzvuqYy03oLSpJnMzwf7mU4Tm+qqg9PqrNy0mKTn0sL9X92E/DaaeZNtQ8BNlXVC3exzOR9fsK6khwFvAX4tqr6cpJLeex/cdyuAn6F4WzkmSPlO3j8pYXR9o7u46Mjjx/l8cdi8nc3Cvh+pn9dmjNeI9kNSb6F4Z3TPzG8g7y3/bG+g+Gd0bSq6svAA0lObEVrpqn6NwxPBtqL5H1V9c9T1LsGeONI25434x2ZRVX1LwxnVt+f5CyG9p+e5ClJngp8D0M/+WT3M/Qfv73tJwzHdOKC5JkjdR8AnjbyeLp6C1aS5cDvAL9VQz/Dh4Fzkjy5zf+mdrwWq48A+0701cNw/YvpP5hyO7C8neWT5MlJjtnDbS9jeJP1lXa97JV7uJ658D7gFybOMEZ8HngBQJIXMHRr7q7TkuyX5JkMQfUJdvN1abYs1Hc3C8n+7XQchndRZ1bVI0neD/xZkg08dg1lV84C3p3kQYa+269MUedtwO8luRn4F6Z/ofxx4LdbvaUML+A/NpMdmm1V9aUkp7Y2/ARwKXBDm/2eqprcrTWx3BeTvAa4OskPM+z7/0myFfh7Hvvn+jPgynbh8E07qbfQTDx3nszwDvT3gV9r897D0E3xyXbxeTtw+vw3cXa0rpfvAX4jwy+V/ivDi+WfTlP/31q33kWt63Yp8BsMZza7u+1PJ/lUW/ZzwMf2ZB/mQuvS+80pZv0xcEZ7fnyCJ3ZpzsQNDF1ZRwK/WFV37+HrUje/2T6PkhxQVRPfpTgfOKyq3ryLxSRpQfOMZH69OskFDMf9CwyfQpGkRc0zEklSFy+2S5K6GCSSpC4GiSSpi0EizaIk/6ON93RzhrHB/tO42yTNNT+1Jc2S9uW67wJeUFUPtVEQ9ulc54Ia6Vmaimck0uw5jGEkgocAquq+9iWxkzOMVLwxyfuS7AuPH8E3yeok17XpySM9H5LkTzL8psmn036bJckbMoyQe1OS302yZCx7rb2eQSLNnmuAIzIMff6uJC9Nsh/DN/2/r6qew9ALcM4M1nU8cFpV/TfgIuCjVfVchmE1NiX5VoYRc09qg4o+QhtaR5pvBok0S9qoBcczDBG/Hfgj4EcZRnOdGAJjHfCSGaxudKTn7wQubtt4pI1+e3Lb1ifaMBsnA8+epV2RdovXSKRZVFWPMIyjdl0b9ntng0qOjgA7eYTWB9m5MPwa4QV70k5pNnlGIs2SJN+cZNVI0fOALzL8Hs03trIfAD7apj/PcFYB7TdoprGe1h2W4ZcVl7Wy12b4Cd+JX9acl5FepckMEmn2HACsS3JrG5X5aOB84IcYRiveyPCbEhM/R/vzwG8m+VuGaxzTeTPwHW35G4FjqupW4OeAa9q2rmW42C/NO8fakiR18YxEktTFIJEkdTFIJEldDBJJUheDRJLUxSCRJHUxSCRJXQwSSVKX/w8hwhfIj0tTmgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,6))\n",
    "sns.barplot(x=\"Source\",y='Price', data=fare)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,6))\n",
    "sns.barplot(x=\"Destination\",y='Price', data=fare)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAF0CAYAAAAJn79lAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAcz0lEQVR4nO3df7RdZX3n8feHpAS0IgipYgINxWgHkGZKFkMHf1MLMlZwBmpYVVCZprCw1VUrI7WrtT+YDrSWLtuRFgsNqAUp/oB2oK0FK1MHxKCBgEgNgpKQQEDR+ANqwnf+OPuWw+Xk5iZPzjn3mvdrrbPuPt/97H2evTnwYT97n71TVUiStKN2G3cHJEmzm0EiSWpikEiSmhgkkqQmBokkqYlBIklqMnfcHRi1/fbbrxYtWjTubkjSrHLrrbc+XFXzB83b5YJk0aJFrFy5ctzdkKRZJcnXtjbPoS1JUhODRJLUxCCRJDUxSCRJTQwSSVITg0SS1MQgkSQ1MUgkSU0MEklSE4NEktTEIJEkNTFIJElNDBJJUpOh3f03ySXAa4GHquqwrvZR4EVdk72BR6tqSZJFwF3A3d28m6vqjG6ZI4AVwJ7AtcDbq6qSzAMuA44AHgHeUFX3DWt7JKnfn73zb8fdhZ3ube/7+R1abphHJCuA4/oLVfWGqlpSVUuAjwEf75t9z8S8iRDpXAgsBxZ3r4l1ng58s6peAFwAnDeUrZAkTWloQVJVNwLfGDQvSYBfAC6fah1J9gf2qqqbqqroHYGc2M0+Abi0m74KOKZbryRphMZ1juSlwINV9ZW+2kFJvpjkM0le2tUWAGv72qztahPz7geoqs3At4B9h9ttSdJk43pC4ik89WhkPXBgVT3SnRP5ZJJDgUFHGNX9nWreUyRZTm94jAMPPHCHOy1JerqRH5EkmQv8V+CjE7WqeryqHummbwXuAV5I7whkYd/iC4EHuum1wAF963w2WxlKq6qLqmppVS2dP3/gI4clSTtoHENbPwt8uar+fcgqyfwkc7rpn6B3Uv2rVbUe2JTkqO78x6nA1d1i1wCnddMnATd051EkSSM0tCBJcjlwE/CiJGuTnN7NWsbTT7K/DLg9yW30TpyfUVUTRxdnAn8JrKF3pHJdV78Y2DfJGuDXgHcPa1skSVs3tHMkVXXKVupvHlD7GL3LgQe1XwkcNqD+GHByWy8lSa38ZbskqYlBIklqYpBIkpoYJJKkJgaJJKmJQSJJamKQSJKaGCSSpCYGiSSpiUEiSWpikEiSmhgkkqQmBokkqYlBIklqYpBIkpoYJJKkJgaJJKmJQSJJamKQSJKaGCSSpCYGiSSpiUEiSWpikEiSmhgkkqQmBokkqYlBIklqYpBIkpoYJJKkJgaJJKmJQSJJamKQSJKaGCSSpCYGiSSpiUEiSWpikEiSmgwtSJJckuShJHf01d6bZF2SVd3r+L555yRZk+TuJMf21Y9Isrqb9/4k6erzkny0q38uyaJhbYskaeuGeUSyAjhuQP2CqlrSva4FSHIIsAw4tFvmA0nmdO0vBJYDi7vXxDpPB75ZVS8ALgDOG9aGSJK2bmhBUlU3At+YZvMTgCuq6vGquhdYAxyZZH9gr6q6qaoKuAw4sW+ZS7vpq4BjJo5WJEmjM45zJG9Lcns39LVPV1sA3N/XZm1XW9BNT64/ZZmq2gx8C9h30AcmWZ5kZZKVGzdu3HlbIkkaeZBcCBwMLAHWA+/r6oOOJGqK+lTLPL1YdVFVLa2qpfPnz9+uDkuSpjbSIKmqB6tqS1U9AXwQOLKbtRY4oK/pQuCBrr5wQP0pyySZCzyb6Q+lSZJ2kpEGSXfOY8LrgYkruq4BlnVXYh1E76T6LVW1HtiU5Kju/MepwNV9y5zWTZ8E3NCdR5EkjdDcYa04yeXAK4D9kqwFfht4RZIl9Iag7gN+GaCq7kxyJfAlYDNwVlVt6VZ1Jr0rwPYEruteABcDH0qyht6RyLJhbYskaeuGFiRVdcqA8sVTtD8XOHdAfSVw2ID6Y8DJLX2UJLXzl+2SpCYGiSSpiUEiSWpikEiSmhgkkqQmBokkqYlBIklqYpBIkpoYJJKkJgaJJKmJQSJJajK0e21J0o44++yz2bBhA8973vM4//zzx90dTYNBImlG2bBhA+vWrRt3N7QdHNqSJDUxSCRJTQwSSVITg0SS1MQgkSQ1MUgkSU0MEklSE4NEktTEIJEkNTFIJElNDBJJUhODRJLUxCCRJDUxSCRJTQwSSVITn0ciado+87KXD/0zvj93DiR8f+3akXzey2/8zNA/44edRySSpCYGiSSpiUNbGiufzy3NfgaJxsrnc0uzn0NbkqQmBokkqcnQhraSXAK8Fnioqg7ran8I/Dzwb8A9wFuq6tEki4C7gLu7xW+uqjO6ZY4AVgB7AtcCb6+qSjIPuAw4AngEeENV3Tes7dnVfP13XzySz9n8jecAc9n8ja8N/TMP/K3VQ12/tKsa5hHJCuC4SbVPAYdV1eHAvwLn9M27p6qWdK8z+uoXAsuBxd1rYp2nA9+sqhcAFwDn7fxNkCRty9CCpKpuBL4xqfaPVbW5e3szsHCqdSTZH9irqm6qqqJ3BHJiN/sE4NJu+irgmCTZSd2XJE3TOM+RvBW4ru/9QUm+mOQzSV7a1RYAa/varO1qE/PuB+jC6VvAvoM+KMnyJCuTrNy4cePO3AY12m+PJ3junpvZb48nxt0VSTtoLJf/JnkPsBn4SFdaDxxYVY9050Q+meRQYNARRk2sZop5Ty1WXQRcBLB06dKBbTQev374o+PugqRGIw+SJKfROwl/TDdcRVU9DjzeTd+a5B7ghfSOQPqHvxYCD3TTa4EDgLVJ5gLPZtJQmiRp+EY6tJXkOOB/AK+rqu/11ecnmdNN/wS9k+pfrar1wKYkR3XnP04Fru4WuwY4rZs+CbhhIpgkSaMzzMt/LwdeAeyXZC3w2/Su0poHfKo7Lz5xme/LgN9NshnYApxRVRNHF2fy5OW/1/HkeZWLgQ8lWUPvSGTZsLZFkrR1QwuSqjplQPnirbT9GPCxrcxbCRw2oP4YcHJLHyXNPHt3Awt7O8Awa3ivLUkzyhu3eAXfbOMtUiRJTQwSSVITg0SS1MQgkSQ1MUgkSU0MEklSE4NEktTEIJEkNTFIJElNDBJJUhODRJLUxCCRJDUxSCRJTQwSSVITg0SS1MQgkSQ1MUgkSU0MEklSE4NEktTEIJEkNTFIJElNDBJJUhODRJLUxCCRJDWZO+4OSIKzzz6bDRs28LznPY/zzz9/3N2RtotBIs0AGzZsYN26dePuhrRDHNqSJDXxiETahqP/9Oihf8buj+7ObuzG/Y/eP5LP++yvfHbon6Fdh0ckkqQmBokkqYlDW9IMUM8onuAJ6hk17q5I280gkWaAHxz9g3F3QdphDm1JkpoYJJKkJkMLkiSXJHkoyR19teck+VSSr3R/9+mbd06SNUnuTnJsX/2IJKu7ee9Pkq4+L8lHu/rnkiwa1rZIkrZumEckK4DjJtXeDVxfVYuB67v3JDkEWAYc2i3zgSRzumUuBJYDi7vXxDpPB75ZVS8ALgDOG9qWSJK2amhBUlU3At+YVD4BuLSbvhQ4sa9+RVU9XlX3AmuAI5PsD+xVVTdVVQGXTVpmYl1XAcdMHK1IkkZn1OdInltV6wG6vz/W1RcA9/e1W9vVFnTTk+tPWaaqNgPfAvYd9KFJlidZmWTlxo0bd9KmSJJg5pxsH3QkUVPUp1rm6cWqi6pqaVUtnT9//g52UZI0yKiD5MFuuIru70NdfS1wQF+7hcADXX3hgPpTlkkyF3g2Tx9KkyQN2aiD5BrgtG76NODqvvqy7kqsg+idVL+lG/7alOSo7vzHqZOWmVjXScAN3XkUSdIITStIkrwwyfUTl/ImOTzJb25jmcuBm4AXJVmb5HTgfwGvTvIV4NXde6rqTuBK4EvA3wNnVdWWblVnAn9J7wT8PcB1Xf1iYN8ka4Bfo7sCTJI0WtO9RcoHgXcBfwFQVbcn+Wvg97e2QFWdspVZx2yl/bnAuQPqK4HDBtQfA07eZs8lSUM13aGtZ1TVLZNqm3d2ZyRJs890g+ThJAfTXRWV5CRg/dB6JUmaNaY7tHUWcBHwk0nWAfcCbxxaryRJs8a0gqSqvgr8bJJnArtV1abhdkuSNFtM96qt/5lk76r6blVtSrJPkq2eaJck7Tqme47kNVX16MSbqvomcPxQeiRJmlWmGyRzksybeJNkT2DeFO0lSbuI6Z5s/zBwfZK/onfl1lt58s67kqRd2HRPtp+fZDW9HxMG+L2q+oeh9kySNCtM94iEqrqOJ29PIkkSsI0gSfIvVfWSJJt46i3aA1RV7TXU3kmSZrwpg6SqXtL9fdZouiNJmm22edVWkt0m7vorSdJk2wySqnoCuC3JgSPojyRplpnuyfb9gTuT3AJ8d6JYVa8bSq8kSbPGdIPkd4baC0nSrLWtq7b2AM4AXgCsBi6uKp9DIkn6d9s6R3IpsJReiLwGeN/QeyRJmlW2NbR1SFW9GCDJxcDkpyRKknZx2zoi+cHEhENakqRBtnVE8lNJvt1NB9ize