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skim2086-ipl-score-predictor.py
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import pickle
import joblib
import numpy as np
from flask import Flask,render_template,request
regressor = joblib.load('iplmodel_ridge.sav')
with open('scaler.pkl','rb') as f:
scaler = pickle.load(f)
app = Flask(__name__)
@app.route('/')
def home():
return render_template('home.html',val='')
@app.route('/predict',methods=['POST'])
def predict():
a = []
if request.method == 'POST':
venue = request.form['venue']
if venue=='ACA-VDCA Stadium, Visakhapatnam':
a = a + [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]
elif venue=='Barabati Stadium, Cuttack':
a = a + [0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]
elif venue=='Dr DY Patil Sports Academy, Mumbai':
a = a + [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]
elif venue=='Dubai International Cricket Stadium, Dubai':
a = a + [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]
elif venue=='Eden Gardens, Kolkata':
a = a + [0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]
elif venue=='Feroz Shah Kotla, Delhi':
a = a + [0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0]
elif venue=='Himachal Pradesh Cricket Association Stadium, Dharamshala':
a = a + [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0]
elif venue=='Holkar Cricket Stadium, Indore':
a = a + [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0]
elif venue=='JSCA International Stadium Complex, Ranchi':
a = a + [0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0]
elif venue=='M Chinnaswamy Stadium, Bangalore':
a = a + [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0]
elif venue=='MA Chidambaram Stadium, Chepauk':
a = a + [0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0]
elif venue=='Maharashtra Cricket Association Stadium, Pune':
a = a + [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0]
elif venue=='Punjab Cricket Association Stadium, Mohali':
a = a + [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0]
elif venue=='Raipur International Cricket Stadium, Raipur':
a = a + [0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0]
elif venue=='Rajiv Gandhi International Stadium, Uppal':
a = a + [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0]
elif venue=='Sardar Patel Stadium, Motera':
a = a + [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0]
elif venue=='Sawai Mansingh Stadium, Jaipur':
a = a + [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0]
elif venue=='Sharjah Cricket Stadium, Sharjah':
a = a + [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0]
elif venue=='Sheikh Zayed Stadium, Abu-Dhabi':
a = a + [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0]
elif venue=='Wankhede Stadium, Mumbai':
a = a + [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1]
batting_team = request.form['batting-team']
if batting_team == 'Chennai Super Kings':
a = a + [1,0,0,0,0,0,0,0]
elif batting_team == 'Delhi Capitals':
a = a + [0,1,0,0,0,0,0,0]
elif batting_team == 'Kings XI Punjab':
a = a + [0,0,1,0,0,0,0,0]
elif batting_team == 'Kolkata Knight Riders':
a = a + [0,0,0,1,0,0,0,0]
elif batting_team == 'Mumbai Indians':
a = a + [0,0,0,0,1,0,0,0]
elif batting_team == 'Rajasthan Royals':
a = a + [0,0,0,0,0,1,0,0]
elif batting_team == 'Royal Challengers Bangalore':
a = a + [0,0,0,0,0,0,1,0]
elif batting_team == 'Sunrisers Hyderabad':
a = a + [0,0,0,0,0,0,0,1]
bowling_team = request.form['bowling-team']
if bowling_team == 'Chennai Super Kings':
a = a + [1,0,0,0,0,0,0,0]
elif bowling_team == 'Delhi Capitals':
a = a + [0,1,0,0,0,0,0,0]
elif bowling_team == 'Kings XI Punjab':
a = a + [0,0,1,0,0,0,0,0]
elif bowling_team == 'Kolkata Knight Riders':
a = a + [0,0,0,1,0,0,0,0]
elif bowling_team == 'Mumbai Indians':
a = a + [0,0,0,0,1,0,0,0]
elif bowling_team == 'Rajasthan Royals':
a = a + [0,0,0,0,0,1,0,0]
elif bowling_team == 'Royal Challengers Bangalore':
a = a + [0,0,0,0,0,0,1,0]
elif bowling_team == 'Sunrisers Hyderabad':
a = a + [0,0,0,0,0,0,0,1]
if batting_team==bowling_team and batting_team!='none' and bowling_team!='none':
return render_template('home.html',val='Batting team and Bowling team cant be same and none of the values can\'t be empty.')
overs = request.form['overs']
runs = request.form['runs']
wickets = request.form['wickets']
runs_in_prev_5 = request.form['runs_in_prev_5']
wickets_in_prev_5 = request.form['wickets_in_prev_5']
if overs=='' or runs=='' or wickets=='' or runs_in_prev_5=='' or wickets_in_prev_5=='':
return render_template('home.html',val='You can\'t leave any field empty!!!')
overs = float(overs)
runs = int(runs)
wickets = int(wickets)
runs_in_prev_5 = int(runs_in_prev_5)
wickets_in_prev_5 = int(wickets_in_prev_5)
a = np.array(a).reshape(1,-1)
b = [runs, wickets, overs, runs_in_prev_5, wickets_in_prev_5]
b = np.array(b).reshape(1,-1)
b = scaler.transform(b)
data = np.concatenate((a,b),axis=1)
my_prediction = int(regressor.predict(data)[0])
print(my_prediction)
return render_template('home.html', val=f'The final score will be around {my_prediction-5} to {my_prediction+10}.')
if __name__ == '__main__':
app.run(debug=True, host='0.0.0.0', port=7638)