Prediction of Price of used cars  (1).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prediction of price of used cars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory data analysis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.lines as mlines\n",
    "%matplotlib inline\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.preprocessing import RobustScaler\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.compose import ColumnTransformer \n",
    "from sklearn.compose import make_column_transformer\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "import xgboost as xgb\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import r2_score\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.model_selection import cross_val_score\n",
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python: 3.8.3 (default, Jul  2 2020, 17:30:36) [MSC v.1916 64 bit (AMD64)]\n",
      "Numpy: 1.18.5\n",
      "Pandas: 1.0.5\n",
      "Matplotlib: 3.2.2\n",
      "Seaborn: 0.10.1\n",
      "Statsmodels.api: 0.11.1\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print(\"Python: {}\".format(sys.version))\n",
    "import numpy as np\n",
    "print(\"Numpy: {}\".format(np.__version__))\n",
    "import pandas as pd\n",
    "print(\"Pandas: {}\".format(pd.__version__))\n",
    "import matplotlib \n",
    "print(\"Matplotlib: {}\".format(matplotlib.__version__))\n",
    "import seaborn as sns\n",
    "print(\"Seaborn: {}\".format(sns.__version__))\n",
    "import statsmodels.api as sm\n",
    "print(\"Statsmodels.api: {}\".format(sm.__version__))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_excel(r'Data_Train.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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>Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Year</th>\n",
       "      <th>Kilometers_Driven</th>\n",
       "      <th>Fuel_Type</th>\n",
       "      <th>Transmission</th>\n",
       "      <th>Owner_Type</th>\n",
       "      <th>Mileage</th>\n",
       "      <th>Engine</th>\n",
       "      <th>Power</th>\n",
       "      <th>Seats</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Maruti Wagon R LXI CNG</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>2010</td>\n",
       "      <td>72000</td>\n",
       "      <td>CNG</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>26.6 km/kg</td>\n",
       "      <td>998 CC</td>\n",
       "      <td>58.16 bhp</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hyundai Creta 1.6 CRDi SX Option</td>\n",
       "      <td>Pune</td>\n",
       "      <td>2015</td>\n",
       "      <td>41000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>19.67 kmpl</td>\n",
       "      <td>1582 CC</td>\n",
       "      <td>126.2 bhp</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Honda Jazz V</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>2011</td>\n",
       "      <td>46000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>18.2 kmpl</td>\n",
       "      <td>1199 CC</td>\n",
       "      <td>88.7 bhp</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Maruti Ertiga VDI</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>2012</td>\n",
       "      <td>87000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>20.77 kmpl</td>\n",
       "      <td>1248 CC</td>\n",
       "      <td>88.76 bhp</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Audi A4 New 2.0 TDI Multitronic</td>\n",
       "      <td>Coimbatore</td>\n",
       "      <td>2013</td>\n",
       "      <td>40670</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>Second</td>\n",
       "      <td>15.2 kmpl</td>\n",
       "      <td>1968 CC</td>\n",
       "      <td>140.8 bhp</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17.74</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Name    Location  Year  Kilometers_Driven  \\\n",
       "0            Maruti Wagon R LXI CNG      Mumbai  2010              72000   \n",
       "1  Hyundai Creta 1.6 CRDi SX Option        Pune  2015              41000   \n",
       "2                      Honda Jazz V     Chennai  2011              46000   \n",
       "3                 Maruti Ertiga VDI     Chennai  2012              87000   \n",
       "4   Audi A4 New 2.0 TDI Multitronic  Coimbatore  2013              40670   \n",
       "\n",
       "  Fuel_Type Transmission Owner_Type     Mileage   Engine      Power  Seats  \\\n",
       "0       CNG       Manual      First  26.6 km/kg   998 CC  58.16 bhp    5.0   \n",
       "1    Diesel       Manual      First  19.67 kmpl  1582 CC  126.2 bhp    5.0   \n",
       "2    Petrol       Manual      First   18.2 kmpl  1199 CC   88.7 bhp    5.0   \n",
       "3    Diesel       Manual      First  20.77 kmpl  1248 CC  88.76 bhp    7.0   \n",
       "4    Diesel    Automatic     Second   15.2 kmpl  1968 CC  140.8 bhp    5.0   \n",
       "\n",
       "   Price  \n",
       "0   1.75  \n",
       "1  12.50  \n",
       "2   4.50  \n",
       "3   6.00  \n",
       "4  17.74  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Pre-Processing:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6019, 12)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         Mumbai\n",
       "1           Pune\n",
       "2        Chennai\n",
       "3     Coimbatore\n",
       "4      Hyderabad\n",
       "5         Jaipur\n",
       "6          Kochi\n",
       "7        Kolkata\n",
       "8          Delhi\n",
       "9      Bangalore\n",
       "10     Ahmedabad\n",
       "dtype: object"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cities=pd.Series(data.Location.unique())\n",
    "cities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "year=data.Year.nunique()\n",
    "year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         CNG\n",
       "1      Diesel\n",
       "2      Petrol\n",
       "3         LPG\n",
       "4    Electric\n",
       "dtype: object"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fuel_type=pd.Series(data.Fuel_Type.unique())\n",
    "fuel_type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             First\n",
       "1            Second\n",
       "2    Fourth & Above\n",
       "3             Third\n",
       "dtype: object"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "owner=pd.Series(data.Owner_Type.unique())\n",
    "owner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       Manual\n",
       "1    Automatic\n",
       "dtype: object"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trans=pd.Series(data.Transmission.unique())\n",
    "trans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Handling of missing values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name                  0\n",
       "Location              0\n",
       "Year                  0\n",
       "Kilometers_Driven     0\n",
       "Fuel_Type             0\n",
       "Transmission          0\n",
       "Owner_Type            0\n",
       "Mileage               2\n",
       "Engine               36\n",
       "Power                36\n",
       "Seats                42\n",
       "Price                 0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name                 0\n",
       "Location             0\n",
       "Year                 0\n",
       "Kilometers_Driven    0\n",
       "Fuel_Type            0\n",
       "Transmission         0\n",
       "Owner_Type           0\n",
       "Mileage              0\n",
       "Engine               0\n",
       "Power                0\n",
       "Seats                0\n",
       "Price                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Types:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Year  Kilometers_Driven        Seats        Price\n",
      "count  5975.000000       5.975000e+03  5975.000000  5975.000000\n",
      "mean   2013.386778       5.867431e+04     5.278828     9.501647\n",
      "std       3.247238       9.155851e+04     0.808959    11.205736\n",
      "min    1998.000000       1.710000e+02     0.000000     0.440000\n",
      "25%    2012.000000       3.390800e+04     5.000000     3.500000\n",
      "50%    2014.000000       5.300000e+04     5.000000     5.650000\n",
      "75%    2016.000000       7.300000e+04     5.000000     9.950000\n",
      "max    2019.000000       6.500000e+06    10.000000   160.000000\n",
      "                               Name    Location  Year  Kilometers_Driven  \\\n",
      "0            Maruti Wagon R LXI CNG      Mumbai  2010              72000   \n",
      "1  Hyundai Creta 1.6 CRDi SX Option        Pune  2015              41000   \n",
