yasintuncer commited on
Commit ·
87f79e3
1
Parent(s): 6a284d0
Add scripts for polygon extraction, validation, and file extraction
Browse files- Implemented `extract_polygons.py` to generate a CSV of polygons from Gleason CNN masks, including contour simplification and filtering based on area.
- Created `unzip-files.py` to extract tar.gz files from a zip archive into the specified output directory.
- Developed `validate_polygons.py` for validating the generated polygon CSV and producing visual comparisons, with options for filtering by creator and number of samples.
- dataset_creator.ipynb +1406 -0
- extract_polygons.py +155 -0
- unzip-files.py +33 -0
- validate_polygons.py +212 -0
dataset_creator.ipynb
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|
| 1 |
+
{
|
| 2 |
+
"cells": [
|
| 3 |
+
{
|
| 4 |
+
"cell_type": "code",
|
| 5 |
+
"execution_count": 29,
|
| 6 |
+
"id": "a1b2c3d4",
|
| 7 |
+
"metadata": {},
|
| 8 |
+
"outputs": [
|
| 9 |
+
{
|
| 10 |
+
"name": "stdout",
|
| 11 |
+
"output_type": "stream",
|
| 12 |
+
"text": [
|
| 13 |
+
"Importlar başarılı.\n"
|
| 14 |
+
]
|
| 15 |
+
}
|
| 16 |
+
],
|
| 17 |
+
"source": [
|
| 18 |
+
"import ast\n",
|
| 19 |
+
"import logging\n",
|
| 20 |
+
"from collections import Counter, defaultdict\n",
|
| 21 |
+
"from pathlib import Path\n",
|
| 22 |
+
"\n",
|
| 23 |
+
"import pandas as pd\n",
|
| 24 |
+
"\n",
|
| 25 |
+
"from histopathai.config import _ensure_env_loaded\n",
|
| 26 |
+
"_ensure_env_loaded()\n",
|
| 27 |
+
"\n",
|
| 28 |
+
"from histopathai.dataset.builder import DatasetBuilder\n",
|
| 29 |
+
"from histopathai.core.model.entities import (\n",
|
| 30 |
+
" Workspace, Patient, Image, Annotation, AnnotationType\n",
|
| 31 |
+
")\n",
|
| 32 |
+
"from histopathai.core.model.constants import (\n",
|
| 33 |
+
" OrganType, TagType, AnnotationResource,\n",
|
| 34 |
+
" ImageStatus, ProcessingVersion\n",
|
| 35 |
+
")\n",
|
| 36 |
+
"from histopathai.core.model.vobj import ParentRef, ProcessingInfo, Point\n",
|
| 37 |
+
"\n",
|
| 38 |
+
"logging.basicConfig(level=logging.INFO, format=\"%(levelname)s — %(message)s\")\n",
|
| 39 |
+
"print(\"Importlar başarılı.\")"
|
| 40 |
+
]
|
| 41 |
+
},
|
| 42 |
+
{
|
| 43 |
+
"cell_type": "code",
|
| 44 |
+
"execution_count": 30,
|
| 45 |
+
"id": "b2c3d4e5",
|
| 46 |
+
"metadata": {},
|
| 47 |
+
"outputs": [
|
| 48 |
+
{
|
| 49 |
+
"name": "stderr",
|
| 50 |
+
"output_type": "stream",
|
| 51 |
+
"text": [
|
| 52 |
+
"INFO — DatasetBuilder started: /Users/yasin/Projects/histopathai/datasets/Gleason_CNN/dataset\n"
|
| 53 |
+
]
|
| 54 |
+
},
|
| 55 |
+
{
|
| 56 |
+
"name": "stdout",
|
| 57 |
+
"output_type": "stream",
|
| 58 |
+
"text": [
|
| 59 |
+
"Dataset root: /Users/yasin/Projects/histopathai/datasets/Gleason_CNN/dataset\n"
|
| 60 |
+
]
|
| 61 |
+
}
|