+8v2yVJwLZ/2T5nVB2RJM1O030eiSRJAxkkkqQmBokkqYlBIklqYpBIkpoYJJKkJgaJJKmJQSJJamKQSJKaGCSSpCYGiSSpiUEiSWpikEiSmow8SJK8KMmqvte3k7wjyXuTrOurH9+3zDlJ1iS5O8mxffUjkqzu5r0/SUa9PZK0qxt5kFTV3VW1pKqWAEcA3wM+0c2+YGJeVV0LkOQQYBlwKHAc8IEkE7e3vxBYDizuXseNbkskSTD+oa1jgHuq6mtTtDkBuKKqHq+qe4E1wJFJ9gf2qqqbqqqAy4ATh95jSdJTjDtIlgGX971/W5Lbk1ySZJ+utgC4v6/N2q62oJueXH+aJMuTrEyycuPGjTuv95Kk8QVJkt2B1wF/05UuBA4GlgDrgfdNNB2weE1Rf3qx6qKqWlpVS+fPn9/SbUnSJOM8InkN8IWqehCgqh6sqi1V9QTwQeDIrt1a4IC+5RYCD3T1hQPqkqQRGmeQnELfsFZ3zmPC64E7uulrgGVJ5iU5iN5J9Vuqaj2wKclR3dVapwJXj6brkqQJc8fxoUmeAbwa+OW+8vlJltAbnrpvYl5V3ZnkSuBLwGbgrKra0i1zJrAC2BO4rntJkkZoLEFSVd8D9p1Ue9MU7c8Fzh1QXwkcttM7KEmatnFftSVJmuUMEklSE4NEktTEIJEkNTFIJElNDBJJUhODRJLUxCCRJDUxSCRJTQwSSVITg0SS1MQgkSQ1MUgkSU0MEklSE4NEktTEIJEkNTFIJElNDBJJUhODRJLUxCCRJDUxSCRJTQwSSVITg0SS1MQgkSQ1MUgkSU0MEklSE4NEktTEIJEkNTFIJElNDBJJUhODRJLUxCCRJDUxSCRJTQwSSVITg0SS1GQsQZLkviSrk6xKsrKrPSfJp5J8pfu7T1/7c5KsSXJ3kmP76kd061mT5P1JMo7t2V5nn302p556Kmefffa4uyJJzcZ5RPLKqlpSVUu79+8Grq+qxcD13XuSHAIsAw4FjgM+kGROt8yFwHJgcfc6boT932EbNmxg3bp1bNiwYdxdkaRmM2lo6wTg0m76UuDEvvoVVfV4Vd0LrAGOTLI/sFdV3VRVBVzWt4wkaUTmjulzC/jHJAX8RVVdBDy3qtYDVNX6JD/WtV0A3Ny37Nqu9oNuenL9aZIsp3fkwoEHHrjVTh3xrst2aGO217Me3sQc4OsPbxr6Z976h6cOdf2SNK4gObqqHujC4lNJvjxF20HnPWqK+tOLvaC6CGDp0qUD20iSdsxYhraq6oHu70PAJ4AjgQe74Sq6vw91zdcCB/QtvhB4oKsvHFCf8Z7Y/ZlsmbcXT+z+zHF3RZKajTxIkjwzybMmpoGfA+4ArgFO65qdBlzdTV8DLEsyL8lB9E6q39INg21KclR3tdapfcvMaN9d/HNsOvT1fHfxz427K5LUbBxDW88FPtFdqTsX+Ouq+vsknweuTHI68HXgZICqujPJlcCXgM3AWVW1pVvXmcAKYE/guu4lSRqhkQdJVX0V+KkB9UeAY7ayzLnAuQPqK4HDdnYfJUnTN5Mu/5UkzUIGiSSpiUEiSWpikEiSmhgkkqQmBokkqYlBIklqYpBIkpoYJJKkJgaJJKmJQSJJamKQSJKaGCSSpCYGiSSpiUEiSWpikEiSmhgkkqQmBokkqYlBIklqYpBIkpoYJJKkJgaJJKmJQSJJamKQSJKaGCSSpCYGiSSpiUEiSWpikEiSmhgkkqQmBokkqYlBIklqYpBIkpoYJJKkJgaJJKnJyIMkyQFJPp3kriR3Jnl7V39vknVJVnWv4/uWOSfJmiR3Jzm2r35EktXdvPcnyai3R5J2dXPH8JmbgXdW1ReSPAu4NcmnunkXVNUf9TdOcgiwDDgUeD7wT0leWFVbgAuB5cDNwLXAccB1I9oOSRJjOCKpqvVV9YVuehNwF7BgikVOAK6oqser6l5gDXBkkv2Bvarqpqoq4DLgxOH2XpI02VjPkSRZBPxH4HNd6W1Jbk9ySZJ9utoC4P6+xdZ2tQXd9OS6JGmExhYkSX4U+Bjwjqr6Nr1hqoOBJcB64H0TTQcsXlPUB33W8iQrk6zcuHFja9clSX3GEiRJfoReiHykqj4OUFUPVtWWqnoC+CBwZNd8LXBA3+ILgQe6+sIB9aepqouqamlVLZ0/f/7O3RhJ2sWN46qtABcDd1XVH/fV9+9r9nrgjm76GmBZknlJDgIWA7dU1XpgU5KjunWeClw9ko2QJP27cVy1dTTwJmB1klVd7TeAU5IsoTc8dR/wywBVdWeSK4Ev0bvi66zuii2AM4EVwJ70rtbyii1JGrGRB0lV/QuDz29cO8Uy5wLnDqivBA7beb2TJG0vf9kuSWpikEiSmhgkkqQmBokkqYlBIklqYpBIkpoYJJKkJgaJJKmJQSJJamKQSJKaGCSSpCYGiSSpiUEiSWpikEiSmhgkkqQmBokkqYlBIklqYpBIkpoYJJKkJgaJJKmJQSJJamKQSJKaGCSSpCYGiSSpiUEiSWpikEiSmhgkkqQmBokkqYlBIklqYpBIkpoYJJKkJgaJJKmJQSJJamKQSJKaGCSSpCazPkiSHJfk7iRrkrx73P2RpF3NrA6SJHOA/w28BjgEOCXJIePtlSTtWmZ1kABHAmuq6qtV9W/AFcAJY+6TJO1SZnuQLADu73u/tqtJkkYkVTXuPuywJCcDx1bVf+/evwk4sqp+ZVK75cDy7u2LgLtH2tHB9gMeHncnZgj3RY/74UnuiyfNlH3x41U1f9CMuaPuyU62Fjig7/1C4IHJjarqIuCiUXVqOpKsrKql4+7HTOC+6HE/PMl98aTZsC9m+9DW54HFSQ5KsjuwDLhmzH2SpF3KrD4iqarNSd4G/AMwB7ikqu4cc7ckaZcyq4MEoKquBa4ddz92wIwaahsz90WP++FJ7osnzfh9MatPtkuSxm+2nyORJI2ZQTLDJHlFkv887n5sS5IDknw6yV1J7kzy9u1YdkmS44fZv3FKckmSh5LcsZ3Lzfr9kmSPJLckua37XvzOdiw767d/kCRzknwxyd9txzKzal8YJDPPK4AZHyTAZuCdVfUfgKOAs7bj9jRLgFnzL8kOWAEctwPLLWH275fHgVdV1U/R257jkhw1zWWXMPu3f5C3A3dt5zJLmE37oqp8beMFLKL3RfggcCfwj8Ce9P5h3wzcDnwC2Kdr/8/AecAtwL8CL93Ken8V+FK3/BXd52wA1gGrgJcCPw5c37W5HjiwW3YF8OfA/+0+47Vj3kdXA68eUD8ZuAO4DbgR2B34OrCx28Y3AM8BPtlt483A4d2y7wU+BNwAfAX4pa6+f7euVd26B+7fGfCduWOK+Tt9v8y0F/AM4AvAf9pVvxf0ftt2PfAq4O9G9V0Y9b4Y+5dtNry6/yhsBpZ0768E3tj9Q315V/td4E+66X8G3tdNHw/801bW+wAwr5veu++L8et9bf4WOK2bfivwyW56BfD39I4qF9P7ceYeY9w/Xwf2GjBvNbBg0ja+GfizvjZ/Cvx2N/0qYFXfvriNXmjvR+92OM8H3gm8p2szB3jWuL8jW9knUwXJTt8v497mvn7P6f4D9h3gvFFt/0z8XgBXAUfQG2nYWpDM+n3h0Nb03VtVq7rpW4GD6f1D/0xXuxR4WV/7j/e1XbSVdd4OfCTJG+kF1SA/A/x1N/0h4CV9866sqieq6ivAV4GfnN6m7DxJfhT4GPCOqvr2gCafBVYk+SV6X+hBXkJv26iqG4B9kzy7m3d1VX2/qh4GPk3vRp2fB96S5L3Ai6tq007boNEZxn6ZEapqS1Utofd/40cmOWxAsx/670WS1wIPVdWt22g66/eFQTJ9j/dNbwH2nmb7LXS/10nyV0lWJZn43ct/oXcb/COAW5NM53c9tZXpQe+HKsmP0AuRj1TVxwe1qaozgN+kdyubVUn2HbSqQYtO+tu3yrqRXmivAz6U5NQd6f84DWO/7MTu7RRV9Si9o/OnnS/aRb4XRwOvS3IfvaHrVyX58ORGPwz7wiDZcd8Cvpnkpd37NwGfmaI9VfWWqlpSVccn2Q04oKo+DZxNL5h+FNgEPKtvsf9H79YvAL8I/EvfvJOT7JbkYOAnGOHNKJMEuBi4q6r+eIp2B1fV56rqt+jdeO4Anr6NN9LbNpK8Ani47+jmhO5KoH3pDQ98PsmP0/s/vQ92ffjpnbltozCM/TKirk8pyfwke3fTewI/C3x5QLsf+u9FVZ1TVQurahG9f4dvqKo3Tm73w7AvZv0v28fsNODPkzyD3tDSW7Zj2TnAh7vD0wAXVNWjSf4WuCrJCcCv0Dshf0mSd9E7+db/GXfTC6/nAmdU1WPNWzR9R9MLz9VJVnW136jenQb6/WGSxfS28Xp647lfB97dLfcH9MZ5/yrJ7cD36O3XCbcA/wc4EPi9qnogyWnAu5L8gN44/Lj/z/MpklxO71/o/ZKspTe2ffGkZjt9vwxtg7bP/sCl3UPndqM3/Drostdd7nsxhVm/L/xl+yyVZAW9k3dXjbsvw9KN736nqv5o3H2ZSXb1/bKrb3+/mbIvHNqSJDXxiESS1MQjEklSE4NEktTEIJEkNTFIJElNDBJpCkn27e5GsCrJhiTr+t7vPqntO7rfFG1rnf+cZOkU89+aZHWS25Pc0f2miCRvTvL89q2Sdi5/kChNoaoeoXeX5+lcs/8O4MP0fjC2Q5IsBN4D/HRVfau7l9n8bvab6d3Jdab8+FACPCKRtluSY7oHFa1O7yFW85L8Kr27rn46yae7dhcmWZnte8DTj9G7PcZ3AKrqO1V1b5KTgKX0bvK5Ksmeg/rRfe59Sc5L7wFTtyR5QVc/uTvCuS3JjTt5t2gXZpBI22cPerfwf0NVvZjeUf2ZVfV+ekcKr6yqV3Zt31NVS4HDgZcnOXwa678NeBC4t7vJ588DdHcwWAn8Yndn3RrUj771fLuqjgT+DPiTrvZbwLHVe+jU63Zg26WBDBJp+8yh90iBf+3eT358QL9fSPIF4IvAocA2nyBZVVvo3S33JHoPLLugG1Kb7EXb6MflfX9/ppuezu3Kpe1mkEjb57vTaZTkIODXgWOq6nB6N9XbYzrLVs8tVfUH9O4a+98GfcS2VjN5epq3K5e2m0EibZ89gEUT5x146uMD+m/9vRe90PlWkucCr5nOypM8P0n/Lb+XAF8bsP4vT9EP6D2edeLvTd26B92uXGrmVVvS9nmM3q38/ya9B5F9Hvjzbt5FwHVJ1lfVK5N8EbiT3iMGPjvN9f8I8EfdZb6P0Xt0wBndvBX0HlvwfXrDVVvrB8C8JJ+j9z+Lp3S1Qbcrl5p500bph0x6T+Rb2j16VRo6h7YkSU08IpHGpBt6mjep/KaqWj2O/kg7yiCRJDVxaEuS1MQgkSQ1MUgkSU0MEklSE4NEktTk/wPR5HUjm4i2jgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,6))\n",
    "sns.barplot(x=\"Total_Stops\",y='Price', data=fare)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Time taken by plane to reach destination is called Duration\n",
    "# It is the differnce between Departure Time and Arrival time\n",
    "\n",
    "\n",
    "# Assigning and converting Duration column into list\n",
    "duration = list(fare[\"Duration\"])\n",
    "\n",
    "for i in range(len(duration)):\n",
    "    if len(duration[i].split()) != 2:    # Check if duration contains only hour or mins\n",
    "        if \"h\" in duration[i]:\n",
    "            duration[i] = duration[i].strip() + \" 0m\"   # Adds 0 minute\n",
    "        else:\n",
    "            duration[i] = \"0h \" + duration[i]           # Adds 0 hour\n",