      "2                      Honda Jazz V     Chennai  2011              46000   \n",
      "3                 Maruti Ertiga VDI     Chennai  2012              87000   \n",
      "4   Audi A4 New 2.0 TDI Multitronic  Coimbatore  2013              40670   \n",
      "\n",
      "  Fuel_Type Transmission Owner_Type     Mileage   Engine      Power  Seats  \\\n",
      "0       CNG       Manual      First  26.6 km/kg   998 CC  58.16 bhp    5.0   \n",
      "1    Diesel       Manual      First  19.67 kmpl  1582 CC  126.2 bhp    5.0   \n",
      "2    Petrol       Manual      First   18.2 kmpl  1199 CC   88.7 bhp    5.0   \n",
      "3    Diesel       Manual      First  20.77 kmpl  1248 CC  88.76 bhp    7.0   \n",
      "4    Diesel    Automatic     Second   15.2 kmpl  1968 CC  140.8 bhp    5.0   \n",
      "\n",
      "   Price  \n",
      "0   1.75  \n",
      "1  12.50  \n",
      "2   4.50  \n",
      "3   6.00  \n",
      "4  17.74  \n"
     ]
    }
   ],
   "source": [
    "print(data.describe())\n",
    "print(data.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Name',\n",
       " 'Location',\n",
       " 'Year',\n",
       " 'Kilometers_Driven',\n",
       " 'Fuel_Type',\n",
       " 'Transmission',\n",
       " 'Owner_Type',\n",
       " 'Mileage',\n",
       " 'Engine',\n",
       " 'Power',\n",
       " 'Seats',\n",
       " 'Price']"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col=data.columns.tolist()\n",
    "col"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name                  object\n",
       "Location              object\n",
       "Year                   int64\n",
       "Kilometers_Driven      int64\n",
       "Fuel_Type             object\n",
       "Transmission          object\n",
       "Owner_Type            object\n",
       "Mileage               object\n",
       "Engine                object\n",
       "Power                 object\n",
       "Seats                float64\n",
       "Price                float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "'Mileage', 'Engine', 'Power' are certain labels that must be converted to numeric data type like for int or float for better predictions. Thus, we convert them into float data type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              0                           1\n",
      "0        Maruti             Wagon R LXI CNG\n",
      "1       Hyundai    Creta 1.6 CRDi SX Option\n",
      "2         Honda                      Jazz V\n",
      "3        Maruti                  Ertiga VDI\n",
      "4          Audi  A4 New 2.0 TDI Multitronic\n",
      "...         ...                         ...\n",
      "6014     Maruti                   Swift VDI\n",
      "6015    Hyundai            Xcent 1.1 CRDi S\n",
      "6016   Mahindra                Xylo D4 BSIV\n",
      "6017     Maruti                 Wagon R VXI\n",
      "6018  Chevrolet                 Beat Diesel\n",
      "\n",
      "[5975 rows x 2 columns]\n"
     ]
    },
    {
     "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>Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Year</th>\n",
       "      <th>Kilometers_Driven</th>\n",
       "      <th>Fuel_Type</th>\n",
       "      <th>Transmission</th>\n",
       "      <th>Owner_Type</th>\n",
       "      <th>Mileage</th>\n",
       "      <th>Engine</th>\n",
       "      <th>Power</th>\n",
       "      <th>Seats</th>\n",
       "      <th>Price</th>\n",
       "      <th>Brand</th>\n",
       "      <th>Model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Maruti Wagon R LXI CNG</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>10</td>\n",
       "      <td>72000</td>\n",
       "      <td>CNG</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>26.6</td>\n",
       "      <td>998</td>\n",
       "      <td>58.16</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Maruti</td>\n",
       "      <td>Wagon R LXI CNG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hyundai Creta 1.6 CRDi SX Option</td>\n",
       "      <td>Pune</td>\n",
       "      <td>5</td>\n",
       "      <td>41000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>19.67</td>\n",
       "      <td>1582</td>\n",
       "      <td>126.2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.50</td>\n",
       "      <td>Hyundai</td>\n",
       "      <td>Creta 1.6 CRDi SX Option</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Honda Jazz V</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>9</td>\n",
       "      <td>46000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>18.2</td>\n",
       "      <td>1199</td>\n",
       "      <td>88.7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>Honda</td>\n",
       "      <td>Jazz V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Maruti Ertiga VDI</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>8</td>\n",
       "      <td>87000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First</td>\n",
       "      <td>20.77</td>\n",
       "      <td>1248</td>\n",
       "      <td>88.76</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>Maruti</td>\n",
       "      <td>Ertiga VDI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Audi A4 New 2.0 TDI Multitronic</td>\n",
       "      <td>Coimbatore</td>\n",
       "      <td>7</td>\n",
       "      <td>40670</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>Second</td>\n",
       "      <td>15.2</td>\n",
       "      <td>1968</td>\n",
       "      <td>140.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17.74</td>\n",
       "      <td>Audi</td>\n",
       "      <td>A4 New 2.0 TDI Multitronic</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Name    Location  Year  Kilometers_Driven  \\\n",
       "0            Maruti Wagon R LXI CNG      Mumbai    10              72000   \n",
       "1  Hyundai Creta 1.6 CRDi SX Option        Pune     5              41000   \n",
       "2                      Honda Jazz V     Chennai     9              46000   \n",
       "3                 Maruti Ertiga VDI     Chennai     8              87000   \n",
       "4   Audi A4 New 2.0 TDI Multitronic  Coimbatore     7              40670   \n",
       "\n",
       "  Fuel_Type Transmission Owner_Type Mileage Engine  Power  Seats  Price  \\\n",
       "0       CNG       Manual      First    26.6    998  58.16    5.0   1.75   \n",
       "1    Diesel       Manual      First   19.67   1582  126.2    5.0  12.50   \n",
       "2    Petrol       Manual      First    18.2   1199   88.7    5.0   4.50   \n",
       "3    Diesel       Manual      First   20.77   1248  88.76    7.0   6.00   \n",
       "4    Diesel    Automatic     Second    15.2   1968  140.8    5.0  17.74   \n",
       "\n",
       "     Brand                       Model  \n",
       "0   Maruti             Wagon R LXI CNG  \n",
       "1  Hyundai    Creta 1.6 CRDi SX Option  \n",
       "2    Honda                      Jazz V  \n",
       "3   Maruti                  Ertiga VDI  \n",
       "4     Audi  A4 New 2.0 TDI Multitronic  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp = data[\"Name\"].str.split(\" \", n = 1, expand = True)\n",
    "print(temp)\n",
    "data['Brand']=temp[0]\n",
    "data['Model']=temp[1]\n",
    "data['Engine']=data.Engine.str.split(\" \").str[0]\n",
    "data['Power']=data.Power.str.split(\" \").str[0]\n",
    "data['Mileage']=data.Mileage.str.split(\" \").str[0]\n",
    "data['Year']=np.subtract(2020,data['Year'])\n",
    "data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name                 0\n",
      "Location             0\n",
      "Year                 0\n",
      "Kilometers_Driven    0\n",
      "Fuel_Type            0\n",
      "Transmission         0\n",
      "Owner_Type           0\n",
      "Mileage              0\n",
      "Engine               0\n",
      "Power                0\n",
      "Seats                0\n",
      "Price                0\n",
      "Brand                0\n",
      "Model                0\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Location              object\n",
       "Year                 float64\n",
       "Kilometers_Driven    float64\n",
       "Fuel_Type             object\n",
       "Transmission          object\n",
       "Owner_Type            object\n",
       "Mileage              float64\n",
       "Engine               float64\n",
       "Power                float64\n",
       "Seats                float64\n",
       "Price                float64\n",
       "Brand                 object\n",
