├── README.md ├── car price prediction └── car data.csv /README.md: -------------------------------------------------------------------------------- 1 | # Car-price-prediction-using-Linear-regression-Machine-Learning-Project 2 | This is a python project for building a linear regression model that is used to predict used car prices from a given dataset using machine learning. 3 | The dataset used for this project is taken from Kaggle. For the complete video explanation, check out my youtube channel. 4 | https://youtu.be/6qxUcdKd43I 5 | 6 | Kaggle dataset link: 7 | https://www.kaggle.com/nehalbirla/vehicle-dataset-from-cardekho 8 | -------------------------------------------------------------------------------- /car price prediction: -------------------------------------------------------------------------------- 1 | #import required libraries 2 | import pandas as pd 3 | import matplotlib.pyplot as plt 4 | %matplotlib inline 5 | import seaborn as sns 6 | from sklearn.model_selection import train_test_split 7 | from sklearn.preprocessing import StandardScaler 8 | from sklearn.linear_model import LinearRegression 9 | from sklearn import metrics 10 | 11 | car_data = pd.read_csv('car data.csv') 12 | 13 | car_data.head() 14 | 15 | car_data.info() 16 | 17 | car_data.isnull().sum() 18 | 19 | car_data.describe() 20 | car_data.columns 21 | print(car_data['Fuel_Type'].value_counts()) 22 | print(car_data['Seller_Type'].value_counts()) 23 | print(car_data['Transmission'].value_counts()) 24 | fuel_type = car_data['Fuel_Type'] 25 | seller_type = car_data['Seller_Type'] 26 | transmission_type = car_data['Transmission'] 27 | selling_price = car_data['Selling_Price'] 28 | 29 | from matplotlib import style 30 | 31 | style.use('ggplot') 32 | fig = plt.figure(figsize=(15,5)) 33 | fig.suptitle('Visualizing categorical data columns') 34 | plt.subplot(1,3,1) 35 | plt.bar(fuel_type,selling_price, color='royalblue') 36 | plt.xlabel("Fuel Type") 37 | plt.ylabel("Selling Price") 38 | plt.subplot(1,3,2) 39 | plt.bar(seller_type, selling_price, color='red') 40 | plt.xlabel("Seller Type") 41 | plt.subplot(1,3,3) 42 | plt.bar(transmission_type, selling_price, color='purple') 43 | plt.xlabel('Transmission type') 44 | plt.show() 45 | 46 | fig, axes = plt.subplots(1,3,figsize=(15,5), sharey=True) 47 | fig.suptitle('Visualizing categorical columns') 48 | sns.barplot(x=fuel_type, y=selling_price, ax=axes[0]) 49 | sns.barplot(x=seller_type, y=selling_price, ax=axes[1]) 50 | sns.barplot(x=transmission_type, y=selling_price, ax=axes[2]) 51 | 52 | petrol_data = car_data.groupby('Fuel_Type').get_group('Petrol') 53 | petrol_data.describe() 54 | 55 | seller_data = car_data.groupby('Seller_Type').get_group('Dealer') 56 | seller_data.describe() 57 | 58 | #manual encoding 59 | car_data.replace({'Fuel_Type':{'Petrol':0, 'Diesel':1, 'CNG':2}}, inplace=True) 60 | #one hot encoding 61 | car_data = pd.get_dummies(car_data, columns=['Seller_Type', 'Transmission'], drop_first=True) 62 | 63 | plt.figure(figsize=(10,7)) 64 | sns.heatmap(car_data.corr(), annot=True) 65 | plt.title('Correlation between the columns') 66 | plt.show() 67 | 68 | fig=plt.figure(figsize=(7,5)) 69 | plt.title('Correlation between present price and selling price') 70 | sns.regplot(x='Present_Price', y='Selling_Price', data=car_data) 71 | 72 | X = car_data.drop(['Car_Name','Selling_Price'], axis=1) 73 | y = car_data['Selling_Price'] 74 | 75 | print("Shape of X is: ",X.shape) 76 | print("Shape of y is: ", y.shape) 77 | 78 | X_train, X_test, y_train, y_test = train_test_split(X,y, test_size=0.3, random_state=42) 79 | 80 | print("X_test shape:", X_test.shape) 81 | print("X_train shape:", X_train.shape) 82 | print("y_test shape: ", y_test.shape) 83 | print("y_train shape:", y_train.shape) 84 | 85 | scaler = StandardScaler() 86 | 87 | X_train = scaler.fit_transform(X_train) 88 | X_test = scaler.transform(X_test) 89 | 90 | model = LinearRegression() 91 | 92 | model.fit(X_train, y_train) 93 | 94 | pred = model.predict(X_test) 95 | 96 | from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score 97 | 98 | print("MAE: ", (metrics.mean_absolute_error(pred, y_test))) 99 | print("MSE: ", (metrics.mean_squared_error(pred, y_test))) 100 | print("R2 score: ", (metrics.r2_score(pred, y_test))) 101 | 102 | sns.regplot(x=pred, y=y_test) 103 | plt.xlabel("Predicted Price") 104 | plt.ylabel('Actual Price') 105 | plt.title("ACtual vs predicted price") 106 | plt.show() 107 | -------------------------------------------------------------------------------- /car data.csv: -------------------------------------------------------------------------------- 1 | Car_Name,Year,Selling_Price,Present_Price,Kms_Driven,Fuel_Type,Seller_Type,Transmission,Owner 2 | ritz,2014,3.35,5.59,27000,Petrol,Dealer,Manual,0 3 | sx4,2013,4.75,9.54,43000,Diesel,Dealer,Manual,0 4 | ciaz,2017,7.25,9.85,6900,Petrol,Dealer,Manual,0 5 | wagon r,2011,2.85,4.15,5200,Petrol,Dealer,Manual,0 6 | swift,2014,4.6,6.87,42450,Diesel,Dealer,Manual,0 7 | vitara brezza,2018,9.25,9.83,2071,Diesel,Dealer,Manual,0 8 | ciaz,2015,6.75,8.12,18796,Petrol,Dealer,Manual,0 9 | s cross,2015,6.5,8.61,33429,Diesel,Dealer,Manual,0 10 | ciaz,2016,8.75,8.89,20273,Diesel,Dealer,Manual,0 11 | ciaz,2015,7.45,8.92,42367,Diesel,Dealer,Manual,0 12 | alto 800,2017,2.85,3.6,2135,Petrol,Dealer,Manual,0 13 | ciaz,2015,6.85,10.38,51000,Diesel,Dealer,Manual,0 14 | ciaz,2015,7.5,9.94,15000,Petrol,Dealer,Automatic,0 15 | ertiga,2015,6.1,7.71,26000,Petrol,Dealer,Manual,0 16 | dzire,2009,2.25,7.21,77427,Petrol,Dealer,Manual,0 17 | ertiga,2016,7.75,10.79,43000,Diesel,Dealer,Manual,0 18 | ertiga,2015,7.25,10.79,41678,Diesel,Dealer,Manual,0 19 | ertiga,2016,7.75,10.79,43000,Diesel,Dealer,Manual,0 20 | wagon r,2015,3.25,5.09,35500,CNG,Dealer,Manual,0 21 | sx4,2010,2.65,7.98,41442,Petrol,Dealer,Manual,0 22 | alto k10,2016,2.85,3.95,25000,Petrol,Dealer,Manual,0 23 | ignis,2017,4.9,5.71,2400,Petrol,Dealer,Manual,0 24 | sx4,2011,4.4,8.01,50000,Petrol,Dealer,Automatic,0 25 | alto k10,2014,2.5,3.46,45280,Petrol,Dealer,Manual,0 26 | wagon r,2013,2.9,4.41,56879,Petrol,Dealer,Manual,0 27 | swift,2011,3,4.99,20000,Petrol,Dealer,Manual,0 28 | swift,2013,4.15,5.87,55138,Petrol,Dealer,Manual,0 29 | swift,2017,6,6.49,16200,Petrol,Individual,Manual,0 30 | alto k10,2010,1.95,3.95,44542,Petrol,Dealer,Manual,0 31 | ciaz,2015,7.45,10.38,45000,Diesel,Dealer,Manual,0 32 | ritz,2012,3.1,5.98,51439,Diesel,Dealer,Manual,0 33 | ritz,2011,2.35,4.89,54200,Petrol,Dealer,Manual,0 34 | swift,2014,4.95,7.49,39000,Diesel,Dealer,Manual,0 35 | ertiga,2014,6,9.95,45000,Diesel,Dealer,Manual,0 36 | dzire,2014,5.5,8.06,45000,Diesel,Dealer,Manual,0 37 | sx4,2011,2.95,7.74,49998,CNG,Dealer,Manual,0 38 | dzire,2015,4.65,7.2,48767,Petrol,Dealer,Manual,0 39 | 800,2003,0.35,2.28,127000,Petrol,Individual,Manual,0 40 | alto k10,2016,3,3.76,10079,Petrol,Dealer,Manual,0 41 | sx4,2003,2.25,7.98,62000,Petrol,Dealer,Manual,0 42 | baleno,2016,5.85,7.87,24524,Petrol,Dealer,Automatic,0 43 | alto k10,2014,2.55,3.98,46706,Petrol,Dealer,Manual,0 44 | sx4,2008,1.95,7.15,58000,Petrol,Dealer,Manual,0 45 | dzire,2014,5.5,8.06,45780,Diesel,Dealer,Manual,0 46 | omni,2012,1.25,2.69,50000,Petrol,Dealer,Manual,0 47 | ciaz,2014,7.5,12.04,15000,Petrol,Dealer,Automatic,0 48 | ritz,2013,2.65,4.89,64532,Petrol,Dealer,Manual,0 49 | wagon r,2006,1.05,4.15,65000,Petrol,Dealer,Manual,0 50 | ertiga,2015,5.8,7.71,25870,Petrol,Dealer,Manual,0 51 | ciaz,2017,7.75,9.29,37000,Petrol,Dealer,Automatic,0 52 | fortuner,2012,14.9,30.61,104707,Diesel,Dealer,Automatic,0 53 | fortuner,2015,23,30.61,40000,Diesel,Dealer,Automatic,0 54 | innova,2017,18,19.77,15000,Diesel,Dealer,Automatic,0 55 | fortuner,2013,16,30.61,135000,Diesel,Individual,Automatic,0 56 | innova,2005,2.75,10.21,90000,Petrol,Individual,Manual,0 57 | corolla altis,2009,3.6,15.04,70000,Petrol,Dealer,Automatic,0 58 | etios cross,2015,4.5,7.27,40534,Petrol,Dealer,Manual,0 59 | corolla altis,2010,4.75,18.54,50000,Petrol,Dealer,Manual,0 60 | etios g,2014,4.1,6.8,39485,Petrol,Dealer,Manual,1 61 | fortuner,2014,19.99,35.96,41000,Diesel,Dealer,Automatic,0 62 | corolla altis,2013,6.95,18.61,40001,Petrol,Dealer,Manual,0 63 | etios cross,2015,4.5,7.7,40588,Petrol,Dealer,Manual,0 64 | fortuner,2014,18.75,35.96,78000,Diesel,Dealer,Automatic,0 65 | fortuner,2015,23.5,35.96,47000,Diesel,Dealer,Automatic,0 66 | fortuner,2017,33,36.23,6000,Diesel,Dealer,Automatic,0 67 | etios liva,2014,4.75,6.95,45000,Diesel,Dealer,Manual,0 68 | innova,2017,19.75,23.15,11000,Petrol,Dealer,Automatic,0 69 | fortuner,2010,9.25,20.45,59000,Diesel,Dealer,Manual,0 70 | corolla altis,2011,4.35,13.74,88000,Petrol,Dealer,Manual,0 71 | corolla altis,2016,14.25,20.91,12000,Petrol,Dealer,Manual,0 72 | etios