    "\n",
    "duration_hours = []\n",
    "duration_mins = []\n",
    "for i in range(len(duration)):\n",
    "    duration_hours.append(int(duration[i].split(sep = \"h\")[0]))    # Extract hours from duration\n",
    "    duration_mins.append(int(duration[i].split(sep = \"m\")[0].split()[-1]))   # Extracts only minutes from duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Adding duration_hours and duration_mins list to train_data dataframe\n",
    "\n",
    "fare[\"Duration_hours\"] = duration_hours\n",
    "fare[\"Duration_mins\"] = duration_mins\n",
    "\n",
    "fare=fare.drop(['Duration'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [],
   "source": [
    "fare.replace({'Total_Stops':{'non-stop':0,'1 stop':1,'2 stops':2,'3 stops':3,'4 stops':4}},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [],
   "source": [
    "# As Source, Airline, Destination is Nominal Categorical data we will perform OneHotEncoding\n",
    "\n",
    "Airline = fare[[\"Airline\"]]\n",
    "\n",
    "Airline = pd.get_dummies(Airline, drop_first= True)\n",
    "\n",
    "\n",
    "Source = fare[[\"Source\"]]\n",
    "\n",
    "Source = pd.get_dummies(Source, drop_first= True)\n",
    "\n",
    "\n",
    "Destination = fare[[\"Destination\"]]\n",
    "\n",
    "Destination = pd.get_dummies(Destination, drop_first= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Concatenate dataframe --> fare + Airline + Source + Destination\n",
    "\n",
    "fare = pd.concat([fare, Airline, Source, Destination], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [],
   "source": [
    "fare=fare.drop(['Airline','Source','Destination'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "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>Total_Stops</th>\n",
       "      <th>Price</th>\n",
       "      <th>Duration_hours</th>\n",
       "      <th>Duration_mins</th>\n",
       "      <th>Airline_Air India</th>\n",
       "      <th>Airline_GoAir</th>\n",
       "      <th>Airline_IndiGo</th>\n",
       "      <th>Airline_Jet Airways</th>\n",
       "      <th>Airline_Jet Airways Business</th>\n",
       "      <th>Airline_Multiple carriers</th>\n",
       "      <th>...</th>\n",
       "      <th>Airline_Vistara Premium economy</th>\n",
       "      <th>Source_Chennai</th>\n",
       "      <th>Source_Delhi</th>\n",
       "      <th>Source_Kolkata</th>\n",
       "      <th>Source_Mumbai</th>\n",
       "      <th>Destination_Cochin</th>\n",
       "      <th>Destination_Delhi</th>\n",
       "      <th>Destination_Hyderabad</th>\n",
       "      <th>Destination_Kolkata</th>\n",
       "      <th>Destination_New Delhi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3897</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>7662</td>\n",
       "      <td>7</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>13882</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>6218</td>\n",
       "      <td>5</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>13302</td>\n",
