Deploy backend Flask app

bot_detector_api.py

@@ -96,7 +96,12 @@ def generate_shap_bot_attack_paragraph(index, shap_values, X, encoders=None, cla
 
     # Rank by contribution
     feature_contribs = list(zip(feature_names, decoded_vals.values(), shap_vals))
-    feature_contribs = sorted(feature_contribs, key=lambda x: abs(x[2]), reverse=True)[:top_n]
+    feature_contribs = sorted(
+    feature_contribs,
+    key=lambda x: abs(float(x[2])),  # ensure it's a scalar
+    reverse=True
+    )[:top_n]
+
 
     positive_impacts = []
     negative_impacts = []