liva,2014,3.95,6.76,71000,Diesel,Dealer,Manual,0 73 | corolla altis,2011,4.5,12.48,45000,Diesel,Dealer,Manual,0 74 | corolla altis,2013,7.45,18.61,56001,Petrol,Dealer,Manual,0 75 | etios liva,2011,2.65,5.71,43000,Petrol,Dealer,Manual,0 76 | etios cross,2014,4.9,8.93,83000,Diesel,Dealer,Manual,0 77 | etios g,2015,3.95,6.8,36000,Petrol,Dealer,Manual,0 78 | corolla altis,2013,5.5,14.68,72000,Petrol,Dealer,Manual,0 79 | corolla,2004,1.5,12.35,135154,Petrol,Dealer,Automatic,0 80 | corolla altis,2010,5.25,22.83,80000,Petrol,Dealer,Automatic,0 81 | fortuner,2012,14.5,30.61,89000,Diesel,Dealer,Automatic,0 82 | corolla altis,2016,14.73,14.89,23000,Diesel,Dealer,Manual,0 83 | etios gd,2015,4.75,7.85,40000,Diesel,Dealer,Manual,0 84 | innova,2017,23,25.39,15000,Diesel,Dealer,Automatic,0 85 | innova,2015,12.5,13.46,38000,Diesel,Dealer,Manual,0 86 | innova,2005,3.49,13.46,197176,Diesel,Dealer,Manual,0 87 | camry,2006,2.5,23.73,142000,Petrol,Individual,Automatic,3 88 | land cruiser,2010,35,92.6,78000,Diesel,Dealer,Manual,0 89 | corolla altis,2012,5.9,13.74,56000,Petrol,Dealer,Manual,0 90 | etios liva,2013,3.45,6.05,47000,Petrol,Dealer,Manual,0 91 | etios g,2014,4.75,6.76,40000,Petrol,Dealer,Manual,0 92 | corolla altis,2009,3.8,18.61,62000,Petrol,Dealer,Manual,0 93 | innova,2014,11.25,16.09,58242,Diesel,Dealer,Manual,0 94 | innova,2005,3.51,13.7,75000,Petrol,Dealer,Manual,0 95 | fortuner,2015,23,30.61,40000,Diesel,Dealer,Automatic,0 96 | corolla altis,2008,4,22.78,89000,Petrol,Dealer,Automatic,0 97 | corolla altis,2012,5.85,18.61,72000,Petrol,Dealer,Manual,0 98 | innova,2016,20.75,25.39,29000,Diesel,Dealer,Automatic,0 99 | corolla altis,2017,17,18.64,8700,Petrol,Dealer,Manual,0 100 | corolla altis,2013,7.05,18.61,45000,Petrol,Dealer,Manual,0 101 | fortuner,2010,9.65,20.45,50024,Diesel,Dealer,Manual,0 102 | Royal Enfield Thunder 500,2016,1.75,1.9,3000,Petrol,Individual,Manual,0 103 | UM Renegade Mojave,2017,1.7,1.82,1400,Petrol,Individual,Manual,0 104 | KTM RC200,2017,1.65,1.78,4000,Petrol,Individual,Manual,0 105 | Bajaj Dominar 400,2017,1.45,1.6,1200,Petrol,Individual,Manual,0 106 | Royal Enfield Classic 350,2017,1.35,1.47,4100,Petrol,Individual,Manual,0 107 | KTM RC390,2015,1.35,2.37,21700,Petrol,Individual,Manual,0 108 | Hyosung GT250R,2014,1.35,3.45,16500,Petrol,Individual,Manual,1 109 | Royal Enfield Thunder 350,2013,1.25,1.5,15000,Petrol,Individual,Manual,0 110 | Royal Enfield Thunder 350,2016,1.2,1.5,18000,Petrol,Individual,Manual,0 111 | Royal Enfield Classic 350,2017,1.2,1.47,11000,Petrol,Individual,Manual,0 112 | KTM RC200,2016,1.2,1.78,6000,Petrol,Individual,Manual,0 113 | Royal Enfield Thunder 350,2016,1.15,1.5,8700,Petrol,Individual,Manual,0 114 | KTM 390 Duke ,2014,1.15,2.4,7000,Petrol,Individual,Manual,0 115 | Mahindra Mojo XT300,2016,1.15,1.4,35000,Petrol,Individual,Manual,0 116 | Royal Enfield Classic 350,2015,1.15,1.47,17000,Petrol,Individual,Manual,0 117 | Royal Enfield Classic 