| import joblib |
| import pandas as pd |
| import streamlit as st |
|
|
| |
| model = joblib.load('logistic_regression_model.pkl') |
|
|
| def main(): |
| st.title("Healthcare Prediction") |
|
|
| |
| with st.form("questionaire"): |
| child = st.number_input("Child", min_value=0, max_value=10) |
| hct = st.number_input("Hematocrit", min_value=10.0, max_value=100.0) |
| inr = st.number_input("INR", min_value=0.0, max_value=10.0) |
| alb = st.number_input("Albumin", min_value=0.0, max_value=10.0) |
| tb = st.number_input("Total Bilirubin", min_value=0.0, max_value=20.0) |
| ascites = st.slider("Ascites", min_value=0, max_value=10) |
| hepencep = st.slider("Hepatic Encephalopathy", min_value=0, max_value=10) |
| bclcstage = st.slider("BCLC Stage", min_value=1, max_value=4) |
| sen = st.slider("SEN", min_value=1, max_value=20) |
| active = st.slider("Active", min_value=0, max_value=10) |
| pvinvade = st.slider("PV Invasion", min_value=0, max_value=10) |
| hivicinvade = st.slider("HIV Invasion", min_value=0, max_value=10) |
| treat_embolize = st.slider("Treatment Embolize", min_value=0, max_value=10) |
| treat_surgery = st.slider("Treatment Surgery", min_value=0, max_value=10) |
| sex_male = st.selectbox("Sex (Male)", [0, 1]) |
| shock_Shock = st.slider("Shock (Shock)", min_value=0, max_value=10) |
| loctumor_left_lobe = st.slider("Tumor Left Lobe", min_value=0, max_value=10) |
| locbleed_left_lobe = st.slider("Bleed Left Lobe", min_value=0, max_value=10) |
| locbleed_right_lobe = st.slider("Bleed Right Lobe", min_value=0, max_value=10) |
|
|
| |
| clicked = st.form_submit_button("Predict Health Outcome") |
| |
| if clicked: |
| |
| result = model.predict(pd.DataFrame({ |
| "child": [child], |
| "hct": [hct], |
| "inr": [inr], |
| "alb": [alb], |
| "tb": [tb], |
| "ascites": [ascites], |
| "hepencep": [hepencep], |
| "bclcstage": [bclcstage], |
| "sen": [sen], |
| "active": [active], |
| "pvinvade": [pvinvade], |
| "hvivcinvade": [hivicinvade], |
| "treat_embolize": [treat_embolize], |
| "treat_surgery": [treat_surgery], |
| "sex_male": [sex_male], |
| "shock_Shock": [shock_Shock], |
| "loctumor_left_lobe": [loctumor_left_lobe], |
| "locbleed_left_lobe": [locbleed_left_lobe], |
| "locbleed_right_lobe": [locbleed_right_lobe] |
| })) |
| |
| |
| result = 'Diabetes' if result[0] == 1 else 'Not Diabetes' |
| st.success(f'The predicted result is: {result}') |
|
|
| if __name__ == '__main__': |
| main() |
|
|
