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app.py
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import pickle
import jsonify
import requests
import numpy as np
import pandas as pd
from sklearn.linear_model import LinearRegression
from flask import Flask, render_template, request
from sklearn.model_selection import train_test_split
data=pd.read_csv('final_co2.csv',index_col=0)
X=data.drop(['CO2_Emissions'],axis=1)
y=data['CO2_Emissions']
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30, random_state=42)
reg=LinearRegression()
reg.fit(X_train,y_train)
filename = 'finalized_model.pkl'
pickle.dump(reg, open(filename, 'wb'))
app = Flask(__name__)
model = pickle.load(open('finalized_model.pkl', 'rb'))
@app.route('/',methods=['GET'])
def Home():
return render_template('index.html')
@app.route("/predict", methods=['POST'])
def predict():
if request.method == 'POST':
Engine_Size=float(request.form['Engine_Size'])
Cylinders=float(request.form['Cylinders'])
Fuel_Consumption_City=float(request.form['Fuel_Consumption_City'])
Fuel_Consumption_Hwy=float(request.form['Fuel_Consumption_Hwy'])
Fuel_Consumption_Comb=float(request.form['Fuel_Consumption_Comb'])
Fuel_Consumption_Comb_mpg=float(request.form['Fuel_Consumption_Comb_mpg'])
Make=request.form['Make']
if(Make=='Luxury'):
Make_Type_Luxury=1
Make_Type_Premium=0
Make_Type_Sports=0
elif(Make=='Premium'):
Make_Type_Luxury=0
Make_Type_Premium=1
Make_Type_Sports=0
elif(Make=='Sports'):
Make_Type_Luxury=0
Make_Type_Premium=0
Make_Type_Sports=1
else:
Make_Type_Luxury=0
Make_Type_Premium=0
Make_Type_Sports=0
Vehicle_Class=request.form['Vehicle_Class']
if(Vehicle_Class=='SUV'):
Vehicle_Class_Type_SUV=1
Vehicle_Class_Type_Sedan=0
Vehicle_Class_Type_Truck=0
elif(Vehicle_Class=='Sedan'):
Vehicle_Class_Type_SUV=0
Vehicle_Class_Type_Sedan=1
Vehicle_Class_Type_Truck=0
elif(Vehicle_Class=='Truck'):
Vehicle_Class_Type_SUV=0
Vehicle_Class_Type_Sedan=0
Vehicle_Class_Type_Truck=1
else:
Vehicle_Class_Type_SUV=0
Vehicle_Class_Type_Sedan=0
Vehicle_Class_Type_Truck=0
Transmission=request.form['Transmission']
if(Transmission=='A4'):
Transmission_A4=1
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='A5'):
Transmission_A4=0
Transmission_A5=1
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='A6'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=1
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='A7'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=1
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='A8'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=1
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='A9'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=1
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AM5'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=1
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AM6'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=1
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AM7'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=1
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AM8'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=1
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AM9'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=1
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AS4'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=1
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AS5'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=1
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AS6'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=1
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AS7'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=1
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AS8'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=1
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AS9'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=1