350,2015,1.11,1.47,17500,Petrol,Individual,Manual,0 118 | Royal Enfield Classic 350,2013,1.1,1.47,33000,Petrol,Individual,Manual,0 119 | Royal Enfield Thunder 500,2015,1.1,1.9,14000,Petrol,Individual,Manual,0 120 | Royal Enfield Classic 350,2015,1.1,1.47,26000,Petrol,Individual,Manual,0 121 | Royal Enfield Thunder 500,2013,1.05,1.9,5400,Petrol,Individual,Manual,0 122 | Bajaj Pulsar RS200,2016,1.05,1.26,5700,Petrol,Individual,Manual,0 123 | Royal Enfield Thunder 350,2011,1.05,1.5,6900,Petrol,Individual,Manual,0 124 | Royal Enfield Bullet 350,2016,1.05,1.17,6000,Petrol,Individual,Manual,0 125 | Royal Enfield Classic 350,2013,1,1.47,46500,Petrol,Individual,Manual,0 126 | Royal Enfield Classic 500,2012,0.95,1.75,11500,Petrol,Individual,Manual,0 127 | Royal Enfield Classic 500,2009,0.9,1.75,40000,Petrol,Individual,Manual,0 128 | Bajaj Avenger 220,2017,0.9,0.95,1300,Petrol,Individual,Manual,0 129 | Bajaj Avenger 150,2016,0.75,0.8,7000,Petrol,Individual,Manual,0 130 | Honda CB Hornet 160R,2017,0.8,0.87,3000,Petrol,Individual,Manual,0 131 | Yamaha FZ S V 2.0,2017,0.78,0.84,5000,Petrol,Individual,Manual,0 132 | Honda CB Hornet 160R,2017,0.75,0.87,11000,Petrol,Individual,Manual,0 133 | Yamaha FZ 16,2015,0.75,0.82,18000,Petrol,Individual,Manual,0 134 | Bajaj Avenger 220,2017,0.75,0.95,3500,Petrol,Individual,Manual,0 135 | Bajaj Avenger 220,2016,0.72,0.95,500,Petrol,Individual,Manual,0 136 | TVS Apache RTR 160,2017,0.65,0.81,11800,Petrol,Individual,Manual,0 137 | Bajaj Pulsar 150,2015,0.65,0.74,5000,Petrol,Individual,Manual,0 138 | Honda CBR 150,2014,0.65,1.2,23500,Petrol,Individual,Manual,0 139 | Hero Extreme,2013,0.65,0.787,16000,Petrol,Individual,Manual,0 140 | Honda CB Hornet 160R,2016,0.6,0.87,15000,Petrol,Individual,Manual,0 141 | Bajaj Avenger 220 dtsi,2015,0.6,0.95,16600,Petrol,Individual,Manual,0 142 | Honda CBR 150,2013,0.6,1.2,32000,Petrol,Individual,Manual,0 143 | Bajaj Avenger 150 street,2016,0.6,0.8,20000,Petrol,Individual,Manual,0 144 | Yamaha FZ v 2.0,2015,0.6,0.84,29000,Petrol,Individual,Manual,0 145 | Yamaha FZ v 2.0,2016,0.6,0.84,25000,Petrol,Individual,Manual,0 146 | Bajaj Pulsar NS 200,2014,0.6,0.99,25000,Petrol,Individual,Manual,0 147 | TVS Apache RTR 160,2012,0.6,0.81,19000,Petrol,Individual,Manual,0 148 | Hero Extreme,2014,0.55,0.787,15000,Petrol,Individual,Manual,0 149 | Yamaha FZ S V 2.0,2015,0.55,0.84,58000,Petrol,Individual,Manual,0 150 | Bajaj Pulsar 220 F,2010,0.52,0.94,45000,Petrol,Individual,Manual,0 151 | Bajaj Pulsar 220 F,2016,0.51,0.94,24000,Petrol,Individual,Manual,0 152 | TVS Apache RTR 180,2011,0.5,0.826,6000,Petrol,Individual,Manual,0 153 | Hero Passion X pro,2016,0.5,0.55,31000,Petrol,Individual,Manual,0 154 | Bajaj Pulsar NS 200,2012,0.5,0.99,13000,Petrol,Individual,Manual,0 155 | Bajaj Pulsar NS 200,2013,0.5,0.99,45000,Petrol,Individual,Manual,0 156 | Yamaha Fazer ,2014,0.5,0.88,8000,Petrol,Individual,Manual,0 157 | Honda Activa 