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README.md CHANGED
@@ -1,3 +1,76 @@
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- ---
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- license: cc0-1.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: cc0-1.0
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+ task_categories:
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+ - image-classification
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+ - image-feature-extraction
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+ - visual-document-retrieval
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+ language:
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+ - en
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+ tags:
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+ - hotel-identification
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+ - image-retrieval
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+ - visual-place-recognition
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+ - object-centric-retrieval
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+ - representative-sample
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+ pretty_name: OpenHotels Representative Sample
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+ size_categories:
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+ - n<1K
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+ ---
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+
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+ # OpenHotels Representative Sample
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+
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+ This repository contains a representative sample of OpenHotels for review and inspection. It mirrors the full OpenHotels release structure: image files are stored in tar shards under `shards/`, and metadata files describe the gallery, non-object query images, object-centric query images, and hotel classes.
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+
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+ The sample is intended for data-quality inspection, not benchmark reporting. Use the full OpenHotels dataset for final evaluation.
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+
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+ ## Sampling Procedure
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+
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+ The sample was created deterministically from the full OpenHotels release. We selected hotel classes that appear in all three subsets: the gallery, Test Non-Object, and Test Object. From those eligible hotels, we sorted hotel IDs by a SHA-1 hash and selected the first 20 classes. For each selected class, we included up to 10 gallery images, up to 3 Test Non-Object queries, and up to 3 Test Object queries.
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+
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+ This guarantees that every query image in this sample has a matching hotel class represented in the sample gallery.
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+
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+ ## Contents
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+
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+ ```text
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+ shards/
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+ gallery-00000.tar
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+ test_non_object-00000.tar
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+ test_object-00000.tar
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+ metadata_gallery.json
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+ metadata_test_non_object.json
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+ metadata_test_object.json
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+ metadata_hotels.json
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+ README.md
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+ ```
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+
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+ ## Statistics
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+
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+ | Subset | Hotels | Images |
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+ | --- | ---: | ---: |
