Update app.py

app.py

@@ -11,16 +11,10 @@ scaler = MinMaxScaler()
 def extract_features(sequence):
     """Calculate AAC, Dipeptide Composition, and normalize features."""
     # Calculate Amino Acid Composition (AAC) and convert to array
-    aac = np.array(list(AAComposition.CalculateAAC(sequence).values()))
-
-    # Calculate Dipeptide Composition and convert to array
-    dipeptide_comp = np.array(list(AAComposition.CalculateAADipeptideComposition(sequence).values()))
-
-    # Combine both features (AAC and Dipeptide Composition)
-    features = np.concatenate((aac, dipeptide_comp))
-
+    aac = np.array(list(AAComposition..CalculateAADipeptideComposition(sequence)))
+    
     # Normalize using the pre-trained scaler (Ensure the scaler is loaded correctly)
-    normalized_features = scaler.transform([features])  # Don't use fit_transform(), only transform()
+    normalized_features = scaler.transform([aac])  # Don't use fit_transform(), only transform()
 
     return normalized_features