4G,2017,0.48,0.51,4300,Petrol,Individual,Automatic,0 158 | TVS Sport ,2017,0.48,0.52,15000,Petrol,Individual,Manual,0 159 | Yamaha FZ S V 2.0,2015,0.48,0.84,23000,Petrol,Individual,Manual,0 160 | Honda Dream Yuga ,2017,0.48,0.54,8600,Petrol,Individual,Manual,0 161 | Honda Activa 4G,2017,0.45,0.51,4000,Petrol,Individual,Automatic,0 162 | Bajaj Avenger Street 220,2011,0.45,0.95,24000,Petrol,Individual,Manual,0 163 | TVS Apache RTR 180,2014,0.45,0.826,23000,Petrol,Individual,Manual,0 164 | Bajaj Pulsar NS 200,2012,0.45,0.99,14500,Petrol,Individual,Manual,0 165 | Bajaj Avenger 220 dtsi,2010,0.45,0.95,27000,Petrol,Individual,Manual,0 166 | Hero Splender iSmart,2016,0.45,0.54,14000,Petrol,Individual,Manual,0 167 | Activa 3g,2016,0.45,0.54,500,Petrol,Individual,Automatic,0 168 | Hero Passion Pro,2016,0.45,0.55,1000,Petrol,Individual,Manual,0 169 | TVS Apache RTR 160,2014,0.42,0.81,42000,Petrol,Individual,Manual,0 170 | Honda CB Trigger,2013,0.42,0.73,12000,Petrol,Individual,Manual,0 171 | Hero Splender iSmart,2015,0.4,0.54,14000,Petrol,Individual,Manual,0 172 | Yamaha FZ S ,2012,0.4,0.83,5500,Petrol,Individual,Manual,0 173 | Hero Passion Pro,2015,0.4,0.55,6700,Petrol,Individual,Manual,0 174 | Bajaj Pulsar 135 LS,2014,0.4,0.64,13700,Petrol,Individual,Manual,0 175 | Activa 4g,2017,0.4,0.51,1300,Petrol,Individual,Automatic,0 176 | Honda CB Unicorn,2015,0.38,0.72,38600,Petrol,Individual,Manual,0 177 | Hero Honda CBZ extreme,2011,0.38,0.787,75000,Petrol,Individual,Manual,0 178 | Honda Karizma,2011,0.35,1.05,30000,Petrol,Individual,Manual,0 179 | Honda Activa 125,2016,0.35,0.57,24000,Petrol,Individual,Automatic,0 180 | TVS Jupyter,2014,0.35,0.52,19000,Petrol,Individual,Automatic,0 181 | Honda Karizma,2010,0.31,1.05,213000,Petrol,Individual,Manual,0 182 | Hero Honda Passion Pro,2012,0.3,0.51,60000,Petrol,Individual,Manual,0 183 | Hero Splender Plus,2016,0.3,0.48,50000,Petrol,Individual,Manual,0 184 | Honda CB Shine,2013,0.3,0.58,30000,Petrol,Individual,Manual,0 185 | Bajaj Discover 100,2013,0.27,0.47,21000,Petrol,Individual,Manual,0 186 | Bajaj Pulsar 150,2008,0.25,0.75,26000,Petrol,Individual,Manual,1 187 | Suzuki Access 125,2008,0.25,0.58,1900,Petrol,Individual,Automatic,0 188 | TVS Wego,2010,0.25,0.52,22000,Petrol,Individual,Automatic,0 189 | Honda CB twister,2013,0.25,0.51,32000,Petrol,Individual,Manual,0 190 | Hero Glamour,2013,0.25,0.57,18000,Petrol,Individual,Manual,0 191 | Hero Super Splendor,2005,0.2,0.57,55000,Petrol,Individual,Manual,0 192 | Bajaj Pulsar 150,2008,0.2,0.75,60000,Petrol,Individual,Manual,0 193 | Bajaj Discover 125,2012,0.2,0.57,25000,Petrol,Individual,Manual,1 194 | Hero Hunk,2007,0.2,0.75,49000,Petrol,Individual,Manual,1 195 | Hero Ignitor Disc,2013,0.2,0.65,24000,Petrol,Individual,Manual,1 196 | Hero CBZ Xtreme,2008,0.2,0.787,50000,Petrol,Individual,Manual,0 197 | Bajaj ct 100,2015,0.18,0.32,35000,Petrol,Individual,Manual,0 198 | Activa 