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@@ -152,17 +152,3 @@ object_image = load_image(object_row)
 print(object_row["hotel_id"], object_row["path"])
 print("object type:", object_row["object_type"])
 ```
-
-For retrieval evaluation, compare each query row's `hotel_id` against ranked gallery rows or gallery predictions aggregated by `hotel_id`.
-
-```python
-gallery_by_hotel = {}
-for row in gallery:
-    gallery_by_hotel.setdefault(row["hotel_id"], []).append(row)
-
-query_row = non_object_row
-positive_gallery_rows = gallery_by_hotel[query_row["hotel_id"]]
-
-print("query hotel:", query_row["hotel_id"])
-print("matching gallery images:", len(positive_gallery_rows))
-```