Spaces:
Running
Running
import streamlit as st | |
import pickle | |
model = pickle.load(open("model.pkl", "rb")) | |
teams=[ | |
'Australia', | |
'India', | |
'Bangladesh', | |
'New Zealand', | |
'South Africa', | |
'England', | |
'Afghanistan', | |
'Pakistan', | |
'Sri Lanka', | |
'Netherlands'] | |
st.title('Cricket Score Predictor') | |
col1, col2 = st.columns(2) | |
with col1: | |
batting_team = st.selectbox('Select batting team', sorted(teams)) | |
with col2: | |
bowling_team = st.selectbox('Select bowling team', sorted(teams)) | |
col3,col4,col5 = st.columns(3) | |
with col3: | |
current_score = st.number_input('Current Score') | |
with col4: | |
overs = st.number_input('Overs done(works for over>5)') | |
with col5: | |
wickets = st.number_input('Wickets out') | |
last_five_runs = st.number_input('Runs scored in last 5 overs') | |
if st.button('Predict Score'): | |
balls_left = 300 - (overs*6) | |
wickets_left = 10 -wickets | |
crr = current_score/overs | |
if batting_team == 'Australia': | |
batting_team = 1 | |
if batting_team == 'India': | |
batting_team = 4 | |
if batting_team == 'Bangladesh': | |
batting_team = 2 | |
if batting_team == 'New Zealand': | |
batting_team = 6 | |
if batting_team == 'South Africa': | |
batting_team = 8 | |
if batting_team == 'England': | |
batting_team = 3 | |
if batting_team == 'Afghanistan': | |
batting_team = 0 | |
if batting_team == 'Pakistan': | |
batting_team = 7 | |
if batting_team == 'Sri Lanka': | |
batting_team = 9 | |
if batting_team == 'Netherlands': | |
batting_team = 5 | |
if bowling_team == 'Australia': | |
bowling_team = 1 | |
if bowling_team == 'India': | |
bowling_team = 4 | |
if bowling_team == 'Bangladesh': | |
bowling_team = 2 | |
if bowling_team == 'New Zealand': | |
bowling_team = 6 | |
if bowling_team == 'South Africa': | |
bowling_team = 8 | |
if bowling_team == 'England': | |
bowling_team = 3 | |
if bowling_team == 'Afghanistan': | |
bowling_team = 0 | |
if bowling_team == 'Pakistan': | |
bowling_team = 7 | |
if bowling_team == 'Sri Lanka': | |
bowling_team = 9 | |
if bowling_team == 'Netherlands': | |
bowling_team = 5 | |
features = [[batting_team, bowling_team, overs, current_score, balls_left, wickets, crr, | |
last_five_runs]] | |
# Make a prediction | |
prediction = model.predict(features) | |
# Display the prediction result | |
st.write(f"Predicted Total Score: {int(prediction[0])}") | |