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import streamlit as st | |
import pickle | |
import sklearn | |
import pandas as pd | |
import numpy as np | |
from PIL import Image | |
model = pickle.load(open('model.sav', 'rb')) | |
st.title('Player Salary Prediction') | |
st.sidebar.header('Player Data') | |
#image = Image.open('bb.jpg') | |
#st.image(image, '') | |
# FUNCTION | |
def user_report(): | |
rating = st.sidebar.slider('Rating', 50,100, 1 ) | |
jersey = st.sidebar.slider('Jersey', 0,100, 1 ) | |
team = st.sidebar.slider('Team', 0,30, 1 ) | |
position = st.sidebar.slider('Position', 0,10, 1 ) | |
country = st.sidebar.slider('Country', 0,3, 1 ) | |
draft_year = st.sidebar.slider('Draft Year', 2000,2020, 2000) | |
draft_round = st.sidebar.slider('Draft Round', 1,10, 1) | |
draft_peak = st.sidebar.slider('Draft Peak', 1,30, 1) | |
user_report_data = { | |
'rating':rating, | |
'jersey':jersey, | |
'team':team, | |
'position':position, | |
'country':country, | |
'draft_year':draft_year, | |
'draft_round':draft_round, | |
'draft_peak':draft_peak | |
} | |
report_data = pd.DataFrame(user_report_data, index=[0]) | |
return report_data | |
user_data = user_report() | |
st.header('Player Data') | |
st.write(user_data) | |
salary = model.predict(user_data) | |
st.subheader('Player Salary') | |
st.subheader('$'+str(np.round(salary[0], 2))) | |