Update app.py

app.py

@@ -34,8 +34,10 @@ def detect_faults(frame, results, frame_idx, fps):
             roi = frame[y1:y2, x1:x2]
             if roi.size == 0:
                 continue
+
             mean_intensity = np.mean(roi)
-            
+            area = (x2 - x1) * (y2 - y1)
+
             if mean_intensity > 240:
                 label = "Burned Solar Panel" if area >= 10000 else "Burned Solar Cell"
                 color = (0, 0, 255)
@@ -49,14 +51,14 @@ def detect_faults(frame, results, frame_idx, fps):
                 continue
 
             timestamp = round(frame_idx / fps, 2)
-     faults_found.append({
-    "Frame": frame_idx,
-    "Fault Type": label,
-    "Confidence": round(float(box.conf[0]), 2) if box.conf is not None else None,
-    "Intensity": round(mean_intensity, 2),
-    "Box": f"({x1}, {y1}, {x2}, {y2})"
-})
-
+            faults_found.append({
+                "Frame": frame_idx,
+                "Time (s)": timestamp,
+                "Fault Type": label,
+                "Confidence": round(float(box.conf[0]), 2) if box.conf is not None else None,
+                "Intensity": round(mean_intensity, 2),
+                "Box": f"({x1}, {y1}, {x2}, {y2})"
+            })
 
             cv2.rectangle(annotated_frame, (x1, y1), (x2, y2), color, 2)
             cv2.putText(annotated_frame, label, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, color, 2)