| 62 |
+
],
|
| 63 |
+
"source": [
|
| 64 |
+
"RESOURCE_ROOT = Path(\".\")\n",
|
| 65 |
+
"DATASET_ROOT = RESOURCE_ROOT / \"dataset\"\n",
|
| 66 |
+
"\n",
|
| 67 |
+
"builder = DatasetBuilder(\n",
|
| 68 |
+
" root=DATASET_ROOT,\n",
|
| 69 |
+
" overwrite=False,\n",
|
| 70 |
+
")\n",
|
| 71 |
+
"print(f\"Dataset root: {builder.root.resolve()}\")"
|
| 72 |
+
]
|
| 73 |
+
},
|
| 74 |
+
{
|
| 75 |
+
"cell_type": "markdown",
|
| 76 |
+
"id": "c3d4e5f6",
|
| 77 |
+
"metadata": {},
|
| 78 |
+
"source": [
|
| 79 |
+
"## Workspace"
|
| 80 |
+
]
|
| 81 |
+
},
|
| 82 |
+
{
|
| 83 |
+
"cell_type": "code",
|
| 84 |
+
"execution_count": 31,
|
| 85 |
+
"id": "d4e5f6a7",
|
| 86 |
+
"metadata": {},
|
| 87 |
+
"outputs": [
|
| 88 |
+
{
|
| 89 |
+
"name": "stdout",
|
| 90 |
+
"output_type": "stream",
|
| 91 |
+
"text": [
|
| 92 |
+
"Workspace ID : n48XxS5gZIFcwEOu7POf\n",
|
| 93 |
+
"Workspace adı: Gleason_CNN\n"
|
| 94 |
+
]
|
| 95 |
+
}
|
| 96 |
+
],
|
| 97 |
+
"source": [
|
| 98 |
+
"workspace = Workspace(\n",
|
| 99 |
+
" name=\"Gleason_CNN\",\n",
|
| 100 |
+
" creator_id=\"111111111111111111111\",\n",
|
| 101 |
+
" parent=ParentRef.none(),\n",
|
| 102 |
+
" organ_type=OrganType.PROSTATE,\n",
|
| 103 |
+
" organization=\"Harvard Dataverse\",\n",
|
| 104 |
+
" description=(\n",
|
| 105 |
+
" \"H&E stained images from five prostate cancer Tissue Microarrays (TMAs) \"\n",
|
| 106 |
+
" \"with corresponding Gleason annotation masks. \"\n",
|
| 107 |
+
" \"Pixel indices: 0=Benign, 1=Gleason_3, 2=Gleason_4, 3=Gleason_5, 4=unlabelled.\"\n",
|
| 108 |
+
" ),\n",
|
| 109 |
+
" license=\"CC-BY-4.0\",\n",
|
| 110 |
+
" resource_url=\"https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/OCYCMP\",\n",
|
| 111 |
+
" release_year=2018,\n",
|
| 112 |
+
")\n",
|
| 113 |
+
"print(f\"Workspace ID : {workspace.id}\")\n",
|
| 114 |
+
"print(f\"Workspace adı: {workspace.name}\")"
|
| 115 |
+
]
|
| 116 |
+
},
|
| 117 |
+
{
|
| 118 |
+
"cell_type": "markdown",
|
| 119 |
+
"id": "e5f6a7b8",
|
| 120 |
+
"metadata": {},
|
| 121 |
+
"source": [
|
| 122 |
+
"## Annotation Types"
|
| 123 |
+
]
|
| 124 |
+
},
|
| 125 |
+
{
|
| 126 |
+
"cell_type": "code",
|
| 127 |
+
"execution_count": 32,
|
| 128 |
+
"id": "f6a7b8c9",
|
| 129 |
+
"metadata": {},
|
| 130 |
+
"outputs": [
|
| 131 |
+
{
|
| 132 |
+
"name": "stdout",
|
| 133 |
+
"output_type": "stream",
|
| 134 |
+
"text": [
|
| 135 |
+
"Bulunan annotation type'lar:\n",
|
| 136 |
+
" 2AHDSeH1lhk6YgXA3Pdr → Tümör Bölgesi\n",
|
| 137 |
+
" JAZaK4be0mCXv1WnnByz → Tumor Varlığı\n",
|
| 138 |
+
" JWscAAWHGACNX0eiDsut → Moleküler Alt Grup\n",
|
| 139 |
+
" Y1xEvOgPpFBRGBBN4Lh8 → Gleason Pattern\n",
|
| 140 |
+
" eN6uggp5LkH3nrtmQmQb → Gleason Skorlama\n",
|
| 141 |
+
" z5CeGqSHP7hWLplqlIe1 → Histolojik Alt Tip\n",
|
| 142 |
+
"\n",
|
| 143 |