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AS10'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=1
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AV'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=1
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AV6'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=1
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AV8'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=1
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='AV10'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=1
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='M5'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=1
Transmission_M6=0
Transmission_M7=0
elif(Transmission=='M6'):
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=1
Transmission_M7=0
else:
Transmission_A4=0
Transmission_A5=0
Transmission_A6=0
Transmission_A7=0
Transmission_A8=0
Transmission_A9=0
Transmission_AM5=0
Transmission_AM6=0
Transmission_AM7=0
Transmission_AM8=0
Transmission_AM9=0
Transmission_AS10=0
Transmission_AS4=0
Transmission_AS5=0
Transmission_AS6=0
Transmission_AS7=0
Transmission_AS8=0
Transmission_AS9=0
Transmission_AV=0
Transmission_AV10=0
Transmission_AV6=0
Transmission_AV7=0
Transmission_AV8=0
Transmission_M5=0
Transmission_M6=0
Transmission_M7=1
Fuel_Type=request.form['Fuel_Type']
if(Fuel_Type=='Type_E'):
Fuel_Type_E=1
Fuel_Type_X=0
Fuel_Type_Z=0
elif(Fuel_Type=='Type_X'):
Fuel_Type_E=0
Fuel_Type_X=1
Fuel_Type_Z=0
elif(Fuel_Type=='Type_Z'):
Fuel_Type_E=0
Fuel_Type_X=0
Fuel_Type_Z=1
else:
Fuel_Type_E=0
Fuel_Type_X=0
Fuel_Type_Z=0
def lr(Engine_Size, Cylinders, Fuel_Consumption_City,Fuel_Consumption_Hwy, Fuel_Consumption_Comb,Fuel_Consumption_Comb_mpg,Fuel_Type_E, Fuel_Type_X,Fuel_Type_Z, Transmission_A4, Transmission_A5, Transmission_A6,Transmission_A7, Transmission_A8, Transmission_A9,Transmission_AM5, Transmission_AM6, Transmission_AM7,Transmission_AM8, Transmission_AM9, Transmission_AS10,Transmission_AS4, Transmission_AS5, Transmission_AS6,Transmission_AS7, Transmission_AS8, Transmission_AS9,Transmission_AV, Transmission_AV10, Transmission_AV6,Transmission_AV7, Transmission_AV8, Transmission_M5,Transmission_M6, Transmission_M7, Make_Type_Luxury,Make_Type_Premium, Make_Type_Sports, Vehicle_Class_Type_SUV,Vehicle_Class_Type_Sedan, Vehicle_Class_Type_Truck):
c=pd.DataFrame([Engine_Size, Cylinders, Fuel_Consumption_City,Fuel_Consumption_Hwy, Fuel_Consumption_Comb,Fuel_Consumption_Comb_mpg,Fuel_Type_E, Fuel_Type_X,Fuel_Type_Z, Transmission_A4, Transmission_A5, Transmission_A6,Transmission_A7, Transmission_A8, Transmission_A9,Transmission_AM5, Transmission_AM6, Transmission_AM7,Transmission_AM8, Transmission_AM9, Transmission_AS10,Transmission_AS4, Transmission_AS5, Transmission_AS6,Transmission_AS7, Transmission_AS8, Transmission_AS9,Transmission_AV, Transmission_AV10, Transmission_AV6,Transmission_AV7, Transmission_AV8, Transmission_M5,Transmission_M6, Transmission_M7, Make_Type_Luxury,Make_Type_Premium, Make_Type_Sports, Vehicle_Class_Type_SUV,Vehicle_Class_Type_Sedan, Vehicle_Class_Type_Truck]).T
return model.predict(c)
prediction=lr(Engine_Size, Cylinders, Fuel_Consumption_City,Fuel_Consumption_Hwy, Fuel_Consumption_Comb,Fuel_Consumption_Comb_mpg,Fuel_Type_E, Fuel_Type_X,Fuel_Type_Z, Transmission_A4, Transmission_A5, Transmission_A6,Transmission_A7, Transmission_A8, Transmission_A9,Transmission_AM5, Transmission_AM6, Transmission_AM7,Transmission_AM8, Transmission_AM9, Transmission_AS10,Transmission_AS4, Transmission_AS5, Transmission_AS6,Transmission_AS7, Transmission_AS8, Transmission_AS9,Transmission_AV, Transmission_AV10, Transmission_AV6,Transmission_AV7, Transmission_AV8, Transmission_M5,Transmission_M6, Transmission_M7, Make_Type_Luxury,Make_Type_Premium, Make_Type_Sports, Vehicle_Class_Type_SUV,Vehicle_Class_Type_Sedan, Vehicle_Class_Type_Truck)
return render_template('index.html',prediction_text="Co2 Emissions by car is {}".format(np.round(prediction,2)))
if __name__=="__main__":
app.run(debug=True)