       "Model                 object\n",
       "dtype: object"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Power'].replace('null ',float('NaN'),inplace=True)\n",
    "data['Power'].replace('null',float('NaN'),inplace=True)\n",
    "data.dropna(subset=['Mileage','Power','Engine','Seats'],inplace=True)\n",
    "\n",
    "print(data.isnull().sum())\n",
    "\n",
    "data.drop(columns=['Name'],inplace=True)\n",
    "\n",
    "data.dropna(how=\"all\",inplace=True)\n",
    "data['Power']=data['Power'].astype(float)\n",
    "data['Mileage']=data['Mileage'].astype(float)\n",
    "data['Engine']=data['Engine'].astype(float)\n",
    "data['Year']=data['Year'].astype(float)\n",
    "data['Kilometers_Driven']=data['Kilometers_Driven'].astype(float)\n",
    "\n",
    "\n",
    "\n",
    "data.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Handling redundant data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**The data doesn't have duplicated values.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Handling outliers:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Detecting Outliers:<br>\n",
    "Q1 = data.quantile(0.25)<br>\n",
    "Q3 = data.quantile(0.75)<br>\n",
    "IQR = Q3 - Q1<br>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "col=['Year','Mileage','Engine','Power','Kilometers_Driven','Price']\n",
    "for i in col:\n",
    "    Q1 = data['{}'.format(i)].quantile(0.25)\n",
    "    Q3 = data['{}'.format(i)].quantile(0.75)\n",
    "    IQR = Q3 - Q1\n",
    "    m1=Q1 - (1.5 * IQR)\n",
    "    m2=Q3 + (1.5 * IQR)\n",
    "    k2=data.loc[data['{}'.format(i)]>=m2, '{}'.format(i)].median()\n",
    "    k1=data.loc[data['{}'.format(i)]<=m1, '{}'.format(i)].median()\n",
    "    data.loc[data['{}'.format(i)]>=m2, '{}'.format(i)]=k2\n",
    "    data.loc[data['{}'.format(i)]<=m1, '{}'.format(i)]=k1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 4800x2400 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10),dpi=240)\n",
    "plt.subplot(3,2,1)\n",
    "sns.boxplot(data[\"Year\"])\n",
    "plt.subplot(3,2,2)\n",
    "sns.boxplot(data['Mileage'])\n",
    "plt.subplot(3,2,3)\n",
    "sns.boxplot(data['Engine'])\n",
    "plt.subplot(3,2,4)\n",
    "sns.boxplot(data['Power'])\n",
    "plt.subplot(3,2,5)\n",
    "sns.boxplot(data['Seats'])\n",
    "plt.subplot(3,2,6)\n",
    "sns.boxplot(data['Price'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical Analysis:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**First, analysis of how each column affects the final price**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year\n",
       "1.0     102\n",
       "2.0     298\n",
       "3.0     586\n",
       "4.0     737\n",
       "5.0     740\n",
       "6.0     794\n",
       "7.0     639\n",
       "8.0     562\n",
       "9.0     452\n",
       "10.0    333\n",
       "11.0    191\n",
       "12.0    162\n",
       "13.0    105\n",
       "15.0    171\n",
       "dtype: int64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(\"Year\").size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "153000.0\n",
      "10.0\n",
      "29.994999999999997\n",
      "15.0\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "print(data[\"Kilometers_Driven\"].max())\n",
    "print(data[\"Seats\"].max())\n",
    "print(data[\"Price\"].max())\n",
    "print(data[\"Year\"].max())\n",
    "print(data[\"Year\"].min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x29f008de220>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEGCAYAAACKB4k+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deXhU5f338fc3G5CQhSwQSEISIKyyR0AREK1W3NDWjVp3pdSitv7sU9tfa/v72eup2tZaLUrR0rpUad0qKuC+K0hA9jVAgBAIgUBCAiSE3M8fM8wzTROYmGUmyed1Xbky55z7nvnOYZhPznYfc84hIiICEBbsAkREJHQoFERExEehICIiPgoFERHxUSiIiIhPRLALqE9ycrLLysoKdhkiIm3GsmXL9jnnUpr6PCEZCllZWeTl5QW7DBGRNsPMtjfH82j3kYiI+CgURETER6EgIiI+CgUREfFRKIiIiI9CQUREfBQKIiLio1AQEREfhYKIiPiE5BXNIs8v2dHgsu+M7d2KlYh0LNpSEBERH4WCiIj4BBQKZnaBmW00s3wzu7ee5VPNbJWZrTCzPDM7K9C+IiISOk4ZCmYWDswCpgCDgWlmNrhOs/eA4c65EcDNwFON6CsiIiEikC2FMUC+c26rc64amAdM9W/gnKtwzjnvZAzgAu0rIiKhI5BQSAN2+k0Xeuf9GzO73Mw2AG/i2VoIuK+3/3Tvrqe8kpKSQGoXEZFmFkgoWD3z3H/McO5V59xA4DLg/sb09faf45zLdc7lpqQ0+eZBIiLyNQQSCoVAht90OlDUUGPn3MdAXzNLbmxfEREJrkBCYSmQY2bZZhYFXAPM929gZv3MzLyPRwFRwP5A+oqISOg45RXNzrkaM5sJvAWEA3Odc2vNbIZ3+Wzg28D1ZnYMOAJc7T3wXG/fFnovIiLSRAENc+GcWwAsqDNvtt/jB4EHA+0rIiKhSVc0i4iIj0JBRER8NEqqtIiTjXIKGulUJFQpFDowfXGLSF3afSQiIj4KBRER8VEoiIiIj0JBRER8FAoiIuKjUBARER+FgoiI+CgURETER6EgIiI+CgUREfFRKIiIiI9CQUREfBQKIiLio1AQEREfhYKIiPgoFERExEehICIiPgoFERHxUSiIiIiPQkFERHwCCgUzu8DMNppZvpndW8/ya81slffnczMb7reswMxWm9kKM8trzuJFRKR5RZyqgZmFA7OA84BCYKmZzXfOrfNrtg2Y5Jw7YGZTgDnAWL/lk51z+5qxbhERaQGBbCmMAfKdc1udc9XAPGCqfwPn3OfOuQPeycVAevOWKSIirSGQUEgDdvpNF3rnNeQWYKHftAPeNrNlZja9oU5mNt3M8swsr6SkJICyRESkuZ1y9xFg9cxz9TY0m4wnFM7ymz3eOVdkZt2Bd8xsg3Pu4/94Qufm4NntRG5ubr3PLxKI55fsOOny74zt3UqViLQ9gWwpFAIZftPpQFHdRmY2DHgKmOqc239ivnOuyPt7L/Aqnt1RIiISggIJhaVAjpllm1kUcA0w37+BmfUGXgGuc85t8psfY2axJx4D5wNrmqt4ERFpXqfcfeScqzGzmcBbQDgw1zm31sxmeJfPBu4DkoDHzQygxjmXC/QAXvXOiwCed84tapF3IiIiTRbIMQWccwuABXXmzfZ7fCtwaz39tgLD684XEZHQpCuaRUTER6EgIiI+CgUREfFRKIiIiI9CQUREfBQKIiLio1AQEREfhYKIiPgoFERExCegK5oldJ1sRFCNBioijaUtBRER8VEoiIiIj0JBRER8FAoiIuKjUBARER+dfSTSCLr/s7R32lIQEREfhYKIiPgoFERExEehICIiPgoFERHxUSiIiIiPQkFERHwUCiIi4qNQEBERn4BCwcwuMLONZpZvZvfWs/xaM1vl/fnczIYH2ldERELHKUPBzMKBWcAUYDAwzcwG12m2DZjknBsG3A/MaURfEREJEYFsKYwB8p1zW51z1cA8YKp/A+fc5865A97JxUB6oH1FRCR0BBIKacBOv+lC77yG3AIsbGxfM5tuZnlmlldSUhJAWSIi0twCCQWrZ56rt6HZZDyh8JPG9nXOzXHO5TrnclNSUgIoS0REmlsgQ2cXAhl+0+lAUd1GZjYMeAqY4pzb35i+IiISGgLZUlgK5JhZtplFAdcA8/0bmFlv4BXgOufcpsb0FRGR0HHKLQXnXI2ZzQTeAsKBuc65tWY2w7t8NnAfkAQ8bmYANd5dQfX2baH3IiIiTRTQndeccwuABXXmzfZ7fCtwa6B9RUQkNOmKZhER8VEoiIiIj0JBRER8FAoiIuKjUBARER+FgoiI+CgURETER6EgIiI+CgUREfFRKIiIiE9Aw1yISNM9v2THSZd/Z2zvVqpEpGHaUhARER+FgoiI+CgURETER6EgIiI+CgUREfFRKIiIiI9CQUREfBQKIiLio1AQEREfhYKIiPgoFERExEehICIiPgoFERHxCSgUzOwCM9toZvlmdm89ywea2RdmVmVm99RZVmBmq81shZnlNVfhIiLS/E45dLaZhQOzgPOAQmCpmc13zq3za1YK3Alc1sDTTHbO7WtqsSIi0rIC2VIYA+Q757Y656qBecBU/wbOub3OuaXAsRaoUUREWkkgoZAG7PSbLvTOC5QD3jazZWY2vaFGZjbdzPLMLK+kpKQRTy8iIs0lkFCweua5RrzGeOfcKGAK8AMzm1hfI+fcHOdcrnMuNyUlpRFPLyIizSWQUCgEMvym04GiQF/AOVfk/b0XeBXP7igREQlBgYTCUiDHzLLNLAq4BpgfyJObWYyZxZ54DJwPrPm6xYqISMs65dlHzrkaM5sJvAWEA3Odc2vNbIZ3+WwzSwXygDig1sx+CAwGkoFXzezEaz3vnFvUMm9FRESa6pShAOCcWwAsqDNvtt/jPXh2K9VVDgxvSoEiItJ6dEWziIj4KBRERMRHoSAiIj4KBRER8VEoiIiIj0JBRER8AjolVaQl7a+oYmnBAZYWlLJ6Vxn7K6rYU15FbKcIeiV0ITs5huEZ8USE6W8YkZamUJBW45zj6LFaSiqqeG7xdtYWlbG04AD5eysA6BQRxtC0eAakxpIYE0XZkWNs3FPO8h0HeG9DMecO7M7I3t2C/C5E2jeFgjS7I9XH2Vl6mD3lRyk5VEVpZTUHDldTWllNVU2tr11c5whGZ3bjW6PSGJudyGlp8XSKCAfg+SU7AE+QbN5bwTvrinl5+S5W7DzIBaelkty1U1DeWzCdWCf1+c7Y3q1YibRnCgVpEuccRWVHWbb9AMu3H2D5jgOsKyqnptYzkG5kuNEtOopu0VFkJsXQLTqSpJhOzDi7D2kJXfAOgdIgM6N/j1hyundl2fYDzF9ZxMWPfsqsa0cxOlNbDSLNTaEgJ+WcY9fBI+woPcy+imr2HapiX4XnZ9u+SjYVV1B2xHNvpeiocIanJzBjUl8OHj5GanxnEqIjCavniz+9W3Sj6jAzcrMS6ZXQhfkri5j25GL+ePUIpgzt2SzvU0Q8FAryH44dr2XNrjIWrN7NysKDHDpa82/LI8KMxJgoMpOiuWhYTwalxjKydzcGpsYSEe45GHyyXR1N0SuhC//6wXhufXoptz+/nPsuHsxN47Nb5LVEOiKFgvgcr3V8lr+PjzaVcOTYcbKSorl0eC8G9YyjT0oMKV07kdy1E/FdIgkLO/lun5aUGBPF87eN484XvuJ/Xl/HnrKj/OSCgUGtSaS9UCgIAMXlR3l5eSGFB44woEcsE3KS+e+LBp1yn3+wdI4M54nvjuZX89fy54+3srvsKL+9cpjvQLWIfD0KBWH97nLmLd1BZHgY15yewdC0eMwsZAPhhPAw43+nDqFXQhceXLSBooNHePy7o4JdlkibpquBOrjFW/fz3OLtdI/tzF3n5jAsPSHkw8CfmfH9s/vy2LSRrC0q59LHPmNn6eFglyXSZikUOrAPN+5l/soiBqTGctuEPsR2jgx2SV/bJcN78fL3zyQywpjz8VY+2VxCrXPBLkukzdHuoyA71Vk6LXVR0uMf5vP2umJGZCTw7VHphLeDg7SDe8Xx+syzuPapJSxcs4f8vRVcMTq9TYedSGvTlkIHNPujLTy0aCPD0+O5YnT7CIQTEqKj+M6Y3kwd0Ytt+yp59P18NhUfCnZZIm2GQqGDmfPxFh5YuIFLh/fiitEZ9V5Y1taZGWOzk/jB5H7Edorgb58X8OaqImqO1566s0gHp1DoQJ76ZCv/d8EGLh7Wk4evGt6uthDq0yOuM98/uy/j+iTx2Zb9zP5oCyWHqoJdlkhIUyh0EM98UcCv31zPRUN78sjVI3xXHrd3keFhXDq8F9eNy+TgkWP86YPN/GPpDpwOQovUq2N8M3RwL+bt5L7X1vKNQT145JqOEwj+BvWM445zcshIjOYnL69m5gtf+cZsEpH/T2cftXNvrCriJy+vYkJOMn/6zkgiO2AgnBDfJZKbx2dTfvQYD7+9iRU7DvLotBGMzkwMdmkiIaPjfkN0AO+tL+aH81YwOrMbf75uNJ0jNQREmBm3n92PF2ecQVgYXPXnxTzy7iaO6SC0CBBgKJjZBWa20czyzezeepYPNLMvzKzKzO5pTF9pGfl7K/j+35czuFccc288negobRT6G9m7GwvunMAlw3ryyLubueSxT1m582CwyxIJulOGgpmFA7OAKcBgYJqZDa7TrBS4E/jd1+grzay4/CjPLdlOn+QYnrl5jC7eakBs50geuWYkc64bzYHD1Vz++Gf89JVVFJcfDXZpIkETyJbCGCDfObfVOVcNzAOm+jdwzu11zi0F6h65O2VfaV6Hq2p4dvF2OoWH8bebxpAQHRXskkLe+UNSeefuSdxwZhYvLStk0m8/4MFFGyitrA52aSKtLpBQSAN2+k0XeucFIuC+ZjbdzPLMLK+kpCTApxd/x2sdz3+5g/Ijx/juuExS4zsHu6Q2I65zJL+8ZAjv3X025w9OZfZHWzjrwff5zYL1urZBOpRAQqG+K5wCPck74L7OuTnOuVznXG5KSkqATy/+3t9QzNZ9lVw2Mo2MxMbd7lI8eidF8+i0kbzzo4mcP7gHT36ylQkPvc/9b6xTOEiHEEgoFAIZftPpQFGAz9+UvtII2/dX8uHGEkb17sao3rqhfVP16x7LI9eM5N27J3Hh0J787fMCzvndh3yyuYSaWp2pJO1XIKGwFMgxs2wziwKuAeYH+PxN6SsBqjp2nBeXFZIQHcnFw3Qj++bUJ6UrD181grd/NJHRWd1YuGYPj72fT+EB3bNB2qdThoJzrgaYCbwFrAf+6Zxba2YzzGwGgJmlmlkhcDfwczMrNLO4hvq21JvpqBat3cOBymquHJ2haxFaSN+UrvztpjFcf0Ym1TW1zP5oC++sK+Z4rYbLkPYloJPXnXMLgAV15s32e7wHz66hgPpK89lTdpQvt5Uyrm8SWckxwS6n3RuYGkfmOTG8saqIDzbuJX/vIa4+vTeJMTrLS9oHXdHchjnnWLB6N50jwzl3YPdgl9NhdIkK58rcDKaN6U1JRRWPvb+ZVYW68E3aB4VCG/bBxr3kl1RwzsDuumI5CIamxXPH5By6x3Zi3tKdvLK8kMPVNcEuS6RJFApt1LHjtfz6zfUkd41iXJ+kYJfTYXWLiWL6xL6c3T+FZdsPcMljn7J+d3mwyxL52hQKbdTfF29na0klU07r2e5vlhPqwsOM84ekctP4bA4drWHqrM945osC3bNB2iSFQhtUdvgYj7y3mfH9khiYGhvscsSrX/euLLxrAuP7JnHfa2u58a9L2XXwSLDLEmkUhUIb9Mf3NlN+5Bg/v2gw1g7vsdyWJXXtxF9uOJ3/uXQISwtKOf/hj3j2iwJqdeqqtBEKhTZma0kFz3xRwNWnZzCoZ1ywy5F6hIUZN5yZxVs/nMiozG784rW1XDNnMfs0TIa0AQqFNuY3CzfQKSKMu88bEOxS5BQyEqN55uYx/PaKYWzYU86j72/mo00luuBNQppCoQ35fMs+3llXzO2T+5ES2ynY5UgAzIwrczN49+5J9O8Ry1tr9/DER/nsLtOxBglNCoU24nit4/431pOW0IVbzsoOdjnSSN3jOnPt2N5MG9ObsiM1PPHhFvIKSnWGkoQchUIb8fKyQtbvLufeKQM1vlEbZWYMTYvnrnNzyEqK4ZWvdvHy8kLdH1pCii6DbQMqqmr47dsbGZ3ZTaOgtgNdO0Vw4/gs3t+wlw827KW4vIrvjsts0dd8fsmOky7/ztjeLfr60nZoS6ENmP3hFkoOVfGLi3UKansRZsY3BvXgu+MyKamo4vEP8lm+40CwyxJRKIS6XQeP8OQnW7lsRC9GZCQEuxxpZoN6xvH9SX2JjAjjmj8v5qVlhcEuSTo4hUKIe2jRBgB+fMHAIFciLaVHXGdun9SX3Kxu3PPiSn79xjpqdJxBgkShEMJ27K/ktRVFTJ/Yh7SELsEuR1pQdKcInr55DDeemcVTn27j5qfzKDt8LNhlSQekA80hqtY5XltZRM/4zsyY1DfY5UgriAwP41eXDmFgaiy/eG0Nlz3+GU9en0u/7l2DXVq7pIPv9dOWQohasq2U3WVH+flFg4nppOzuSK4Z05vnbxvHoaPHuHzWZ3ywYW+wS5IORKEQgiqqanhn3R76pXTlwqGpwS5HguD0rERem3kWGYnR3Pz0Uh7/MJ9aXegmrUB/goaghat3c6zGcfHwnjoFtQNLS+jCS98/g//z0ioeWrSRAT1iuXJ0OtEhtuWo3TDti7YUQsym4kN8tfMgE/on0z22c7DLkSCLjorgsWkjuX/qEPJLKnjsg3x27K8MdlnSjikUQkhVzXH+tWIXyV07MXlA92CXIyHCzLjujCxmTOxLmMGcT7by6eYSjZskLUKhEELeWVfMwcPH+NbINCLD9U8j/y6tWxdmTs5hYGocC9bs4YWlO6mu0fUM0rz0zRMiCvZV8sWW/YzNTiQrOSbY5UiI6hIVzrVjezPltFTW7ipjzidbKDui6xmk+QQUCmZ2gZltNLN8M7u3nuVmZo96l68ys1F+ywrMbLWZrTCzvOYsvr2oqjnOS8sLSYiO5IIhOttITs7MmJCTwnVnZLK/oprHP8xnXVF5sMuSduKUoWBm4cAsYAowGJhmZoPrNJsC5Hh/pgNP1Fk+2Tk3wjmX2/SS259Fa/ZwoLKaK0Zn0EnDYkuABqbG8b1JfQkz46o/f8Hn+fuCXZK0A4FsKYwB8p1zW51z1cA8YGqdNlOBZ5zHYiDBzDTGcwA2Fx9iybZSxvdLJlu7jaSRUuM6872JfeiV0Jkb/vol81cWBbskaeMCCYU0YKffdKF3XqBtHPC2mS0zs+kNvYiZTTezPDPLKykpCaCstq/syDFeXl5ISmwnzhvcI9jlSBuVEB3FizPOZGTvbtz5wlc89cnWYJckbVggoVDf1VN1z4U7WZvxzrlReHYx/cDMJtb3Is65Oc65XOdcbkpKSgBltX3/M38tFVU1XDk6XWcbSZPEd4nkmZvHcOHQVH795nruf2MdtbU6ZVUaL5BvokIgw286Hai7jdpgG+fcid97gVfx7I7q8Bat2cMrX+3i7AHdSe8WHexypB3oHBnOY9NGceOZWfzl023cOe8rqmqOB7ssaWMCCYWlQI6ZZZtZFHANML9Om/nA9d6zkMYBZc653WYWY2axAGYWA5wPrGnG+tukveVH+dmrqxnSK46zB3SMrSJpHeFhxi8vGcxPpwzkjVW7uXHuUsqP6pRVCdwpQ8E5VwPMBN4C1gP/dM6tNbMZZjbD22wBsBXIB54EbvfO7wF8amYrgS+BN51zi5r5PbQptbWO/3pxJYera/jjNSOICNNuI2leZsb3JvXlD1cPZ2lBKVfN/oJyXcsgAQpoZC3n3AI8X/z+82b7PXbAD+rptxUY3sQa25W5n23jk837+PVlp9GveyxfbtN9eaVlXD4yneSunZjx7DJmf7SF687IpGe8btYkJxdawy22c2uLynho0UbOG9yDazVypLSCCTkp/ON7ZzDtycU88eEWLhzak7HZiSE1+u7JRlnVCKutT6HQDAIZOvhI9XHumreChOhIHvz2sJD6Tynt22lp8dxxTg4vLdvJ/JVFbCo+xKXDe5EQHRXs0iQEaYd2K/n1m+vI31vB768aTmKM/jNK6+raKYLrz8jioqE92VJSwSPvbubTzSUc12mrUodCoRW8vXYPf1+yg9smZDMhR2cbSXCEmTG+XzJ3nduf7OQYFqzZwx/e3cSKnQd1TYP4KBRaWGllNfe8uJIhveK455sDgl2OCIkxUVx/RibXn5FJVHgY/8zbyXl/+Ih5X+7g6DFd19DR6ZhCCzp2vJa/L9kOwBPXjqZThAa7k9BgZgxMjaN/j1jW7CpjTVEZ976ymofe2sjlI9O4MjedgalxwS5TgkCh0EKcc8xfUcTusqPMvTGX3km6allCT5gZw9IT+M23hvLF1v08+8V2nvmigL98uo3+Pbpy/uBUzh3UndPS4jUUSwehUGghn+XvY9mOA0we0J1zBmqwOwltZsaZfZM5s28ypZXVzF+xi0Vr9/D4h/n86YN8oqPCGZ3ZjTFZiYztk8Sw9Hg6a5j3dkmh0ALWFZWzcM0eTusVx7mDdK9laVsSY6K4cXw2N47PprSymi+27OfLbftZsq2U37+zCYCoiDBGZCQwJiuRyqoaeidG614g7YRCoZkVHjjMP/J2kNatC1fmZhCm6xGkDUuMieKiYT25aJjn9igHD1fz5bZSlhaU8uW2Up74aAvHax1hBplJMQzqGceQXnF00zUQbZZCoRntKT/KXz8roGunCK4bl6l9sNLuJERHcf6QVM733ja2sqqG3729ka0llWzYU86C1btZsHo32ckxjOrdjdPSdLC6rVEoNJN9FVX89dNtRIYbt5zVh9jOkcEuSaTFxXSKIKd7LDndY/nmkFT2V1SxsrCMr3Yc4OXlhby+MozVu8q4OjeDMSE2vIbUT6HQDEoOVTH3s20cd47bzuqjK5alw0rq2olzBnZn8oAUdpQeZvmOA7yztphXlu+if4+uXDs2k8tHpRGnP5pClkKhidYVlTPHe/vDW87Kpkdc5yBXJBJ8ZkZmUgyZSTFcfnMar68q4u+Lt/PL+Wt5YOEGpo7oxXfHZXJaWnywS/UpO3KMpQWl7Cw9TPnRY8z6IJ+hafHkZnXjomE9O8wIswqFJvhyWym3Pr2UiDDj5vHZpMR2CnZJIiGnS1Q4V+VmcFVuBqsLy3hu8Xb+tWIX85buZHh6PP17xDIsPYHwsODsWjpwuJqFa/awrqgM56BnQmcSYzrRr3tXVu48yKK1e3jorY3ceGYWt5/dt90PJKhQ+JpeX1nEf/1zJenduvDtUel00y4jkVMamh7Pg1cM42cXDeLV5YU8t2QHLy4r5N31xUzISWF0ZrdWO0Gj1jm+3FbKorV7ABjfL5mx2Um+3b8nhu3evr+SR9/L58lPtvJi3k4evmoEkwe231PNdXpMI9XWOh57bzN3vPAVIzISeOX2MxUIIo0U3yWSG8dn886PJnL9uEy6dopg/soifvf2Rj7ZXEJ1TW2Lvn5pZTVPf17A/JVFZCZGc9e5OUw5rWe9xwMzk2L4/VXDWXjXBFLju3DT35bywMIN1Bxv2RqDRVsKjVB+9Bh3/2Ml764v5rIRvXjg28N0VadIE5gZA3vGMSA1li0llXy4cS8L1+zh0/x9nDeoB1efntHsu5VW7DzI7c8to/hQFVNH9GJMVmBnRQ1MjePV28/kf99Yx+yPtrC2qIxZ145qdwfNFQoB2rjnEDOeW8bO0sPcd/FgbhqfpdPrRJqJmdGve1f6de9Kwb5KFq7ZzStf7WLd7nJ+duEgJvZv+pDzzjmeXbyd+99YR4+4zsyY2Je0bo07eNw5Mpz/e/lQRqQn8LNXV/Ptxz9n7o2nk5HYfsY20+6jALy+sojLZn3GoaM1PH/bOG4+K1uBINJCspJjmDGpL9PG9Kayuobr537J9XO/ZMOe8q/9nIeOHuOueSu477W1TMhJ4Y07zmp0IPi76vQMnr1lLHsPVXHZrM9Ytr30az9XqFEonERlVQ0/e3U1d7zwFYN7xfHmnWcxJjsx2GWJtHtmxtC0eN69exI/v2gQK3Yc4MI/fsK9L6+iuPxoo57rvfXFnP+Hj3ljVRE//uYAnro+t1nOIDqjbxKv3n4msZ0jmPbkEl5bsavJzxkKtPuoAXkFpfzXiyvZUXqY6RP7cM/5A4iKUIaKtKZOEeHcOqEPV4xO57H383nmiwJeWb6LS0f04qbxWQzuGVfvVrtzjiXbSnnqk628u34vA3rE8vi1oxjZu1uz1tcnpSuv3j6eGc8t4655K1ix8yA/nTKoTX9XKBTqKK2s5oGF6/lnXiFpCV144bZxjOuTFOyyRDq0hOgofnHxYG44I4unPt3Ki3mFvLSskPRuXZjYP4W+KV2J7RxBdU0t63aXk1dQyqbiChJjovjxNwdw24Q+LfZF3S0mimdvGctvFq7nr58VsHz7AR6dNpLMpJgWeb2WplDwqqiq4enPC5jz8VYqq2r43sQ+3HluDjGdtIpEQkXvpGj+d+pp3H1ef15ftZuPN5Uwf0URFVU1vjZxnSMY0iueB76VzWUj01rlDMGoiDB+eckQxmYn8eOXVnL+Hz5m5uR+TJ/Up83dcbHDf+PtLD3MP/N28uzi7Rw8fIzJA1L46YWD6N8jNtiliUgDEqKjuG5cJteNy+R4rePQ0WMcOlqDGaQldAnaiSAXnJbKiIwE7n9jHb9/ZxMvLitk+kTP7q+2cvp6QKFgZhcAfwTCgaeccw/UWW7e5RcCh4EbnXPLA+nb2mprHfklFXy0sYT3NhSzeGspYQbnDOzOHefkMDwjIZjliUgjhYcZCdFRITP8RGp8Z2ZdO4qrNpXw8Nsb+fm/1vDwO5u4aGhPvjkklTHZiSF9zOGUoWBm4cAs4DygEFhqZvOdc+v8mk0Bcrw/Y4EngLEB9m02RQePcLi6hsqq4xyuPs7h6hoqqmrYXXaUXQeOsKn4EOuKyjnk3dTs36MrP/pGf67MTadXQscY7EpEWsek/ilMzElmybZSnn+RzsoAAAcJSURBVPmigJeWFfLs4u1ERYQx2HszoozEaHoldCExOorYzhHEd4kkKzm4xyIC2VIYA+Q757YCmNk8YCrg/8U+FXjGOeeAxWaWYGY9gawA+jabyb/7kKoGLo+P7xJJdnIMU0f2YmhaPGflpJCmIBCRFmRmjOuTxLg+SRypPs7Hm0vIKyhlVWEZr68sovxozb+1T4qJYtkvzgtStR7m+R4/SQOzK4ALnHO3eqevA8Y652b6tXkDeMA596l3+j3gJ3hC4aR9/Z5jOjDdOzkA2Ni0txaQZGBfK7xOc1G9LUv1tizV27IGOOeafDA0kC2F+o7Y1E2ShtoE0tcz07k5wJwA6mk2ZpbnnMttzddsCtXbslRvy1K9LcvM8prjeQIJhUIgw286HSgKsE1UAH1FRCREBHIIfCmQY2bZZhYFXAPMr9NmPnC9eYwDypxzuwPsKyIiIeKUWwrOuRozmwm8hee00rnOubVmNsO7fDawAM/pqPl4Tkm96WR9W+SdfD2turuqGajelqV6W5bqbVnNUu8pDzSLiEjHEbpXUIiISKtTKIiIiE+HCAUzu8DMNppZvpndW89yM7NHvctXmdmoYNTprSXDzD4ws/VmttbM7qqnzdlmVmZmK7w/9wWjVr96CsxstbeW/zgtLsTW7wC/9bbCzMrN7Id12gR1/ZrZXDPba2Zr/OYlmtk7ZrbZ+7veMaBP9VlvxXp/a2YbvP/er5pZvePHnOqz04r1/srMdvn9m1/YQN9QWb//8Ku1wMxWNNC38evXOdeuf/Ac4N4C9MFziuxKYHCdNhcCC/FcVzEOWBLEensCo7yPY4FN9dR7NvBGsNetXz0FQPJJlofM+q3ns7EHyAyl9QtMBEYBa/zmPQTc6318L/BgA+/npJ/1Vqz3fCDC+/jB+uoN5LPTivX+CrgngM9LSKzfOst/D9zXXOu3I2wp+IbpcM5VAyeG2vDnG6bDObcYODFMR6tzzu123sEEnXOHgPVAWjBqaUYhs37rOBfY4pzbHuxC/DnnPgbq3t9xKvC09/HTwGX1dA3ks97s6qvXOfe2c+7EGA6L8VyjFBIaWL+BCJn1e4KZGXAV8EJzvV5HCIU0YKffdCH/+SUbSJtWZ2ZZwEhgST2LzzCzlWa20MyGtGph/8kBb5vZMu9wJXWF5PrFc91MQ/+ZQmn9AvRwnmt/8P7uXk+bUF3PN+PZUqzPqT47rWmmd3fX3AZ2z4Xi+p0AFDvnNjewvNHrtyOEQlOG6QgaM+sKvAz80DlX947ly/Hs8hgOPAb8q7Xrq2O8c24UntFyf2BmE+ssD8X1GwVcCrxYz+JQW7+BCsX1/N9ADfD3Bpqc6rPTWp4A+gIjgN14dsnUFXLrF5jGybcSGr1+O0IoNGWYjqAws0g8gfB359wrdZc758qdcxXexwuASDNLbuUy/esp8v7eC7yKZzPbX0itX68pwHLnXHHdBaG2fr2KT+xy8/7eW0+bkFrPZnYDcDFwrfPu4K4rgM9Oq3DOFTvnjjvnaoEnG6gj1NZvBPAt4B8Ntfk667cjhEJThulodd59hH8B1jvnHm6gTaq3HWY2Bs+/4/7Wq/Lfaokxs9gTj/EcYFxTp1nIrF8/Df6FFUrr18984Abv4xuA1+ppEzLDypjn5lo/AS51zh1uoE0gn51WUecY1+UN1BEy69frG8AG51xhfQu/9vpt6SPnofCD5+yXTXjOHPhv77wZwAzvY8NzM6AtwGogN4i1noVnk3QVsML7c2GdemcCa/Gc/bAYODOI9fbx1rHSW1NIr19vPdF4vuTj/eaFzPrFE1a7gWN4/jq9BUgC3gM2e38netv2Ahb49f2Pz3qQ6s3Hs//9xGd4dt16G/rsBKneZ72fzVV4vuh7hvL69c7/24nPrF/bJq9fDXMhIiI+HWH3kYiIBEihICIiPgoFERHxUSiIiIiPQkFERHwUCtLhea+f+NTMpvjNu8rMFgWzLpFg0CmpIoCZnYZnyIuReEbDXAFc4Jzb8jWeK9w5d7yZSxRpFQoFES8zewioBGK8vzOBoXjuZf4r59xr3kEKn/W2AZjpnPvczM4GfonnIqMRzrnBrVu9SPNQKIh4eYcCWA5UA28Aa51zz3lvEPMlnq0IB9Q6546aWQ7wgnMu1xsKbwKnOee2BecdiDRdRLALEAkVzrlKM/sHUIFnjPpLzOwe7+LOQG88A6D9ycxGAMeB/n5P8aUCQdo6hYLIv6v1/hjwbefcRv+FZvYroBgYjudEjaN+iytbqUaRFqOzj0Tq9xZwh99oqSO98+OB3c4zxPJ1eA5Ki7QbCgWR+t0PRAKrvDdMv987/3HgBjNbjGfXkbYOpF3RgWYREfHRloKIiPgoFERExEehICIiPgoFERHxUSiIiIiPQkFERHwUCiIi4vP/ACeENowY2x9EAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(data[\"Year\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x29f7d728910>"
      ]
     },
     "execution_count": 62,
     "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": [