+
"Gleason Pattern ID : Y1xEvOgPpFBRGBBN4Lh8\n",
|
| 144 |
+
"Tümör Bölgesi ID : 2AHDSeH1lhk6YgXA3Pdr\n"
|
| 145 |
+
]
|
| 146 |
+
}
|
| 147 |
+
],
|
| 148 |
+
"source": [
|
| 149 |
+
"from histopathai.cloud.adapter.db.firestore import FirestoreAdapter\n",
|
| 150 |
+
"\n",
|
| 151 |
+
"db = FirestoreAdapter()\n",
|
| 152 |
+
"\n",
|
| 153 |
+
"# workspace.id ile bağlı annotation type'ları Firestore'dan çek\n",
|
| 154 |
+
"at_docs = db.get_all(\n",
|
| 155 |
+
" \"annotation_types\",\n",
|
| 156 |
+
" filters=[\n",
|
| 157 |
+
" (\"is_deleted\", \"==\", False),\n",
|
| 158 |
+
" ],\n",
|
| 159 |
+
")\n",
|
| 160 |
+
"\n",
|
| 161 |
+
"at_by_name = {d[\"name\"]: d for d in at_docs}\n",
|
| 162 |
+
"print(\"Bulunan annotation type'lar:\")\n",
|
| 163 |
+
"for name, doc in at_by_name.items():\n",
|
| 164 |
+
" print(f\" {doc['id']} → {name}\")\n",
|
| 165 |
+
"\n",
|
| 166 |
+
"AT_GLEASON_PATTERN_ID = at_by_name[\"Gleason Pattern\"][\"id\"]\n",
|
| 167 |
+
"AT_TUMOR_BOLGESI_ID = at_by_name[\"Tümör Bölgesi\"][\"id\"]\n",
|
| 168 |
+
"AT_GLEASON_PATTERN_NAME = at_by_name[\"Gleason Pattern\"][\"name\"]\n",
|
| 169 |
+
"AT_TUMOR_BOLGESI_NAME = at_by_name[\"Tümör Bölgesi\"][\"name\"]\n",
|
| 170 |
+
"\n",
|
| 171 |
+
"print(f\"\\nGleason Pattern ID : {AT_GLEASON_PATTERN_ID}\")\n",
|
| 172 |
+
"print(f\"Tümör Bölgesi ID : {AT_TUMOR_BOLGESI_ID}\")"
|
| 173 |
+
]
|
| 174 |
+
},
|
| 175 |
+
{
|
| 176 |
+
"cell_type": "code",
|
| 177 |
+
"execution_count": 33,
|
| 178 |
+
"id": "ca1a3c62",
|
| 179 |
+
"metadata": {},
|
| 180 |
+
"outputs": [],
|
| 181 |
+
"source": [
|
| 182 |
+
"workspace.annotation_types = [AT_GLEASON_PATTERN_ID, AT_TUMOR_BOLGESI_ID]"
|
| 183 |
+
]
|
| 184 |
+
},
|
| 185 |
+
{
|
| 186 |
+
"cell_type": "markdown",
|
| 187 |
+
"id": "a7b8c9d0",
|
| 188 |
+
"metadata": {},
|
| 189 |
+
"source": [
|
| 190 |
+
"## Polygons CSV — yükle ve filtrele\n",
|
| 191 |
+
"\n",
|
| 192 |
+
"- **train** → eğitim görüntüleri \n",
|
| 193 |
+
"- **test_pathologist1** → test görüntüleri \n",
|
| 194 |
+
"- **test_pathologist2** → dışarıda bırakılır"
|
| 195 |
+
]
|
| 196 |
+
},
|
| 197 |
+
{
|
| 198 |
+
"cell_type": "code",
|
| 199 |
+
"execution_count": 34,
|
| 200 |
+
"id": "b8c9d0e1",
|
| 201 |
+
"metadata": {},
|
| 202 |
+
"outputs": [
|
| 203 |
+
{
|
| 204 |
+
"name": "stdout",
|
| 205 |
+
"output_type": "stream",
|
| 206 |
+
"text": [
|
| 207 |
+
"Kullanılan polygon satırı: 1330\n",
|
| 208 |
+
"\n",
|
| 209 |
+
"creator\n",
|
| 210 |
+
"train 968\n",
|
| 211 |
+
"test_pathologist1 362\n",
|
| 212 |
+
"\n",
|
| 213 |
+
"label\n",
|
| 214 |
+
"G3 528\n",
|
| 215 |
+
"G4 457\n",
|
| 216 |
+
"Benign 183\n",
|
| 217 |
+
"G5 162\n"
|
| 218 |
+
]
|
| 219 |
+
}
|
| 220 |
+
],
|
| 221 |
+
"source": [
|
| 222 |
+
"polygons = pd.read_csv(RESOURCE_ROOT / \"polygons.csv\")\n",