       "      <td>4</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Total_Stops  Price  Duration_hours  Duration_mins  Airline_Air India  \\\n",
       "0            0   3897               2             50                  0   \n",
       "1            2   7662               7             25                  1   \n",
       "2            2  13882              19              0                  0   \n",
       "3            1   6218               5             25                  0   \n",
       "4            1  13302               4             45                  0   \n",
       "\n",
       "   Airline_GoAir  Airline_IndiGo  Airline_Jet Airways  \\\n",
       "0              0               1                    0   \n",
       "1              0               0                    0   \n",
       "2              0               0                    1   \n",
       "3              0               1                    0   \n",
       "4              0               1                    0   \n",
       "\n",
       "   Airline_Jet Airways Business  Airline_Multiple carriers  ...  \\\n",
       "0                             0                          0  ...   \n",
       "1                             0                          0  ...   \n",
       "2                             0                          0  ...   \n",
       "3                             0                          0  ...   \n",
       "4                             0                          0  ...   \n",
       "\n",
       "   Airline_Vistara Premium economy  Source_Chennai  Source_Delhi  \\\n",
       "0                                0               0             0   \n",
       "1                                0               0             0   \n",
       "2                                0               0             1   \n",
       "3                                0               0             0   \n",
       "4                                0               0             0   \n",
       "\n",
       "   Source_Kolkata  Source_Mumbai  Destination_Cochin  Destination_Delhi  \\\n",
       "0               0              0                   0                  0   \n",
       "1               1              0                   0                  0   \n",
       "2               0              0                   1                  0   \n",
       "3               1              0                   0                  0   \n",
       "4               0              0                   0                  0   \n",
       "\n",
       "   Destination_Hyderabad  Destination_Kolkata  Destination_New Delhi  \n",
       "0                      0                    0                      1  \n",
       "1                      0                    0                      0  \n",
       "2                      0                    0                      0  \n",
       "3                      0                    0                      0  \n",
