Upload app.py

app.py

@@ -0,0 +1,49 @@
+import joblib
+import pandas as pd
+import streamlit as st
+
+model = joblib.load('dia1.joblib')
+
+def main():
+    st.title("💀Predicting Diabetes💀")
+
+    with st.form("questionaire"):
+        Pregnancies = st.slider('Pregnancy:',min_value=0,max_value=10)
+        Age = st.slider('Age:',min_value=0,max_value=100)
+        Glucose = st.number_input('Glucose')
+        BloodPressure = st.number_input('BloodPressure(mm Hg)')
+        SkinThickness = st.number_input('SkinThickness(mm)')
+        Insulin = st.number_input('Insulin(mu U/ml)')
+        Weight = st.number_input('Weight(kg)')
+        Height = st.number_input('Height(cm)')
+
+        # clicked==True only when the button is clicked
+        clicked = st.form_submit_button("Predict Diabetes")
+        if clicked:
+            result=model.predict(pd.DataFrame({"Pregnancies": [Pregnancies],
+                                               "Glucose": [Glucose],
+                                               "BloodPressure": [BloodPressure],
+                                               "SkinThickness": [SkinThickness],
+                                               "Insulin": [Insulin],
+                                               "BMI": [Weight / (Height/100)**2],
+                                               "Age": [Age]}))
+
+            result2=model.predict_proba(pd.DataFrame({"Pregnancies": [Pregnancies],
+                                               "Glucose": [Glucose],
+                                               "BloodPressure": [BloodPressure],
+                                               "SkinThickness": [SkinThickness],
+                                               "Insulin": [Insulin],
+                                               "BMI": [Weight / (Height/100)**2],
+                                               "Age": [Age]}))
+            
+            # Show prediction
+            #sen = 'You have diabetes' if result[0]==1 else "You don't have diabetes"
+            if result[0]==1:
+                sen = (f'You have diabetes with a probability = {round(result2[0][1]*100,2)}%')
+            else :
+                sen = (f'You do not have diabetes with a probability = {round(result2[0][0]*100,2)}%')
+            st.success(sen)
+
+# Run main()
+if __name__ == '__main__':
+    main()