Iqbaljanitra commited on
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20112cd
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Files changed (4) hide show
  1. app.py +45 -0
  2. list_cat_cols.txt +0 -0
  3. list_num_cols.txt +0 -0
  4. model_scaler.pkl +3 -0
app.py ADDED
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+ import streamlit as st
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+ import pandas as pd
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+ import numpy as np
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+ import joblib
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+
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+ with open('model_rf_model.pkl', 'rb') as file_1:
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+ model_rf_model= joblib.load(file_1)
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+
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+ with open('model_scaler.pkl', 'rb') as file_2:
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+ model_scaler=joblib.load(file_2)
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+
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+ with open('list_num_cols.txt', 'rb') as file_4:
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+ num_cols= joblib.load(file_4)
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+
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+ with open('list_cat_cols.txt', 'rb') as file_5:
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+ cat_cols= joblib.load(file_5)
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+
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+
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+ age = st.slider('Masukan Umur:',0, 42, step=1)
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+ creatinine_phosphokinase = st.number_input('Masukan total creatinine phosphokinase :')
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+ anaemia = st.radio('Apakah anda mengidap Anaemia? 1=ya, 0=tidak',(0, 1))
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+ serum_creatinine = st.slider('Masukan Serum Creatinine:',0.0, 10.0)
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+ high_blood_pressure = st.radio('Apakah anda mengidap Hipertensi? 1=ya, 0=tidak',(0, 1))
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+ smoking = st.radio('Apakah anda merokok? 1=ya, 0=tidak',(0, 1))
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+
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+
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+ if st.button('Predict'):
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+
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+ data_inf = pd.DataFrame({
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+ 'age': age,
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+ 'creatinine_phosphokinase': creatinine_phosphokinase,
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+ 'anaemia': anaemia,
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+ 'serum_creatinine':serum_creatinine,
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+ 'high_blood_pressure': high_blood_pressure,
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+ 'smoking':smoking },index=0)
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+ data_inf
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+ # data_inf_scaled = model_scaler.transform(data_inf[num_cols])
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+
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+
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+ # data_inf_fix = np.concatenate([data_inf_scaled, data_inf[cat_cols]], axis=1)
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+ # hasil = model_rf_model.predict(data_inf_fix)
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+ # st.header(f'Death Event= ${hasil}')
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+
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+
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+
list_cat_cols.txt ADDED
Binary file (77 Bytes). View file
 
list_num_cols.txt ADDED
Binary file (49 Bytes). View file
 
model_scaler.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:9ef218bba754492ee0865ee6b28f800a21430cc55f437a018c7053df98f351bb
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+ size 999