3g,2008,0.17,0.52,500000,Petrol,Individual,Automatic,0 199 | Honda CB twister,2010,0.16,0.51,33000,Petrol,Individual,Manual,0 200 | Bajaj Discover 125,2011,0.15,0.57,35000,Petrol,Individual,Manual,1 201 | Honda CB Shine,2007,0.12,0.58,53000,Petrol,Individual,Manual,0 202 | Bajaj Pulsar 150,2006,0.1,0.75,92233,Petrol,Individual,Manual,0 203 | i20,2010,3.25,6.79,58000,Diesel,Dealer,Manual,1 204 | grand i10,2015,4.4,5.7,28200,Petrol,Dealer,Manual,0 205 | i10,2011,2.95,4.6,53460,Petrol,Dealer,Manual,0 206 | eon,2015,2.75,4.43,28282,Petrol,Dealer,Manual,0 207 | grand i10,2016,5.25,5.7,3493,Petrol,Dealer,Manual,1 208 | xcent,2017,5.75,7.13,12479,Petrol,Dealer,Manual,0 209 | grand i10,2015,5.15,5.7,34797,Petrol,Dealer,Automatic,0 210 | i20,2017,7.9,8.1,3435,Petrol,Dealer,Manual,0 211 | grand i10,2015,4.85,5.7,21125,Diesel,Dealer,Manual,0 212 | i10,2012,3.1,4.6,35775,Petrol,Dealer,Manual,0 213 | elantra,2015,11.75,14.79,43535,Diesel,Dealer,Manual,0 214 | creta,2016,11.25,13.6,22671,Petrol,Dealer,Manual,0 215 | i20,2011,2.9,6.79,31604,Petrol,Dealer,Manual,0 216 | grand i10,2017,5.25,5.7,20114,Petrol,Dealer,Manual,0 217 | verna,2012,4.5,9.4,36100,Petrol,Dealer,Manual,0 218 | eon,2016,2.9,4.43,12500,Petrol,Dealer,Manual,0 219 | eon,2016,3.15,4.43,15000,Petrol,Dealer,Manual,0 220 | verna,2014,6.45,9.4,45078,Petrol,Dealer,Manual,0 221 | verna,2012,4.5,9.4,36000,Petrol,Dealer,Manual,0 222 | eon,2017,3.5,4.43,38488,Petrol,Dealer,Manual,0 223 | i20,2013,4.5,6.79,32000,Petrol,Dealer,Automatic,0 224 | i20,2014,6,7.6,77632,Diesel,Dealer,Manual,0 225 | verna,2015,8.25,9.4,61381,Diesel,Dealer,Manual,0 226 | verna,2013,5.11,9.4,36198,Petrol,Dealer,Automatic,0 227 | i10,2011,2.7,4.6,22517,Petrol,Dealer,Manual,0 228 | grand i10,2015,5.25,5.7,24678,Petrol,Dealer,Manual,0 229 | i10,2011,2.55,4.43,57000,Petrol,Dealer,Manual,0 230 | verna,2012,4.95,9.4,60000,Diesel,Dealer,Manual,0 231 | i20,2012,3.1,6.79,52132,Diesel,Dealer,Manual,0 232 | verna,2013,6.15,9.4,45000,Diesel,Dealer,Manual,0 233 | verna,2017,9.25,9.4,15001,Petrol,Dealer,Manual,0 234 | elantra,2015,11.45,14.79,12900,Petrol,Dealer,Automatic,0 235 | grand i10,2013,3.9,5.7,53000,Diesel,Dealer,Manual,0 236 | grand i10,2015,5.5,5.7,4492,Petrol,Dealer,Manual,0 237 | verna,2017,9.1,9.4,15141,Petrol,Dealer,Manual,0 238 | eon,2016,3.1,4.43,11849,Petrol,Dealer,Manual,0 239 | creta,2015,11.25,13.6,68000,Diesel,Dealer,Manual,0 240 | verna,2013,4.8,9.4,60241,Petrol,Dealer,Manual,0 241 | eon,2012,2,4.43,23709,Petrol,Dealer,Manual,0 242 | verna,2012,5.35,9.4,32322,Diesel,Dealer,Manual,0 243 | xcent,2015,4.75,7.13,35866,Petrol,Dealer,Manual,1 244 | xcent,2014,4.4,7.13,34000,Petrol,Dealer,Manual,0 245 | i20,2016,6.25,7.6,7000,Petrol,Dealer,Manual,0 246 | verna,2013,5.95,9.4,49000,Diesel,Dealer,Manual,0 247 | verna,2012,5.2,9.4,71000,Diesel,Dealer,Manual,0 248 | i20,2012,3.75,6.79,35000,Petrol,Dealer,Manual,0 249 | verna,2015,5.95,9.4,36000,Petrol,Dealer,Manual,0 250 | i10,2013,4,4.6,30000,Petrol,Dealer,Manual,0 251 | i20,2016,5.25,7.6,17000,Petrol,Dealer,Manual,0 252 | creta,2016,12.9,13.6,35934,Diesel,Dealer,Manual,0 253 | city,2013,5,9.9,56701,Petrol,Dealer,Manual,0 254 | brio,2015,5.4,6.82,31427,Petrol,Dealer,Automatic,0 255 | city,2014,7.2,9.9,48000,Diesel,Dealer,Manual,0 256 | city,2013,5.25,9.9,54242,Petrol,Dealer,Manual,0 257 | brio,2012,3,5.35,53675,Petrol,Dealer,Manual,0 258 | city,2016,10.25,13.6,49562,Petrol,Dealer,Manual,0 259 | city,2015,8.5,13.6,40324,Petrol,Dealer,Manual,0 260 | city,2015,8.4,13.6,25000,Petrol,Dealer,Manual,0 261 | amaze,2014,3.9,7,36054,Petrol,Dealer,Manual,0 262 | city,2016,9.15,13.6,29223,Petrol,Dealer,Manual,0 263 | brio,2016,5.5,5.97,5600,Petrol,Dealer,Manual,0 264 | amaze,2015,4,5.8,40023,Petrol,Dealer,Manual,0 265 | jazz,2016,6.6,7.7,16002,Petrol,Dealer,Manual,0 266 | amaze,2015,4,7,40026,Petrol,Dealer,Manual,0 267 | jazz,2017,6.5,8.7,21200,Petrol,Dealer,Manual,0 268 | amaze,2014,3.65,7,35000,Petrol,Dealer,Manual,0 269 | city,2016,8.35,9.4,19434,Diesel,Dealer,Manual,0 270 | brio,2017,4.8,5.8,19000,Petrol,Dealer,Manual,0 271 | city,2015,6.7,10,18828,Petrol,Dealer,Manual,0 272 | city,2011,4.1,10,69341,Petrol,Dealer,Manual,0 273 | city,2009,3,10,69562,Petrol,Dealer,Manual,0 274 | city,2015,7.5,10,27600,Petrol,Dealer,Manual,0 275 | jazz,2010,2.25,7.5,61203,Petrol,Dealer,Manual,0 276 | brio,2014,5.3,6.8,16500,Petrol,Dealer,Manual,0 277 | city,2016,10.9,13.6,30753,Petrol,Dealer,Automatic,0 278 | city,2015,8.65,13.6,24800,Petrol,Dealer,Manual,0 279 | city,2015,9.7,13.6,21780,Petrol,Dealer,Manual,0 280 | jazz,2016,6,8.4,4000,Petrol,Dealer,Manual,0 281 | city,2014,6.25,13.6,40126,Petrol,Dealer,Manual,0 282 | brio,2015,5.25,5.9,14465,Petrol,Dealer,Manual,0 283 | city,2006,2.1,7.6,50456,Petrol,Dealer,Manual,0 284 | city,2014,8.25,14,63000,Diesel,Dealer,Manual,0 285 | city,2016,8.99,11.8,9010,Petrol,Dealer,Manual,0 286 | brio,2013,3.5,5.9,9800,Petrol,Dealer,Manual,0 287 | jazz,2016,7.4,8.5,15059,Petrol,Dealer,Automatic,0 288 | jazz,2016,5.65,7.9,28569,Petrol,Dealer,Manual,0 289 | amaze,2015,5.75,7.5,44000,Petrol,Dealer,Automatic,0 290 | city,2015,8.4,13.6,34000,Petrol,Dealer,Manual,0 291 | city,2016,10.11,13.6,10980,Petrol,Dealer,Manual,0 292 | amaze,2014,4.5,6.4,19000,Petrol,Dealer,Manual,0 293 | brio,2015,5.4,6.1,31427,Petrol,Dealer,Manual,0 294 | jazz,2016,6.4,8.4,12000,Petrol,Dealer,Manual,0 295 | city,2010,3.25,9.9,38000,Petrol,Dealer,Manual,0 296 | amaze,2014,3.75,6.8,33019,Petrol,Dealer,Manual,0 297 | city,2015,8.55,13.09,60076,Diesel,Dealer,Manual,0 298 | city,2016,9.5,11.6,33988,Diesel,Dealer,Manual,0 299 | brio,2015,4,5.9,60000,Petrol,Dealer,Manual,0 300 | city,2009,3.35,11,87934,Petrol,Dealer,Manual,0 301 | city,2017,11.5,12.5,9000,Diesel,Dealer,Manual,0 302 | brio,2016,5.3,5.9,5464,Petrol,Dealer,Manual,0 303 | --------------------------------------------------------------------------------