Update app.py

app.py

@@ -58,7 +58,7 @@ def train_and_predict(file_obj):
             scored = all_features.groupby("number")["prob"].mean().reset_index()
             scored.columns = ["number", "score"]
 
-            # Two sets of predictions
+            # Predictions
             top15 = scored.sort_values("score", ascending=False).head(15)["number"].tolist()
             top6 = scored.sort_values("score", ascending=False).head(6)["number"].tolist()
 
@@ -83,16 +83,23 @@ def train_and_predict(file_obj):
         debug_log.append(f"👉 Fallback Top 15: {top15}")
         debug_log.append(f"👉 Fallback Top 6: {top6}")
 
+    # --- Evaluation: compare Top 6 with last draw ---
+    last_draw = set(df.iloc[-1][["n1", "n2", "n3", "n4", "n5", "n6"]].tolist())
+    hits = len(last_draw.intersection(top6))
+    debug_log.append(f"✅ Evaluation: Top 6 matched {hits}/6 with last draw {sorted(last_draw)}")
+
     # --- Record history ---
     today = datetime.now().strftime("%Y-%m-%d")
-    prediction_history.append({"date": today, "top15": top15, "top6": top6})
+    prediction_history.append({"date": today, "top15": top15, "top6": top6, "hits": hits})
     if len(prediction_history) > 12:
         prediction_history.pop(0)
 
     # Format history
     history_lines = []
     for row in prediction_history:
-        history_lines.append(f"{row['date']} | Top 15: {row['top15']} | Top 6: {row['top6']}")
+        history_lines.append(
+            f"{row['date']} | Top 15: {row['top15']} | Top 6: {row['top6']} | Hits: {row['hits']}/6"
+        )
 
     log_output = "\n".join(debug_log) + "\n\n📊 Prediction History (last 12 runs):\n" + "\n".join(history_lines)
 
@@ -104,7 +111,7 @@ demo = gr.Interface(
     inputs=gr.File(file_types=[".txt", ".csv"], label="Upload Toto650.txt"),
     outputs=gr.Textbox(label="Training, Predictions & History", lines=25),
     title="Sure Win Club - Star Toto 6/50 Predictor (System 15 + System 6)",
-    description="Upload Toto650.txt after each draw. System trains fresh and shows both Top 15 (System 15 play) and Top 6 (single ticket play). Keeps history of last 12 runs."
+    description="Upload Toto650.txt after each draw. Predicts both Top 15 (System 15) and Top 6 (single ticket). Auto-evaluates Top 6 against latest draw. Keeps history of last 12 runs."
 )
 
 if __name__ == "__main__":
@@ -117,3 +124,4 @@ if __name__ == "__main__":
 
 
 
+