    " sns.relplot(x=\"Year\", y=\"Price\", kind=\"line\", data=data)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Though the curve is not perfectly linear, it can be seen that when the car is new (bought in recent years), it has higher market value.**<br><br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Fuel_Type\n",
       "CNG         55\n",
       "Diesel    3152\n",
       "LPG         10\n",
       "Petrol    2655\n",
       "dtype: int64"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(\"Fuel_Type\").size()"
   ]
  },
  {
   "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"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAFgCAYAAACFYaNMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAUK0lEQVR4nO3dfbRldX3f8feHJxUkVcLgsKJAtGgVtaOMT6XLaKkE0CW6QkqwWGpNiA34bCZGs4yaB+nEQKImpGMgwRRRm0il1oCu8SmSFB2Q8JDRaJAIIwMzCymERQsD3/5x9sSbmXtn7h3nnO+5975fa911zv6dfe7ve/ea+dzf/e29fydVhSRp8vbpLkCSlisDWJKaGMCS1MQAlqQmBrAkNdmvu4D5OPHEE+uKK67oLkOS9lRma1wUI+CtW7d2lyBJe92iCGBJWooMYElqYgBLUhMDWJKaGMCS1MQAlqQmBrAkNTGAJamJASxJTQxgSWpiAEtSEwNYkpositXQptGaNWvYvHkzK1euZO3atd3lSFqEDOA9tHnzZjZt2tRdhqRFzCkISWpiAEtSEwNYkpoYwJLUxACWpCYGsCQ1MYAlqYkBLElNDGBJamIAS1ITA1iSmhjAktTEAJakJgawJDUxgCWpiQEsSU2WxILsx/7iRybe58Fb72Vf4Ltb7514/9f81n+YaH+SxsMRsCQ1MYAlqYkBLElNxhbASZ6Q5AtJNia5Kckbh/Z3J9mU5Lrh6+Rx1SBJ02ycJ+G2AW+tqmuTHAxck+Rzw2vnV9X7x9i3JE29sQVwVd0O3D48vzfJRuDHxtWfJC02E5kDTnIU8Czg6qHpnCTXJ7koyWPneM9ZSTYk2bBly5ZJlClJEzX2AE7yaODPgDdV1T3ABcCTgFWMRsi/Pdv7qmpdVa2uqtUrVqwYd5mSNHFjDeAk+zMK30uq6pMAVXVHVT1UVQ8DHwaeO84aJGlajfMqiAAXAhur6rwZ7YfP2O2VwI3jqkGSptk4r4I4Dng1cEOS64a2dwCnJ1kFFHAL8PNjrEGSptY4r4L4CpBZXvrMuPqUpMXEO+EkqYkBLElNDGBJamIAS1ITA1iSmiyJT8To8PABB/2TR0laKAN4D9139AndJUha5JyCkKQmBrAkNTGAJamJASxJTQxgSWpiAEtSEwNYkpoYwJLUxACWpCYGsCQ1MYAlqYkBLElNDGBJamIAS1ITl6OUtCSsWbOGzZs3s3LlStauXdtdzrwYwJKWhM2bN7Np06buMhbEKQhJamIAS1ITA1iSmhjAktTEAJakJgawJDUxgCWpiQEsSU0MYElqYgBLUhMDWJKaGMCS1MQAlqQmBrAkNTGAJamJASxJTQxgSWpiAEtSEwNYkpoYwJLUxACWpCYGsCQ1GVsAJ3lCki8k2ZjkpiRvHNoPSfK5JN8aHh87rhokaZqNcwS8DXhrVT0VeD5wdpKnAW8H1lfV0cD6YVuSlp2xBXBV3V5V1w7P7wU2Aj8GnAJcPOx2MfCKcdUgSdNsInPASY4CngVcDTyuqm6HUUgDh83xnrOSbEiyYcuWLZMoU5ImauwBnOTRwJ8Bb6qqe+b7vqpaV1Wrq2r1ihUrxlegJDUZawAn2Z9R+F5SVZ8cmu9Icvjw+uHAneOsQZKm1TivgghwIbCxqs6b8dLlwJnD8zOBT42rBkmaZvuN8XsfB7wauCHJdUPbO4BzgU8keS3wXeCnx1iDJE2tsQVwVX0FyBwvHz+ufiVpsRjnCFjSMvSlF/5ES7/377cvJNx/220Tr+EnvvylPXqftyJLUhMDWJKaGMCS1MQAlqQmnoTTRKxZs4bNmzezcuVK1q5d212ONBUMYE3E5s2b2bRpU3cZ0lRxCkKSmjgCXoa++95nTLzPbXcdAuzHtrv+vqX/I951w8T7lHbHEbAkNTGAJamJUxCaiEMf+TCwbXiUBAawJuRtz7y7uwRp6jgFIUlNDGBJamIAS1ITA1iSmngSTppCrp2xPBjA0hRy7YzlwQCWduO4Dx438T4PuPsA9mEfbr371pb+r3r9VRPvczlyDliSmjgClqZQHVg8zMPUgdVdisbIAJam0IPHPdhdgibAKQhJamIAS1ITA1iSmhjAktTEAJakJgawJDUxgCWpiQEsSU0MYElqYgBLUhMDWJKauBaEpCXhMVX/5HExMIAlLQlnPPRwdwkL5hSEJDUxgCWpybwCOCNnJHnXsH1EkueOtzRJWtrmOwL+feAFwOnD9r3A742lIklaJuZ7Eu55VfXsJF8HqKrvJzlgjHVJ0pI33xHwg0n2BQogyQpg8Z1ylKQpMt8A/gBwGXBYkt8AvgL85tiqkqRlYF5TEFV1SZJrgOOBAK+oqo1jrUySlrj5XgVxCHAncCnwUeCOJPvv5j0XJbkzyY0z2t6dZFOS64avk3+Y4iVpMZvvFMS1wBbgb4FvDc+/k+TaJMfO8Z4/Bk6cpf38qlo1fH1moQVL0lIx3wC+Aji5qg6tqh8FTgI+AfwCo0vUdlJVXwbu2itVStISNN8AXl1VV27fqKrPAi+sqv8NPGKBfZ6T5PphiuKxc+2U5KwkG5Js2LJlywK7kKTpN98AvivJLyU5cvhaA3x/uDRtIZejXQA8CVgF3A789lw7VtW6qlpdVatXrFixgC4kaXGYbwC/Cng88D+ATwFHDG37Av9uvp1V1R1V9VBVPQx8GPB2ZknL1nwvQ9sKvH6Ol789386SHF5Vtw+brwRu3NX+krSUzSuAhzvf1gDHAI/c3l5V/2YX77kUeBFwaJLbgF8FXpRkFaM76m4Bfn5PC5ekxW6+a0FcAnwceBnwOuBMRpeizamqTp+l+cIFVSdJS9h854B/tKouBB6sqi9V1X8Cnj/GuiRpyZvvCPjB4fH2JC8FvsfopJwkaQ/NN4B/Pck/A94KfBD4EeDNY6tKkpaB+V4F8enh6f8BXjy+ciRp+ZjvYjxPTrJ++8I6SZ6Z5FfGW5okLW3zPQn3YeCXGeaCq+p64GfGVZQkLQfzDeADq+qrO7Rt29vFSNJyMt8A3prkSfzgI4lOZbSWgyRpD833KoizgXXAv0iyCfgOcMbYqpKkZWC+V0HcDPzbJAcB+1TVveMtS5KWvl0GcJK3zNEOQFWdN4aaJGlZ2N0I+OCJVCFJy9AuA7iq3jOpQiRpudndFMSaqlqb5IMMV0DMVFVvGFtlkrTE7W4KYuPwuGHchUjScrO7KYj/OTxePJlyJGn52N0UxOW7er2qXr53y5Gk5WN3UxAvAG4FLgWuBjL2iiRpmdhdAK8EXgKczuhTkP8XcGlV3TTuwiRpqdvlWhDDR8hfUVVnMvoIom8DX0wy1yckS5Lmabe3Iid5BPBSRqPgo4APAJ8cb1mStPTt7iTcxcDTgT8H3lNVN06kKklaBnY3An41cB/wZOAN29eAYHQyrqrqR8ZYmyQtabu7Dni+6wVLkhbIgJWkJgawJDUxgCWpiQEsSU0MYElqYgBLUhMDWJKaGMCS1MQAlqQmBrAkNTGAJamJASxJTQxgSWpiAEtSEwNYkpoYwJLUxACWpCYGsCQ1MYAlqYkBLElNDGBJajK2AE5yUZI7k9w4o+2QJJ9L8q3h8bHj6l+Spt04R8B/DJy4Q9vbgfVVdTSwftiWpGVpbAFcVV8G7tqh+RTg4uH5xcArxtW/JE27Sc8BP66qbgcYHg+ba8ckZyXZkGTDli1bJlagJE3K1J6Eq6p1VbW6qlavWLGiuxxJ2usmHcB3JDkcYHi8c8L9S9LUmHQAXw6cOTw/E/jUhPuXpKkxzsvQLgX+CnhKktuSvBY4F3hJkm8BLxm2JWlZ2m9c37iqTp/jpePH1ackLSZTexJOkpY6A1iSmhjAktTEAJakJgawJDUxgCWpiQEsSU0MYElqYgBLUhMDWJKaGMCS1MQAlqQmBrAkNTGAJamJASxJTQxgSWpiAEtSEwNYkpoYwJLUxACWpCYGsCQ1MYAlqYkBLElNDGBJamIAS1ITA1iSmhjAktTEAJakJgawJDUxgCWpiQEsSU0MYElqYgBLUhMDWJKaGMCS1MQAlqQmBrAkNTGAJamJASxJTQxgSWpiAEtSEwNYkpoYwJLUxACWpCb7dXSa5BbgXuAhYFtVre6oQ5I6tQTw4MVVtbWxf0lq5RSEJDXpCuACPpvkmiRnzbZDkrOSbEiyYcuWLRMuT5LGryuAj6uqZwMnAWcneeGOO1TVuqpaXVWrV6xYMfkKJWnMWgK4qr43PN4JXAY8t6MOSeo08QBOclCSg7c/B04Abpx0HZLUreMqiMcBlyXZ3v9Hq+qKhjokqdXEA7iqbgb+5aT7laRp42VoktTEAJakJgawJDUxgCWpiQEsSU0MYElqYgBLUhMDWJKaGMCS1MQAlqQmBrAkNTGAJamJASxJTQxgSWpiAEtSEwNYkpoYwJLUxACWpCYGsCQ1MYAlqYkBLElNDGBJamIAS1ITA1iSmhjAktTEAJakJgawJDUxgCWpiQEsSU0MYElqYgBLUhMDWJKaGMCS1MQAlqQmBrAkNTGAJamJASxJTQxgSWpiAEtSEwNYkpoYwJLUxACWpCYGsCQ1MYAlqYkBLElNWgI4yYlJvpnk20ne3lGDJHWbeAAn2Rf4PeAk4GnA6UmeNuk6JKlbxwj4ucC3q+rmqnoA+BhwSkMdktQqVTXZDpNTgROr6meH7VcDz6uqc3bY7yzgrGHzKcA3J1ro/BwKbO0uYhHxeC2Mx2vhpvWYba2qE3ds3K+hkMzSttNvgapaB6wbfzl7LsmGqlrdXcdi4fFaGI/Xwi22Y9YxBXEb8IQZ248HvtdQhyS16gjgrwFHJ/nxJAcAPwNc3lCHJLWa+BREVW1Lcg5wJbAvcFFV3TTpOvaSqZ4imUIer4XxeC3cojpmEz8JJ0ka8U44SWpiAEtSEwN4FklWJvlYkr9L8jdJPpPkyUkqyetn7PehJP9xxvZbknwjyQ1J/jrJeUn2b/khxijJQ0muS3LT8HO+Jck+w2urk3xgL/d3S5JD9+b3nLQZx+zGJP89yYG72HdVkpP3oI93J3nbD1fp9EryD7O0vTvJphnH9uUzXjsjyfUz/p3+YZLHTLbqXTOAd5AkwGXAF6vqSVX1NOAdwOOAO4E3Dldv7Pi+1wEnAM+vqmcAzxn2f9TEip+c+6tqVVUdA7wEOBn4VYCq2lBVb2itbjptP2ZPBx4AXreLfVcxOqY7SdJx7f60O7+qVgE/DVyUZJ8kJwJvBk4a/p0+G/hLRv+Pp4YBvLMXAw9W1R9sb6iq64BbgS3AeuDMWd73TuA/V9Xdw3seqKpzq+qeCdTcpqruZHTH4jkZeVGSTwMkOSjJRUm+luTrSU4Z2o9J8tVh1HJ9kqOH9jNmtP/XYd2QpegvgH8+2/EZfrm/FzhtOA6nDaO8dUk+C3wkyZFJ1g/Hbn2SI3p/nOlQVRuBbYzuhnsn8Laq2jS89lBVXVRVU3VHrQG8s6cD1+zi9XOBt84MhyQHA4+uqu+Mu7hpVFU3M/q3dNgOL70T+HxVPYfRL7bfSnIQo9Hf7w6jltXAbUmeCpwGHDe0PwT8+0n9DJMyjGBPAm5gluMD7A+8C/j4MGL++PDWY4FTqupVwIeAj1TVM4FLgL065bNYJXke8DCjgdIxwLW9Fe2eAbxAQ8h+FXjVjOYw43bqJD85jF5uSfKvJl1jk9luMT8BeHuS64AvAo8EjgD+CnhHkl8Cjqyq+4HjGYXM14b9jweeOInCJ+RRw8+1AfgucCFzH5/ZXD4cJ4AXAB8dnv8J8K/HVfQi8ebhGL4fOK12uLY2yTOG/49/l+S0nhJn53zSzm4CTt3NPr8J/CnwZYCquifJfUl+vKq+U1VXAlcOf4rvNF+81CR5IqMR653AU2e+BPzULH/2bUxyNfBSRsfpZ4d9L66qX55EzQ3uH0b2/2g437DT8RlGcju6bxffe7lfzH9+Vb1/h7abGM37fqGqbgBWJfkQU3ZOxhHwzj4PPCLJz21vSPIc4Mjt21X1DeBvgJfNeN/7gAu2n2Ud/nM9ciIVN0qyAvgD4EM7jjwY3e34+uFYkORZw+MTgZur6gOMbkN/JqO59VOTHDbsc0iSI1naZj0+wL3Awbt4318yuoUfRtM0XxlbhYvX+4D3J3n8jLapCl9wBLyTqqokrwR+J6NP6/i/wC3Am3bY9TeAr8/YvgA4ELg6yf8D/gG4aod9lortf07vz+ikx58A582y368BvwNcP4TMLYx+aZ0GnJHkQWAz8N6quivJrwCfHS5pexA4G/j7cf8wjeY6Pl/gB1MT75vlfW9gdLb/FxnNd75mMuW2OzDJbTO2Z/s3B0BVfWYYHPz5cL7mbuBGRr/0poa3IktSE6cgJKmJASxJTQxgSWpiAEtSEwNYkpoYwJLUxADWojBjOcftX0ftwff4x4WCZnntNTO+9wMZLSl6XZJzf9japbl4I4YWi51u5d2bquqPgD+C0frDwIurauu4+pPAEbAWscxYqD2jheC/ODyfdRnMPfj+r01y/oztn8tokf2jMlp4/+JhScg/zbDAepJjk3wpyTVJrkxy+F74UbVEGcBaLB41Y4rgst3sO9cymAv1MeDl+cGnmryGYZQMPAVYNywJeQ/wC8N+HwROrapjgYsY3bIuzcopCC0WC5mCOIFRcG7/eJ5dLfM4p6q6L8nngZcl2QjsX1U3DPPPt1bVVcOu/43R+gxXMFpP+nPD+jr7ArcvtF8tHwawFrNt/OCvuJkrz821zOOefBzNHzL6SKpv8IPRL+y8BGQN/d5UVS/Yg360DDkFocXsFkaLuAP81Iz2uZZ5XLCquhp4AqMF+C+d8dIRSbYH7emMloT8JrBie3uS/ZMcs6d9a+kzgLWYvQf43SR/wWhB+O1+jdFSmdcnuXHY/mF8Ariqqr4/o20jcGaS64FDgAuq6gFGi/n/lyR/DVwHLJdPRNEecDlKaTeGa4fPr6r1w/ZRwKeHTziW9pgjYGkOSR6T5G8ZnQBc312Plh5HwFp2krwGeOMOzVdV1dkd9Wj5MoAlqYlTEJLUxACWpCYGsCQ1MYAlqcn/B4Es6C9lFdtjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "a=sns.catplot(x=\"Fuel_Type\", y=\"Price\", kind=\"bar\", data=data)\n",
    "b=sns.catplot(x=\"Fuel_Type\", y=\"Mileage\", kind=\"bar\", data=data)\n",
    "c=sns.catplot(x=\"Fuel_Type\", y=\"Engine\", kind=\"bar\", data=data)\n",
    "d=sns.catplot(x=\"Fuel_Type\", y=\"Power\", kind=\"bar\", data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**The above graph clearly states the fact that diesel cars are more preferred than petrol cars. Thus, price of used cars follows the order: diesel>petrol>CNG>LPG .<br> This might be because:<br>**\n",
    "* Petrol and Diesel have high engine capacity.\n",
    "* Though CNG and LPG gives higher mileage, they are not safer and require high maintenance. \n",
    "* Cost of petrol is high and diesel index is little complex and thus a little costlier than petrol engine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x29f000f6b80>"
      ]
     },
     "execution_count": 65,