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+ | Gallery | 20 | 126 |
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+ | Test Non-Object | 20 | 52 |
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+ | Test Object | 20 | 60 |
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+
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+ ## Metadata
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+
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+ Each image metadata row includes a `path` field and a `shard` field. The `path` is the member name inside the tar file listed in `shard`.
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+
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+ `view_type` describes the room-level view depicted in a non-object image. Possible values in the full dataset are: `bedroom`, `bathroom`, `living area`, `hallway`, `kitchen`, `closet`, and `balcony`.
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+
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+ `object_type` describes the localized hotel-room object depicted in an object-centric image. Possible values in the full dataset are: `bed`, `lamp`, `artwork`, `window/curtains`, `toilet`, `nightstand`, `sink`, `seating`, `office desk`, `shower/bathtub`, `tv`, `wardrobe`, `door`, `chest`, `mirror`, `kitchen appliances`, `flooring`, and `sign`.
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+
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+ ## Loading Images
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+
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+ ```python
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+ import json
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+ import tarfile
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+ from io import BytesIO
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+ from PIL import Image
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+
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+ with open("metadata_gallery.json") as f:
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+ row = json.load(f)[0]
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+
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+ with tarfile.open(row["shard"], "r") as tar:
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+ image_file = tar.extractfile(row["path"])
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+ image = Image.open(BytesIO(image_file.read())).convert("RGB")
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+ ```
metadata_gallery.json ADDED
@@ -0,0 +1,1136 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ [
2
+ {
3
+ "path": "images/gallery/01/01130/0014.jpg",
4
+ "hotel_id": "01130",
5
+ "room": "525",
6
+ "timestamp": "2024-04-13T11:22:06",
7
+ "is_object": false,
8
+ "view_type": "bedroom",
9
+ "shard": "shards/gallery-00000.tar"
10
+ },
11
+ {
12
+ "path": "images/gallery/01/01130/0013.jpg",
13
+ "hotel_id": "01130",
14
+ "room": "525",
15
+ "timestamp": "2024-04-13T11:22:06",
16
+ "is_object": false,
17
+ "view_type": "bedroom",
18
+ "shard": "shards/gallery-00000.tar"
19
+ },
20
+ {
21
+ "path": "images/gallery/01/01130/0000.jpg",
22
+ "hotel_id": "01130",
23
+ "room": "525",
24
+ "timestamp": "2024-04-13T11:31:07",
25
+ "is_object": true,
26
+ "object_type": "artwork",
27
+ "shard": "shards/gallery-00000.tar"
28
+ },
29
+ {
30
+ "path": "images/gallery/01/01130/0002.jpg",
31
+ "hotel_id": "01130",
32
+ "room": "525",
33
+ "timestamp": "2024-04-13T11:31:07",
34
+ "is_object": true,
35
+ "object_type": "artwork",
36
+ "shard": "shards/gallery-00000.tar"
37
+ },
38
+ {
39
+ "path": "images/gallery/01/01130/0004.jpg",
40
+ "hotel_id": "01130",
41
+ "room": "525",
42
+ "timestamp": "2024-04-13T11:31:07",
43
+ "is_object": true,
44
+ "object_type": "window/curtains",
45
+ "shard": "shards/gallery-00000.tar"
46
+ },
47
+ {
48
+ "path": "images/gallery/01/01130/0006.jpg",
49
+ "hotel_id": "01130",
50
+ "room": "525",
51
+ "timestamp": "2024-04-13T11:31:07",
52
+ "is_object": true,
53
+ "object_type": "tv",
54
+ "shard": "shards/gallery-00000.tar"
55
+ },
56
+ {
57
+ "path": "images/gallery/01/01130/0008.jpg",
58
+ "hotel_id": "01130",
59
+ "room": "525",
60
+ "timestamp": "2024-04-13T11:31:07",
61
+ "is_object": true,
62
+ "object_type": "lamp",
63
+ "shard": "shards/gallery-00000.tar"
64
+ },
65
+ {
66
