predict.py

import pandas as pd
import numpy as np
import pickle
import json
import streamlit as st
with open('model_svr.pkl', 'rb') as file_6:
  model = pickle.load(file_6)

with st.form("my_form"):
    st.write("Inside the form")
    nama = st.text_input('masukan nama player',value='nama', help= 'disini masukan nama player')
    age = st.number_input('masukan usia player', min_value=15, max_value=100)
    height = st.slider('Height', 50,250,170)
    weight = st.slider('Weight', 50,100,170)
    price = st.number_input('Price', 0,1000000,10000)
    st.write('-'*50)
    attack = st.selectbox('Attacking Work Rate', ['Low', 'Medium', 'High'], index=1)
    defense = st.radio('Defensive Work Rate', ['Low', 'Medium', 'High'], index=1)
    st.markdown('---')
    pace = st.number_input('PaceTotal', 0,100,100)
    shooting = st.number_input('ShootingTotal', 0,100,100)
    passing = st.number_input('PassingTotal', 0,100,100)
    dribbling = st.number_input('DribblingTotal', 0,100,100)
    defending = st.number_input('DefendingTotal', 0,100,100)
    physicality = st.number_input('PhysicalityTotal', 0,100,100)

   # Every form must have a submit button.
    submitted = st.form_submit_button("Submit")

st.write("Outside the form")

data_inf = {
    'Name': nama,
    'Age' : age,
    'Height' : height,
    'Weight' : weight,
    'Price' : price,
    'AttackingWorkRate': attack,
    'DefensiveWorkRate': defense,
    'PaceTotal': pace,
    'ShootingTotal': shooting,
    'PassingTotal': passing,
    'DribblingTotal': dribbling,
    'DefendingTotal': defending,
    'PhysicalityTotal': physicality
}

data_inf = pd.DataFrame([data_inf])
data_inf

if submitted:
    result= model.predict(data_inf)
    st.write(f'## Player Rating: {round(result[0])}')
    st.balloons()
    st.snow()

if __name__ =='__main__':
   data_inf()