     "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": [
    "sns.catplot(x=\"Transmission\", y=\"Price\", kind=\"bar\", data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Price of automated transmission is higher than manual, again for obvious reasons**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x29f7e862580>"
      ]
     },
     "execution_count": 66,
     "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": [
    "a=sns.catplot(x=\"Owner_Type\", y=\"Price\", kind=\"point\", data=data,order=['First','Second','Third','Fourth & Above'])\n",
    "a"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**So, lower the no. of times the car has been bought, higher the praise, as implied**<br> "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x29f7e689e20>"
      ]
     },
     "execution_count": 67,
     "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"
    },
    {
     "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": [
    "sns.relplot(x='Engine',y='Price',data=data,kind='scatter')\n",
    "sns.relplot(x='Engine',y='Price',data=data,kind='line')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**The dots are not perfectly forming a pattern, but more or less, it seems more the capacity of the engine, more price of the car.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x29f00153850>"
      ]
     },
     "execution_count": 68,
     "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": [
    "sns.distplot(data[\"Kilometers_Driven\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Mumbai        775\n",
       "Hyderabad     718\n",
       "Kochi         645\n",
       "Coimbatore    629\n",
       "Pune          594\n",
       "Delhi         545\n",
       "Kolkata       521\n",
       "Chennai       476\n",
       "Jaipur        402\n",
       "Bangalore     347\n",
       "Ahmedabad     220\n",
       "Name: Location, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.Location.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "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": [
    "a=sns.catplot(x=\"Location\", y=\"Price\", kind=\"bar\", data=data)\n",
    "a.fig.set_figwidth(12)\n",
    "a.fig.set_figheight(5)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**The preference of the cars seems to vary from city to city. Also in cities like Coimbatore, Bangalore, 7 seaters are preferred and seven seaters are sure a bit costlier**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "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>Year</th>\n",
       "      <th>Kilometers_Driven</th>\n",
       "      <th>Mileage</th>\n",
       "      <th>Engine</th>\n",
       "      <th>Power</th>\n",
       "      <th>Seats</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.512684</td>\n",
       "      <td>-0.287826</td>\n",
       "      <td>0.067942</td>\n",
       "      <td>-0.019287</td>\n",
       "      <td>-0.006873</td>\n",
       "      <td>-0.325440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kilometers_Driven</th>\n",
       "      <td>0.512684</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.147014</td>\n",
       "      <td>0.188482</td>\n",
       "      <td>0.019695</td>\n",
       "      <td>0.232616</td>\n",
       "      <td>-0.171960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mileage</th>\n",
       "      <td>-0.287826</td>\n",
       "      <td>-0.147014</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.644034</td>\n",
       "      <td>-0.552527</td>\n",
       "      <td>-0.330161</td>\n",
       "      <td>-0.363456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Engine</th>\n",
       "      <td>0.067942</td>\n",
       "      <td>0.188482</td>\n",
       "      <td>-0.644034</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.860122</td>\n",
       "      <td>0.426556</td>\n",
       "      <td>0.678437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Power</th>\n",
       "      <td>-0.019287</td>\n",
       "      <td>0.019695</td>\n",
       "      <td>-0.552527</td>\n",
       "      <td>0.860122</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.140161</td>\n",
       "      <td>0.795380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seats</th>\n",
       "      <td>-0.006873</td>\n",
       "      <td>0.232616</td>\n",
       "      <td>-0.330161</td>\n",
       "      <td>0.426556</td>\n",
       "      <td>0.140161</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.106004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Price</th>\n",
       "      <td>-0.325440</td>\n",
       "      <td>-0.171960</td>\n",
       "      <td>-0.363456</td>\n",
       "      <td>0.678437</td>\n",
       "      <td>0.795380</td>\n",
       "      <td>0.106004</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Year  Kilometers_Driven   Mileage    Engine     Power  \\\n",
       "Year               1.000000           0.512684 -0.287826  0.067942 -0.019287   \n",
       "Kilometers_Driven  0.512684           1.000000 -0.147014  0.188482  0.019695   \n",
       "Mileage           -0.287826          -0.147014  1.000000 -0.644034 -0.552527   \n",
       "Engine             0.067942           0.188482 -0.644034  1.000000  0.860122   \n",
       "Power             -0.019287           0.019695 -0.552527  0.860122  1.000000   \n",
       "Seats             -0.006873           0.232616 -0.330161  0.426556  0.140161   \n",
       "Price             -0.325440          -0.171960 -0.363456  0.678437  0.795380   \n",
       "\n",
       "                      Seats     Price  \n",
       "Year              -0.006873 -0.325440  \n",
       "Kilometers_Driven  0.232616 -0.171960  \n",
       "Mileage           -0.330161 -0.363456  \n",
       "Engine             0.426556  0.678437  \n",
       "Power              0.140161  0.795380  \n",
       "Seats              1.000000  0.106004  \n",
       "Price              0.106004  1.000000  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x29f7e8d1340>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(data.corr())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#histogram \n",
    "a=data['Brand'].value_counts()\n",
    "plt.figure(figsize=(10,6))\n",
    "a=plt.bar(a.index,a)\n",
    "a=plt.xticks(rotation=90)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "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"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "col=['Power','Engine','Mileage','Year','Kilometers_Driven']\n",
    "for i in col: \n",
    "    sns.lmplot(y='Price',x='{}'.format(i),data=data)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Implementation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "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>Location</th>\n",
       "      <th>Year</th>\n",
       "      <th>Kilometers_Driven</th>\n",
       "      <th>Fuel_Type</th>\n",
       "      <th>Transmission</th>\n",
       "      <th>Owner_Type</th>\n",
       "      <th>Mileage</th>\n",
       "      <th>Engine</th>\n",
       "      <th>Power</th>\n",
       "      <th>Seats</th>\n",
       "      <th>Price</th>\n",
       "      <th>Brand</th>\n",
       "      <th>Model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>72000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.60</td>\n",
       "      <td>998.0</td>\n",
       "      <td>58.16</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1579.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>41000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.67</td>\n",
       "      <td>1582.0</td>\n",
       "      <td>126.20</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.50</td>\n",
       "      <td>10.0</td>\n",
       "      <td>450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>46000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.20</td>\n",
       "      <td>1199.0</td>\n",
       "      <td>88.70</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>9.0</td>\n",
       "      <td>889.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>87000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.77</td>\n",
       "      <td>1248.0</td>\n",
       "      <td>88.76</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>18.0</td>\n",
       "      <td>606.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>40670.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.20</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>140.80</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17.74</td>\n",
