Update app.py

app.py

@@ -86,14 +86,25 @@ def main():
         pca.fit(scaler.transform(X_train))
         save_model_artifacts(regressor, scaler, pca)
 
-    cement = st.number_input("Cement (kg/m^3)", min_value=0.0, step=1.0)
-    blast_furnace_slag = st.number_input("Blast Furnace Slag (kg/m^3)", min_value=0.0, step=1.0)
-    fly_ash = st.number_input("Fly Ash (kg/m^3)", min_value=0.0, step=1.0)
-    water = st.number_input("Water (kg/m^3)", min_value=0.0, step=1.0)
-    superplasticizer = st.number_input("Superplasticizer (kg/m^3)", min_value=0.0, step=1.0)
-    coarse_aggregate = st.number_input("Coarse Aggregate (kg/m^3)", min_value=0.0, step=1.0)
-    fine_aggregate = st.number_input("Fine Aggregate (kg/m^3)", min_value=0.0, step=1.0)
-    FLOW = st.number_input("FLOW (cm)", min_value=0.0, step=1.0)
+    # cement = st.number_input("Cement (kg/m^3)", min_value=0.0, step=1.0)
+    # blast_furnace_slag = st.number_input("Blast Furnace Slag (kg/m^3)", min_value=0.0, step=1.0)
+    # fly_ash = st.number_input("Fly Ash (kg/m^3)", min_value=0.0, step=1.0)
+    # water = st.number_input("Water (kg/m^3)", min_value=0.0, step=1.0)
+    # superplasticizer = st.number_input("Superplasticizer (kg/m^3)", min_value=0.0, step=1.0)
+    # coarse_aggregate = st.number_input("Coarse Aggregate (kg/m^3)", min_value=0.0, step=1.0)
+    # fine_aggregate = st.number_input("Fine Aggregate (kg/m^3)", min_value=0.0, step=1.0)
+    # FLOW = st.number_input("FLOW (cm)", min_value=0.0, step=1.0)
+
+    cement = 0.5532916014826834
+    blast_furnace_slag =-0.005227944774632739
+    fly_ash = -0.13155706473691084
+    water = -0.8899452596015911
+    superplasticizer = -0.8533594548721104
+    coarse_aggregate = 0.7873497318642375
+    fine_aggregate = 0.08018932948598978
+    FLOW = 0.06250289692348374
+
+    
 
     if st.button("Predict Slump Strength"):
         slump_prediction = predict_slump(cement, blast_furnace_slag, fly_ash, water, superplasticizer, coarse_aggregate, fine_aggregate, FLOW)