       "4                      0                    0                      1  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fare.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finding co-relation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 293,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "sns.heatmap(fare.corr(),annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Spliting data by train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=fare.drop('Price',axis=1)\n",
    "y=fare['Price']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scaling Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "x_train,x_test,y_train,y_test = train_test_split(x,y,test_size=.20, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Scaling Data\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "sc = StandardScaler()\n",
    "x_train = sc.fit_transform(x_train)\n",
    "x_test = sc.transform(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Model Training and Testing\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.ensemble import AdaBoostRegressor,GradientBoostingRegressor,RandomForestRegressor\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "from xgboost import XGBRFRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr=LinearRegression()\n",
    "\n",
    "knn = KNeighborsRegressor(n_neighbors=10)\n",
    "\n",
    "dt = DecisionTreeRegressor(max_depth = 3)\n",
    "\n",
    "rf = RandomForestRegressor(max_depth = 3, n_estimators=500)\n",
    "\n",
    "ada = AdaBoostRegressor( n_estimators=50, learning_rate =.01)\n",
    "\n",
    "gbr = GradientBoostingRegressor(max_depth=2, n_estimators=100, learning_rate =.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5423843075770578"
      ]
     },
     "execution_count": 299,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Testing with linear regression\n",
    "lr = LinearRegression()\n",
    "lr.fit(x_train,y_train)\n",
    "\n",
    "y_pred = lr.predict(x_test)\n",
    "from sklearn.metrics import r2_score\n",
    "r1 = r2_score(y_test,y_pred)\n",
    "r1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5886253513852242"
      ]
     },
     "execution_count": 300,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Testing with KNeighborsRegressor\n",
    "knn = KNeighborsRegressor(n_neighbors=10)\n",
    "knn.fit(x_train,y_train)\n",
    "\n",
    "y_pred = knn.predict(x_test)\n",
    "from sklearn.metrics import r2_score\n",
    "r2 = r2_score(y_test,y_pred)\n",
    "r2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4649580275654245"
      ]
     },
     "execution_count": 301,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Testing with DecisionTreeRegressor\n",
    "dt = DecisionTreeRegressor(max_depth = 3)\n",
    "dt.fit(x_train,y_train)\n",
    "\n",
    "y_pred = dt.predict(x_test)\n",
    "from sklearn.metrics import r2_score\n",
    "r3 = r2_score(y_test,y_pred)\n",
    "r3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4844339994587764"
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Testing with RandomForestRegressor\n",
    "rf = RandomForestRegressor(max_depth = 3, n_estimators=500)\n",
    "rf.fit(x_train,y_train)\n",
    "\n",
    "y_pred = rf.predict(x_test)\n",
    "from sklearn.metrics import r2_score\n",
    "r4 = r2_score(y_test,y_pred)\n",