       "      <td>1.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Location  Year  Kilometers_Driven  Fuel_Type  Transmission  Owner_Type  \\\n",
       "0       9.0  10.0            72000.0        0.0           1.0         0.0   \n",
       "1      10.0   5.0            41000.0        1.0           1.0         0.0   \n",
       "2       2.0   9.0            46000.0        3.0           1.0         0.0   \n",
       "3       2.0   8.0            87000.0        1.0           1.0         0.0   \n",
       "4       3.0   7.0            40670.0        1.0           0.0         2.0   \n",
       "\n",
       "   Mileage  Engine   Power  Seats  Price  Brand   Model  \n",
       "0    26.60   998.0   58.16    5.0   1.75   18.0  1579.0  \n",
       "1    19.67  1582.0  126.20    5.0  12.50   10.0   450.0  \n",
       "2    18.20  1199.0   88.70    5.0   4.50    9.0   889.0  \n",
       "3    20.77  1248.0   88.76    7.0   6.00   18.0   606.0  \n",
       "4    15.20  1968.0  140.80    5.0  17.74    1.0    93.0  "
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "le=LabelEncoder()\n",
    "\n",
    "data['Brand']=le.fit_transform(data['Brand']).astype(float)\n",
    "data['Location']=le.fit_transform(data['Location']).astype(float)\n",
    "data['Fuel_Type']=le.fit_transform(data['Fuel_Type']).astype(float)\n",
    "data['Transmission']=le.fit_transform(data['Transmission']).astype(float)\n",
    "data['Owner_Type']=le.fit_transform(data['Owner_Type']).astype(float)\n",
    "data['Model']=le.fit_transform(data['Model']).astype(float)\n",
    "data['Engine']=data['Engine'].astype(float)\n",
    "data['Power']=data['Power'].astype(float)\n",
    "\n",
    "data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "y=data[\"Price\"]\n",
    "data.drop(columns=[\"Price\"],inplace=True)\n",
    "col=data.columns\n",
    "rbst=RobustScaler()\n",
    "df=pd.DataFrame(rbst.fit_transform(data),columns=col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "xtrain,xtest,ytrain,ytest=train_test_split(df,y,test_size=0.3)\n",
    "xtrain=xtrain.astype(np.float64)\n",
    "ytrain=ytrain.astype(np.float64)\n",
    "xtest=xtest.astype(np.float64)\n",
    "ytest=ytest.astype(np.float64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7710483640984649\n",
      "linreg accuracy\n",
      "0.7757115045250291\n"
     ]
    },
    {
     "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": [
    "linreg=LinearRegression()\n",
    "linreg.fit(xtrain,ytrain)\n",
    "pred=linreg.predict(xtest)\n",
    "print(r2_score(ytest,pred))\n",
    "print('linreg accuracy')\n",
    "s1=cross_val_score(linreg,xtrain,ytrain,cv=12)\n",
    "print(s1.mean())\n",
    "p1=sns.lineplot(ytest,pred)\n",
    "p1=sns.lineplot(ytest,ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8782691846176269\n",
      "knn accuracy\n",
      "0.8788723047414098\n"
     ]
    },
    {
     "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": [
    "model=KNeighborsRegressor(n_neighbors=7);\n",
    "model.fit(xtrain,ytrain);\n",
    "knn=model.predict(xtest)\n",
    "print(r2_score(ytest,knn))\n",
    "print('knn accuracy')\n",
    "s2=cross_val_score(model,xtrain,ytrain,cv=12)\n",
    "print(s2.mean())\n",
    "p2=sns.lineplot(ytest,knn)\n",
    "p2=sns.lineplot(ytest,ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8939507381861455\n",
      "svr accuracy\n",
      "0.9012734825816262\n"
     ]
    },
    {
     "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": [
    "sup=SVR(C=100)\n",
    "svr=sup.fit(xtrain,ytrain).predict(xtest)\n",
    "print(r2_score(ytest,svr))\n",
    "print('svr accuracy')\n",
    "s3=cross_val_score(sup,xtrain,ytrain,cv=10)\n",
    "print(s3.mean())\n",
    "p3=sns.lineplot(ytest,svr)\n",
    "p3=sns.lineplot(ytest,ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8407880243410937\n",
      "dtr accuracy\n",
      "0.8634368845452018\n"
     ]
    },
    {
     "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": [
    "dtree = DecisionTreeRegressor(max_depth=8)\n",
    "dtr=dtree.fit(xtrain, ytrain).predict(xtest)\n",
    "print(r2_score(ytest,dtr))\n",
    "print('dtr accuracy')\n",
    "s4=cross_val_score(dtree,xtrain,ytrain,cv=10)\n",
    "print(s4.mean())\n",
    "p4=sns.lineplot(ytest,dtr)\n",
    "p4=sns.lineplot(ytest,ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[17:25:58] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:25:58] WARNING: C:\\Users\\Administrator\\workspace\\xgboost-win64_release_1.2.0\\src\\learner.cc:516: \n",
      "Parameters: { silent } might not be used.\n",
      "\n",
      "  This may not be accurate due to some parameters are only used in language bindings but\n",
      "  passed down to XGBoost core.  Or some parameters are not used but slip through this\n",
      "  verification. Please open an issue if you find above cases.\n",
      "\n",
      "\n",
      "[17:25:59] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "0.8998926226033546\n",
      "xgb accuracy\n",
      "[17:25:59] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:25:59] WARNING: C:\\Users\\Administrator\\workspace\\xgboost-win64_release_1.2.0\\src\\learner.cc:516: \n",
      "Parameters: { silent } might not be used.\n",
      "\n",
      "  This may not be accurate due to some parameters are only used in language bindings but\n",
      "  passed down to XGBoost core.  Or some parameters are not used but slip through this\n",
      "  verification. Please open an issue if you find above cases.\n",
      "\n",
      "\n",
      "[17:26:00] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:00] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:00] WARNING: C:\\Users\\Administrator\\workspace\\xgboost-win64_release_1.2.0\\src\\learner.cc:516: \n",
      "Parameters: { silent } might not be used.\n",
      "\n",
      "  This may not be accurate due to some parameters are only used in language bindings but\n",
      "  passed down to XGBoost core.  Or some parameters are not used but slip through this\n",
      "  verification. Please open an issue if you find above cases.\n",
      "\n",
      "\n",
      "[17:26:01] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:01] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:01] WARNING: C:\\Users\\Administrator\\workspace\\xgboost-win64_release_1.2.0\\src\\learner.cc:516: \n",
      "Parameters: { silent } might not be used.\n",
      "\n",
      "  This may not be accurate due to some parameters are only used in language bindings but\n",
      "  passed down to XGBoost core.  Or some parameters are not used but slip through this\n",
      "  verification. Please open an issue if you find above cases.\n",
      "\n",
      "\n",
      "[17:26:01] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:01] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:01] WARNING: C:\\Users\\Administrator\\workspace\\xgboost-win64_release_1.2.0\\src\\learner.cc:516: \n",
      "Parameters: { silent } might not be used.\n",
      "\n",
      "  This may not be accurate due to some parameters are only used in language bindings but\n",
      "  passed down to XGBoost core.  Or some parameters are not used but slip through this\n",
      "  verification. Please open an issue if you find above cases.\n",
      "\n",
      "\n",
      "[17:26:02] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:02] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:02] WARNING: C:\\Users\\Administrator\\workspace\\xgboost-win64_release_1.2.0\\src\\learner.cc:516: \n",
      "Parameters: { silent } might not be used.\n",
      "\n",
      "  This may not be accurate due to some parameters are only used in language bindings but\n",
      "  passed down to XGBoost core.  Or some parameters are not used but slip through this\n",
      "  verification. Please open an issue if you find above cases.\n",
      "\n",
      "\n",
      "[17:26:03] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:03] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:03] WARNING: C:\\Users\\Administrator\\workspace\\xgboost-win64_release_1.2.0\\src\\learner.cc:516: \n",
      "Parameters: { silent } might not be used.\n",
      "\n",
      "  This may not be accurate due to some parameters are only used in language bindings but\n",
      "  passed down to XGBoost core.  Or some parameters are not used but slip through this\n",
      "  verification. Please open an issue if you find above cases.\n",
      "\n",
      "\n",
      "[17:26:04] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:04] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:04] WARNING: C:\\Users\\Administrator\\workspace\\xgboost-win64_release_1.2.0\\src\\learner.cc:516: \n",