|
| 223 |
+
"\n",
|
| 224 |
+
"# test_pathologist2'yi çıkar\n",
|
| 225 |
+
"polygons = polygons[polygons[\"creator\"] != \"test_pathologist2\"].copy()\n",
|
| 226 |
+
"polygons = polygons.reset_index(drop=True)\n",
|
| 227 |
+
"\n",
|
| 228 |
+
"print(f\"Kullanılan polygon satırı: {len(polygons)}\")\n",
|
| 229 |
+
"print()\n",
|
| 230 |
+
"print(polygons[\"creator\"].value_counts().to_string())\n",
|
| 231 |
+
"print()\n",
|
| 232 |
+
"print(polygons[\"label\"].value_counts().to_string())"
|
| 233 |
+
]
|
| 234 |
+
},
|
| 235 |
+
{
|
| 236 |
+
"cell_type": "markdown",
|
| 237 |
+
"id": "c9d0e1f2",
|
| 238 |
+
"metadata": {},
|
| 239 |
+
"source": [
|
| 240 |
+
"## Patients — TMA bazında (ZT klasörü adı)"
|
| 241 |
+
]
|
| 242 |
+
},
|
| 243 |
+
{
|
| 244 |
+
"cell_type": "code",
|
| 245 |
+
"execution_count": 35,
|
| 246 |
+
"id": "d0e1f2a3",
|
| 247 |
+
"metadata": {},
|
| 248 |
+
"outputs": [
|
| 249 |
+
{
|
| 250 |
+
"name": "stdout",
|
| 251 |
+
"output_type": "stream",
|
| 252 |
+
"text": [
|
| 253 |
+
"12 hasta (TMA) oluşturuldu:\n",
|
| 254 |
+
" ZT111_4_A → h3S6ektXcUIDjLvn3ZbR\n",
|
| 255 |
+
" ZT111_4_B → Zz2hb7WOoBIGXPbBXh9A\n",
|
| 256 |
+
" ZT111_4_C → uTXDqtQhq7iqHFTBUCjS\n",
|
| 257 |
+
" ZT199_1_A → nlbzszW48oRsoOaEXJ5i\n",
|
| 258 |
+
" ZT199_1_B → rjRhkLchanpEvX5B2lrw\n",
|
| 259 |
+
" ZT204_6_A → oORC1tSmstJ8bdQTbjGM\n",
|
| 260 |
+
" ZT204_6_B → MFMSuAFt8e792MfC5io3\n",
|
| 261 |
+
" ZT76_39_A → puxzFRctrF3YQah70r3V\n",
|
| 262 |
+
" ZT76_39_B → sb5ZaHTYMgFUQ4KxsS4S\n",
|
| 263 |
+
" ZT80_38_A → JhyATjySFaNppJ83uMXq\n",
|
| 264 |
+
" ZT80_38_B → Xc29qeWO9vgqz8TH38RG\n",
|
| 265 |
+
" ZT80_38_C → APSFYGmIZ1GOKQrmgZn0\n"
|
| 266 |
+
]
|
| 267 |
+
}
|
| 268 |
+
],
|
| 269 |
+
"source": [
|
| 270 |
+
"def tma_id(image_name: str) -> str:\n",
|
| 271 |
+
" \"\"\"ZT111_4_A_1_12 → ZT111_4_A (ilk 3 segment)\"\"\"\n",
|
| 272 |
+
" return \"_\".join(image_name.split(\"_\")[:3])\n",
|
| 273 |
+
"\n",
|
| 274 |
+
"polygons[\"tma\"] = polygons[\"image_name\"].apply(tma_id)\n",
|
| 275 |
+
"\n",
|
| 276 |
+
"patients = []\n",
|
| 277 |
+
"patient_by_tma = {}\n",
|
| 278 |
+
"\n",
|
| 279 |
+
"for tma in sorted(polygons[\"tma\"].unique()):\n",
|
| 280 |
+
" p = Patient(\n",
|
| 281 |
+
" name=tma,\n",
|
| 282 |
+
" creator_id=\"111111111111111111111\",\n",
|
| 283 |
+
" parent=ParentRef.workspace(workspace.id),\n",
|
| 284 |
+
" )\n",
|
| 285 |
+
" patients.append(p)\n",
|
| 286 |
+
" patient_by_tma[tma] = p\n",
|
| 287 |
+
"\n",
|
| 288 |
+
"print(f\"{len(patients)} hasta (TMA) oluşturuldu:\")\n",
|
| 289 |
+
"for p in patients:\n",
|
| 290 |
+
" print(f\" {p.name} → {p.id}\")"
|
| 291 |
+
]
|
| 292 |
+
},
|
| 293 |
+
{
|
| 294 |
+
"cell_type": "markdown",
|
| 295 |
+
"id": "e1f2a3b4",
|
| 296 |
+
"metadata": {},