+ "path": "images/gallery/01/01130/0010.jpg",
67
+ "hotel_id": "01130",
68
+ "room": "525",
69
+ "timestamp": "2024-04-13T11:31:07",
70
+ "is_object": true,
71
+ "object_type": "seating",
72
+ "shard": "shards/gallery-00000.tar"
73
+ },
74
+ {
75
+ "path": "images/gallery/01/01130/0012.jpg",
76
+ "hotel_id": "01130",
77
+ "room": "525",
78
+ "timestamp": "2024-04-13T11:31:07",
79
+ "is_object": true,
80
+ "object_type": "toilet",
81
+ "shard": "shards/gallery-00000.tar"
82
+ },
83
+ {
84
+ "path": "images/gallery/01/01130/0001.jpg",
85
+ "hotel_id": "01130",
86
+ "room": "525",
87
+ "timestamp": "2024-04-13T11:31:07",
88
+ "is_object": true,
89
+ "object_type": "mirror",
90
+ "shard": "shards/gallery-00000.tar"
91
+ },
92
+ {
93
+ "path": "images/gallery/01/01287/0000.jpg",
94
+ "hotel_id": "01287",
95
+ "room": "107",
96
+ "timestamp": "2019-10-25T20:53:57",
97
+ "is_object": false,
98
+ "view_type": "bedroom",
99
+ "shard": "shards/gallery-00000.tar"
100
+ },
101
+ {
102
+ "path": "images/gallery/01/01287/0002.jpg",
103
+ "hotel_id": "01287",
104
+ "room": "107",
105
+ "timestamp": "2019-10-25T20:53:57",
106
+ "is_object": false,
107
+ "view_type": "bedroom",
108
+ "shard": "shards/gallery-00000.tar"
109
+ },
110
+ {
111
+ "path": "images/gallery/01/01287/0001.jpg",
112
+ "hotel_id": "01287",
113
+ "room": "107",
114
+ "timestamp": "2019-10-25T20:53:57",
115
+ "is_object": false,
116
+ "view_type": "bathroom",
117
+ "shard": "shards/gallery-00000.tar"
118
+ },
119
+ {
120
+ "path": "images/gallery/01/01368/0013.jpg",
121
+ "hotel_id": "01368",
122
+ "room": "1560",
123
+ "timestamp": "2024-02-15T19:58:36",
124
+ "is_object": false,
125
+ "view_type": "bedroom",
126
+ "shard": "shards/gallery-00000.tar"
127
+ },
128
+ {
129
+ "path": "images/gallery/01/01368/0001.jpg",
130
+ "hotel_id": "01368",
131
+ "room": "1560",
132
+ "timestamp": "2024-02-15T19:58:36",
133
+ "is_object": true,
134
+ "object_type": "bed",
135
+ "shard": "shards/gallery-00000.tar"
136
+ },
137
+ {
138
+ "path": "images/gallery/01/01368/0003.jpg",
139
+ "hotel_id": "01368",
140
+ "room": "1560",
141
+ "timestamp": "2024-02-15T19:58:36",
142
+ "is_object": true,
143
+ "object_type": "office desk",
144
+ "shard": "shards/gallery-00000.tar"
145
+ },
146
+ {
147
+ "path": "images/gallery/01/01368/0005.jpg",
148
+ "hotel_id": "01368",
149
+ "room": "1560",
150
+ "timestamp": "2024-02-15T19:58:36",
151
+ "is_object": true,
152
+ "object_type": "tv",
153
+ "shard": "shards/gallery-00000.tar"
154
+ },
155
+ {
156
+ "path": "images/gallery/01/01368/0007.jpg",
157
+ "hotel_id": "01368",
158
+ "room": "1560",
159
+ "timestamp": "2024-02-15T19:58:36",
160
+ "is_object": true,
161
+ "object_type": "lamp",
162
+ "shard": "shards/gallery-00000.tar"
163
+ },
164
+ {
165
+ "path": "images/gallery/01/01368/0009.jpg",
166
+ "hotel_id": "01368",
167
+ "room": "1560",
168
+ "timestamp": "2024-02-15T19:58:36",
169
+ "is_object": true,
170
+ "object_type": "seating",
171
+ "shard": "shards/gallery-00000.tar"
172
+ },
173
+ {
174
+ "path": "images/gallery/01/01368/0011.jpg",
175
+ "hotel_id": "01368",
176
+ "room": "1560",
177
+ "timestamp": "2024-02-15T19:58:36",
178
+ "is_object": true,
179
+ "object_type": "toilet",
180
+ "shard": "shards/gallery-00000.tar"
181
+ },
182
+ {
183
+ "path": "images/gallery/01/01368/0000.jpg",
184
+ "hotel_id": "01368",
185
+ "room": "1560",
186
+ "timestamp": "2024-02-15T19:58:36",
187
+ "is_object": true,
188
+ "object_type": "artwork",
189
+ "shard": "shards/gallery-00000.tar"
190
+ },
191
+ {
192
+ "path": "images/gallery/01/01368/0002.jpg",
193
+ "hotel_id": "01368",
194
+ "room": "1560",
195
+ "timestamp": "2024-02-15T19:58:36",
196
+ "is_object": true,
197
+ "object_type": "window/curtains",
198
+ "shard": "shards/gallery-00000.tar"
199
+ },
200
+ {
201
+ "path": "images/gallery/01/01368/0004.jpg",
202
+ "hotel_id": "01368",
203
+ "room": "1560",
204
+ "timestamp": "2024-02-15T19:58:36",
205
+ "is_object": true,
206
+ "object_type": "tv",
207
+ "shard": "shards/gallery-00000.tar"
208
+ },
209
+ {
210
+ "path": "images/gallery/03/03024/0000.jpg",
211
+ "hotel_id": "03024",
212
+ "room": "223",
213
+ "timestamp": "2017-08-07T17:50:12",
214
+ "is_object": false,
215
+ "view_type": "bedroom",
216
+ "shard": "shards/gallery-00000.tar"
217
+ },
218
+ {
219
+ "path": "images/gallery/03/03024/0002.jpg",
220
+ "hotel_id": "03024",
221
+ "room": "223",
222
+ "timestamp": "2017-08-07T17:50:12",
