Sahitya77/IPLWinPredictor

1import streamlit as st2import pickle3import pandas as pd4pipe = pickle.load(open('pipe.pkl', 'rb'))5 6st.title('IPL Win Predictor')7teams=['Sunrisers Hyderabad',8 'Mumbai Indians',9 'Royal Challengers Bangalore',10 'Kolkata Knight Riders',11 'Kings XI Punjab',12 'Chennai Super Kings',13 'Rajasthan Royals',14 'Delhi Capitals']15 16cities = ['Hyderabad', 'Bangalore', 'Mumbai', 'Indore', 'Kolkata', 'Delhi',17       'Chandigarh', 'Jaipur', 'Chennai', 'Cape Town', 'Port Elizabeth',18       'Durban', 'Centurion', 'East London', 'Johannesburg', 'Kimberley',19       'Bloemfontein', 'Ahmedabad', 'Cuttack', 'Nagpur', 'Dharamsala',20       'Visakhapatnam', 'Pune', 'Raipur', 'Ranchi', 'Abu Dhabi',21       'Sharjah',  'Mohali', 'Bengaluru']22 23col1, col2 = st.columns(2)24 25with col1:26    batting_team = st.selectbox('Select the batting team',sorted(teams))27 28with col2:29    bowling_team = st.selectbox('Select the bowling team',sorted(teams))30 31selected_city = st.selectbox('Select host City',sorted(cities))32 33target = st.number_input('Target')34 35col3, col4, col5 = st.columns(3)36 37with col3:38    score = st.number_input('Score')39with col4:40    overs = st.number_input('Overs Completed')41with col5:42    wickets = st.number_input('Wickets out')43if st.button('Predict Probability'):44    runs_left = target-score45    balls_left = 120-(overs*6)46    wickets = 10-wickets47    crr = score/overs48    rrr = (runs_left*6)/balls_left49    input_df = pd.DataFrame({'batting_team':[batting_team],'bowling_team':[bowling_team],'city':[selected_city],'runs_left':[runs_left],'balls_left':[balls_left],'wickets':[wickets],'total_runs_x':[target],'crr':[crr],'rrr':[rrr]})50    st.table(input_df)51 52    result = pipe.predict_proba(input_df)53    loss = result[0][0]54    win = result[0][1]55    st.header(batting_team + "- " + str(round(win*100)) + "%")56    st.header(bowling_team + "- " + str(round(loss*100)) + "%")57