      "Parameters: { silent } might not be used.\n",
      "\n",
      "  This may not be accurate due to some parameters are only used in language bindings but\n",
      "  passed down to XGBoost core.  Or some parameters are not used but slip through this\n",
      "  verification. Please open an issue if you find above cases.\n",
      "\n",
      "\n",
      "[17:26:05] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:05] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "[17:26:05] WARNING: C:\\Users\\Administrator\\workspace\\xgboost-win64_release_1.2.0\\src\\learner.cc:516: \n",
      "Parameters: { silent } might not be used.\n",
      "\n",
      "  This may not be accurate due to some parameters are only used in language bindings but\n",
      "  passed down to XGBoost core.  Or some parameters are not used but slip through this\n",
      "  verification. Please open an issue if you find above cases.\n",
      "\n",
      "\n",
      "[17:26:06] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.2.0/src/objective/regression_obj.cu:174: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "0.9206385185981544\n"
     ]
    },
    {
     "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": [
    "xgb_model=xgb.XGBRegressor(objective='reg:linear',max_depth=8,random_state=42,silent=True)\n",
    "xgb_pred=xgb_model.fit(xtrain,ytrain).predict(xtest)\n",
    "print(r2_score(ytest,xgb_pred))\n",
    "print('xgb accuracy')\n",
    "s5=cross_val_score(xgb_model,xtrain,ytrain,cv=8)\n",
    "print(s5.mean())\n",
    "\n",
    "p5=sns.lineplot(ytest,xgb_pred)\n",
    "p5=sns.lineplot(ytest,ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8979959563475541\n",
      "rfr accuracy\n",
      "0.9181325622471735\n"
     ]
    },
    {
     "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": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "regressor = RandomForestRegressor(n_estimators = 35, random_state = 0)\n",
    "rfr=regressor.fit(xtrain, ytrain).predict(xtest)\n",
    "print(r2_score(ytest,rfr))\n",
    "print('rfr accuracy')\n",
    "s4=cross_val_score(regressor,xtrain,ytrain,cv=10)\n",
    "print(s4.mean())\n",
    "p4=sns.lineplot(ytest,rfr)\n",
    "p4=sns.lineplot(ytest,ytest)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x29f02d82b50>"
      ]
     },
     "execution_count": 84,
     "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": [
    "v1=sns.lineplot(ytest,pred)\n",
    "v1=sns.lineplot(ytest,knn)\n",
    "v1=sns.lineplot(ytest,dtr)\n",
    "v1=sns.lineplot(ytest,svr)\n",
    "v1=sns.lineplot(ytest,xgb_pred)\n",
    "v1=sns.lineplot(ytest,ytest)\n",
    "v1.legend(['linreg','knn','dtree','svm','xgb','real'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data_Train\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1234, 11)"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt2=pd.read_excel(\"Data_test.xlsx\")\n",
    "\n",
    "dt2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "temp = dt2[\"Name\"].str.split(\" \", n = 1, expand = True)\n",
    "dt2['Brand']=temp[0]\n",
    "dt2['Model']=temp[1]\n",
    "dt2['Engine']=dt2.Engine.str.split(\" \").str[0]\n",
    "dt2['Power']=dt2.Power.str.split(\" \").str[0]\n",
    "dt2['Mileage']=dt2.Mileage.str.split(\" \").str[0]\n",
    "dt2['Year']=np.subtract(2020,dt2['Year'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "dt2['Power'].replace('null ',float('NaN'),inplace=True)\n",
    "dt2['Power'].replace('null',float('NaN'),inplace=True)\n",
    "dt2.dropna(subset=['Mileage','Power','Engine','Seats'],inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "dt2.drop(columns=['Name'],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "dt2.dropna(how=\"all\",inplace=True)\n",
    "dt2['Power']=dt2['Power'].astype(float)\n",
    "dt2['Mileage']=dt2['Mileage'].astype(float)\n",
    "dt2['Engine']=dt2['Engine'].astype(float)\n",
    "dt2['Year']=dt2['Year'].astype(float)\n",
    "dt2['Kilometers_Driven']=dt2['Kilometers_Driven'].astype(float)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "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>Location</th>\n",
       "      <th>Year</th>\n",
       "      <th>Kilometers_Driven</th>\n",
       "      <th>Fuel_Type</th>\n",
       "      <th>Transmission</th>\n",
       "      <th>Owner_Type</th>\n",
       "      <th>Mileage</th>\n",
       "      <th>Engine</th>\n",
       "      <th>Power</th>\n",
       "      <th>Seats</th>\n",
       "      <th>Brand</th>\n",
       "      <th>Model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>40929.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.26</td>\n",
       "      <td>998.0</td>\n",
       "      <td>58.20</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>69.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>54493.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>24.70</td>\n",
       "      <td>796.0</td>\n",
       "      <td>47.30</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>64.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>34000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.68</td>\n",
       "      <td>2393.0</td>\n",
       "      <td>147.80</td>\n",
       "      <td>7.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>389.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>29000.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.50</td>\n",
       "      <td>1197.0</td>\n",
       "      <td>82.85</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>737.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>85609.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>16.00</td>\n",
       "      <td>2179.0</td>\n",
       "      <td>140.00</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>681.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Location  Year  Kilometers_Driven  Fuel_Type  Transmission  Owner_Type  \\\n",
       "0       4.0   6.0            40929.0        0.0           1.0         0.0   \n",
       "1       3.0   7.0            54493.0        3.0           1.0         2.0   \n",
       "2       9.0   3.0            34000.0        1.0           1.0         0.0   \n",
       "4       9.0   6.0            29000.0        3.0           1.0         0.0   \n",
       "5       3.0   4.0            85609.0        1.0           1.0         2.0   \n",
       "\n",
       "   Mileage  Engine   Power  Seats  Brand  Model  \n",
       "0    32.26   998.0   58.20    4.0   15.0   69.0  \n",
       "1    24.70   796.0   47.30    5.0   15.0   64.0  \n",
       "2    13.68  2393.0  147.80    7.0   25.0  389.0  \n",
       "4    18.50  1197.0   82.85    5.0    8.0  737.0  \n",
       "5    16.00  2179.0  140.00    7.0   14.0  681.0  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt2['Brand']=le.fit_transform(dt2['Brand']).astype(float)\n",
    "dt2['Location']=le.fit_transform(dt2['Location']).astype(float)\n",
    "dt2['Fuel_Type']=le.fit_transform(dt2['Fuel_Type']).astype(float)\n",
    "dt2['Transmission']=le.fit_transform(dt2['Transmission']).astype(float)\n",
    "dt2['Owner_Type']=le.fit_transform(dt2['Owner_Type']).astype(float)\n",
    "dt2['Model']=le.fit_transform(dt2['Model']).astype(float)\n",
    "dt2['Engine']=dt2['Engine'].astype(float)\n",
    "dt2['Power']=dt2['Power'].astype(float)\n",
    "#dt2.drop('Mileage',axis=1,inplace=True)\n",
    "#dt2.drop('Name',axis=1,inplace=True)\n",
    "dt2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "data2=pd.DataFrame(rbst.fit_transform(dt2),columns=col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              0\n",
      "0      3.225966\n",
      "1      3.536750\n",
      "2     19.823792\n",
      "3      4.790826\n",
      "4     12.288191\n",
      "...         ...\n",
      "1196   5.793014\n",
      "1197   7.888904\n",
      "1198   2.543066\n",
      "1199   5.162735\n",
      "1200  18.631607\n",
      "\n",
      "[1201 rows x 1 columns]\n"
     ]
    }
   ],
   "source": [
    "predicted=pd.DataFrame(xgb_model.predict(data2))\n",
    "print(predicted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "predicted.to_excel (r'predicted_ans2.xlsx', index = True, header=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x29f7e6891f0>"
      ]
     },
     "execution_count": 94,
     "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": [
    "sns.boxplot(predicted)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### END"
   ]
  }
 ],
 "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}