223
+ "is_object": false,
224
+ "view_type": "bathroom",
225
+ "shard": "shards/gallery-00000.tar"
226
+ },
227
+ {
228
+ "path": "images/gallery/03/03024/0001.jpg",
229
+ "hotel_id": "03024",
230
+ "room": "223",
231
+ "timestamp": "2017-08-07T17:50:12",
232
+ "is_object": false,
233
+ "view_type": "bedroom",
234
+ "shard": "shards/gallery-00000.tar"
235
+ },
236
+ {
237
+ "path": "images/gallery/03/03024/0003.jpg",
238
+ "hotel_id": "03024",
239
+ "room": "223",
240
+ "timestamp": "2017-08-07T17:50:12",
241
+ "is_object": false,
242
+ "view_type": "bathroom",
243
+ "shard": "shards/gallery-00000.tar"
244
+ },
245
+ {
246
+ "path": "images/gallery/06/06659/0001.jpg",
247
+ "hotel_id": "06659",
248
+ "room": "1413",
249
+ "timestamp": "2020-03-04T02:39:55",
250
+ "is_object": false,
251
+ "view_type": "bedroom",
252
+ "shard": "shards/gallery-00000.tar"
253
+ },
254
+ {
255
+ "path": "images/gallery/06/06659/0003.jpg",
256
+ "hotel_id": "06659",
257
+ "room": "1413",
258
+ "timestamp": "2020-03-04T02:39:55",
259
+ "is_object": false,
260
+ "view_type": "bedroom",
261
+ "shard": "shards/gallery-00000.tar"
262
+ },
263
+ {
264
+ "path": "images/gallery/06/06659/0000.jpg",
265
+ "hotel_id": "06659",
266
+ "room": "1413",
267
+ "timestamp": "2020-03-04T02:39:55",
268
+ "is_object": false,
269
+ "view_type": "bedroom",
270
+ "shard": "shards/gallery-00000.tar"
271
+ },
272
+ {
273
+ "path": "images/gallery/06/06659/0002.jpg",
274
+ "hotel_id": "06659",
275
+ "room": "1413",
276
+ "timestamp": "2020-03-04T02:39:55",
277
+ "is_object": false,
278
+ "view_type": "bedroom",
279
+ "shard": "shards/gallery-00000.tar"
280
+ },
281
+ {
282
+ "path": "images/gallery/08/08793/0000.jpg",
283
+ "hotel_id": "08793",
284
+ "room": "605",
285
+ "timestamp": "2019-11-08T16:49:59",
286
+ "is_object": false,
287
+ "view_type": "bathroom",
288
+ "shard": "shards/gallery-00000.tar"
289
+ },
290
+ {
291
+ "path": "images/gallery/08/08793/0002.jpg",
292
+ "hotel_id": "08793",
293
+ "room": "605",
294
+ "timestamp": "2019-11-08T16:49:59",
295
+ "is_object": false,
296
+ "view_type": "bedroom",
297
+ "shard": "shards/gallery-00000.tar"
298
+ },
299
+ {
300
+ "path": "images/gallery/08/08793/0001.jpg",
301
+ "hotel_id": "08793",
302
+ "room": "605",
303
+ "timestamp": "2019-11-08T16:49:59",
304
+ "is_object": false,
305
+ "view_type": "bedroom",
306
+ "shard": "shards/gallery-00000.tar"
307
+ },
308
+ {
309
+ "path": "images/gallery/08/08793/0003.jpg",
310
+ "hotel_id": "08793",
311
+ "room": "605",
312
+ "timestamp": "2019-11-08T16:49:58",
313
+ "is_object": false,
314
+ "view_type": "bedroom",
315
+ "shard": "shards/gallery-00000.tar"
316
+ },
317
+ {
318
+ "path": "images/gallery/09/09083/0000.jpg",
319
+ "hotel_id": "09083",
320
+ "room": "401",
321
+ "timestamp": "2018-11-26T23:17:46",
322
+ "is_object": false,
323
+ "view_type": "bedroom",
324
+ "shard": "shards/gallery-00000.tar"
325
+ },
326
+ {
327
+ "path": "images/gallery/09/09083/0002.jpg",
328
+ "hotel_id": "09083",
329
+ "room": "401",
330
+ "timestamp": "2018-11-26T23:17:46",
331
+ "is_object": false,
332
+ "view_type": "bathroom",
333
+ "shard": "shards/gallery-00000.tar"
334
+ },
335
+ {
336
+ "path": "images/gallery/09/09083/0001.jpg",
337
+ "hotel_id": "09083",
338
+ "room": "401",
339
+ "timestamp": "2018-11-26T23:17:46",
340
+ "is_object": false,
341
+ "view_type": "living area",
342
+ "shard": "shards/gallery-00000.tar"
343
+ },
344
+ {
345
+ "path": "images/gallery/09/09083/0003.jpg",
346
+ "hotel_id": "09083",
347
+ "room": "401",
348
+ "timestamp": "2018-11-26T23:17:46",
349
+ "is_object": false,
350
+ "view_type": "bedroom",
351
+ "shard": "shards/gallery-00000.tar"
352
+ },
353
+ {
354
+ "path": "images/gallery/09/09248/0000.jpg",
355
+ "hotel_id": "09248",
356
+ "room": "208",
357
+ "timestamp": "2019-10-15T02:42:21",
358
+ "is_object": false,
359
+ "view_type": "bedroom",
360
+ "shard": "shards/gallery-00000.tar"
361
+ },
362
+ {
363
+ "path": "images/gallery/09/09248/0002.jpg",
364
+ "hotel_id": "09248",
365
+ "room": "208",
366
+ "timestamp": "2019-10-15T02:42:20",
367
+ "is_object": false,
368
+ "view_type": "bedroom",
369
+ "shard": "shards/gallery-00000.tar"
370
+ },
371
+ {
372
+ "path": "images/gallery/09/09248/0001.jpg",
373
+ "hotel_id": "09248",
374
+ "room": "208",
375
+ "timestamp": "2019-10-15T02:42:20",
376
+ "is_object": false,
377
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