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83a5655
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Parent(s): a3d78c8
Upload app.py
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app.py
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import streamlit as st
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import pandas as pd
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import pickle
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# Declaring the teams
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#st.write("Made_By_Arpon_Mandal")
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st.set_page_config(
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page_title="BPL Win Predictor",
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page_icon="🔥",
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layout="centered",
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initial_sidebar_state="auto",
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)
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st.markdown(
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"""
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<h2 style='text-align: center'>
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BPL Win Predictor
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</h2>
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<h6 style='text-align: center'>
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Made_By_Arpon_Mandal
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</h6>
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""",
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unsafe_allow_html=True,
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)
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st.markdown(
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"""
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<p style='text-align: center'>
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<a href='https://github.com/arponmandal/BPL-win-prediction' target='_blank'>https://github.com/arponmandal/BPL-win-prediction</a>
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<br />
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Follow me for more! <a href='https://www.facebook.com/arpon0007' target='_blank'> <img src="https://img.icons8.com/color/48/000000/facebook.png" height="30"></a><a href='https://github.com/arponmandal' target='_blank'><img src="https://img.icons8.com/fluency/48/000000/github.png" height="27"></a><a href='https://www.linkedin.com/in/arponmandal' target='_blank'><img src="https://img.icons8.com/fluency/48/000000/linkedin.png" height="30"></a>
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</p>
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""",
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unsafe_allow_html=True,
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)
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st.write("##")
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teams = ['Comilla Victorians',
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'Fortune Barishal',
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'Chattogram Challengers',
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'Khulna Tigers',
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'Minister Dhaka',
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'Sylhet Sunrisers',
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'Rajshahi Royals',
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'Rangpur Rangers'
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]
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# declaring the venues
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cities = ['Chattogram', 'Khulna', 'Dhaka', 'Sylhet']
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pipe = pickle.load(open('pipe.pkl', 'rb'))
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#st.title('BPL Win Predictor')
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col1, col2 = st.columns(2)
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with col1:
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battingteam = st.selectbox('Select the batting team', sorted(teams))
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with col2:
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bowlingteam = st.selectbox('Select the bowling team', sorted(teams))
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city = st.selectbox(
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'Select the city where the match is being played', sorted(cities))
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target = st.number_input('Target')
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col3, col4, col5 = st.columns(3)
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with col3:
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score = st.number_input('Score')
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with col4:
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overs = st.number_input('Overs Completed')
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with col5:
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wickets = st.number_input('Wickets Fallen')
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if st.button('Predict Probability'):
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runs_left = target-score
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balls_left = 120-(overs*6)
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wickets = 10-wickets
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currentrunrate = score/overs
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requiredrunrate = (runs_left*6)/balls_left
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input_df = pd.DataFrame({'batting_team': [battingteam], 'bowling_team': [bowlingteam], 'city': [city], 'runs_left': [runs_left], 'balls_left': [
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balls_left], 'wickets': [wickets], 'total_runs_x': [target], 'cur_run_rate': [currentrunrate], 'req_run_rate': [requiredrunrate]})
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result = pipe.predict_proba(input_df)
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lossprob = result[0][0]
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winprob = result[0][1]
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st.header(battingteam+"- "+str(round(winprob*100))+"%")
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st.header(bowlingteam+"- "+str(round(lossprob*100))+"%")
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