    "r4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4686684768613292"
      ]
     },
     "execution_count": 303,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Testing with AdaBoostRegressor\n",
    "ada = AdaBoostRegressor( n_estimators=50, learning_rate =.01)\n",
    "ada.fit(x_train,y_train)\n",
    "\n",
    "y_pred = ada.predict(x_test)\n",
    "from sklearn.metrics import r2_score\n",
    "r5 = r2_score(y_test,y_pred)\n",
    "r5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5816420132980991"
      ]
     },
     "execution_count": 304,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Testing with GradientBoostingRegressor\n",
    "gbr = GradientBoostingRegressor(max_depth=2, n_estimators=100, learning_rate =.2)\n",
    "gbr.fit(x_train,y_train)\n",
    "\n",
    "y_pred = gbr.predict(x_test)\n",
    "from sklearn.metrics import r2_score\n",
    "r6 = r2_score(y_test,y_pred)\n",
    "r6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "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>Model</th>\n",
       "      <th>R Square</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>linear Regression</td>\n",
       "      <td>0.542384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>KNeighbors</td>\n",
       "      <td>0.588625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Decision Tree</td>\n",
       "      <td>0.464958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RandomForest</td>\n",
       "      <td>0.484434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AdaBoost</td>\n",
       "      <td>0.468668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>GradientBoosting</td>\n",
       "      <td>0.581642</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Model  R Square\n",
       "0  linear Regression  0.542384\n",
       "1         KNeighbors  0.588625\n",
       "2      Decision Tree  0.464958\n",
       "3       RandomForest  0.484434\n",
       "4           AdaBoost  0.468668\n",
       "5   GradientBoosting  0.581642"
      ]
     },
     "execution_count": 305,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Model Results\n",
    "metric_results= {'Model': ['linear Regression', 'KNeighbors', 'Decision Tree','RandomForest','AdaBoost','GradientBoosting'], \n",
    "                 'R Square': [r1, r2, r3,r4,r5,r6]}\n",
    "metrics= pd.DataFrame(metric_results)\n",
    "metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e63d26ac10>"
      ]
     },
     "execution_count": 309,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "prediction= pd.DataFrame({'actual Price': y_test, 'predicted Price': y_pred})\n",
    "sns.relplot(data=prediction, x='actual Price', y='predicted Price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 1920.456655727957\n",
      "MSE: 8858214.296835769\n",
      "RMSE: 2976.275238756619\n"
     ]
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "print('MAE:', metrics.mean_absolute_error(y_test, y_pred))\n",
    "print('MSE:', metrics.mean_squared_error(y_test, y_pred))\n",
    "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}