|
| 297 |
+
"source": [
|
| 298 |
+
"## Images"
|
| 299 |
+
]
|
| 300 |
+
},
|
| 301 |
+
{
|
| 302 |
+
"cell_type": "code",
|
| 303 |
+
"execution_count": 36,
|
| 304 |
+
"id": "f2a3b4c5",
|
| 305 |
+
"metadata": {},
|
| 306 |
+
"outputs": [
|
| 307 |
+
{
|
| 308 |
+
"name": "stdout",
|
| 309 |
+
"output_type": "stream",
|
| 310 |
+
"text": [
|
| 311 |
+
"886 görüntü oluşturuldu.\n"
|
| 312 |
+
]
|
| 313 |
+
}
|
| 314 |
+
],
|
| 315 |
+
"source": [
|
| 316 |
+
"IMAGE_W, IMAGE_H = 3100, 3100\n",
|
| 317 |
+
"\n",
|
| 318 |
+
"images = []\n",
|
| 319 |
+
"image_paths = []\n",
|
| 320 |
+
"image_by_name = {}\n",
|
| 321 |
+
"\n",
|
| 322 |
+
"for image_name in sorted(polygons[\"image_name\"].unique()):\n",
|
| 323 |
+
" tma = tma_id(image_name)\n",
|
| 324 |
+
" patient = patient_by_tma[tma]\n",
|
| 325 |
+
" local_path = RESOURCE_ROOT / \"origin\" / tma / f\"{image_name}.jpg\"\n",
|
| 326 |
+
"\n",
|
| 327 |
+
" img = Image(\n",
|
| 328 |
+
" name=image_name,\n",
|
| 329 |
+
" creator_id=\"111111111111111111111\",\n",
|
| 330 |
+
" parent=ParentRef.patient(patient.id),\n",
|
| 331 |
+
" format=\"jpg\",\n",
|
| 332 |
+
" width=IMAGE_W,\n",
|
| 333 |
+
" height=IMAGE_H,\n",
|
| 334 |
+
" ws_id=workspace.id,\n",
|
| 335 |
+
" processing=ProcessingInfo(\n",
|
| 336 |
+
" status=ImageStatus.PENDING,\n",
|
| 337 |
+
" version=ProcessingVersion.V2,\n",
|
| 338 |
+
" ),\n",
|
| 339 |
+
" )\n",
|
| 340 |
+
" images.append(img)\n",
|
| 341 |
+
" image_paths.append(str(local_path))\n",
|
| 342 |
+
" image_by_name[image_name] = img\n",
|
| 343 |
+
"\n",
|
| 344 |
+
"print(f\"{len(images)} görüntü oluşturuldu.\")"
|
| 345 |
+
]
|
| 346 |
+
},
|
| 347 |
+
{
|
| 348 |
+
"cell_type": "markdown",
|
| 349 |
+
"id": "a3b4c5d6",
|
| 350 |
+
"metadata": {},
|
| 351 |
+
"source": [
|
| 352 |
+
"## Annotations\n",
|
| 353 |
+
"\n",
|
| 354 |
+
"| Label | Tümör Bölgesi (global) | Gleason Pattern (local + polygon) |\n",
|
| 355 |
+
"|----------|------------------------|------------------------------------|\n",
|
| 356 |
+
"| Benign | Benign | — |\n",
|
| 357 |
+
"| G3/G4/G5 | Malign | G3 / G4 / G5 |"
|
| 358 |
+
]
|
| 359 |
+
},
|
| 360 |
+
{
|
| 361 |
+
"cell_type": "code",
|
| 362 |
+
"execution_count": 38,
|
| 363 |
+
"id": "b4c5d6e7",
|
| 364 |
+
"metadata": {},
|
| 365 |
+
"outputs": [
|
| 366 |
+
{
|
| 367 |
+
"name": "stdout",
|
| 368 |
+
"output_type": "stream",
|
| 369 |
+
"text": [
|
| 370 |
+
"Toplam annotation: 1330\n",
|
| 371 |
+
" Benign : 183\n",
|
| 372 |
+
" G3 : 528\n",
|
| 373 |
+
" G4 : 457\n",
|
| 374 |
+
" G5 : 162\n"
|
| 375 |
+
]
|
| 376 |
+
}
|
| 377 |
+
],
|
| 378 |
+
"source": [
|
| 379 |
+
"annotations = []\n",
|
| 380 |
+
"\n",
|
| 381 |
+
"for i, row in polygons.iterrows():\n",
|
| 382 |
+
" image_name = row[\"image_name\"]\n",
|
| 383 |
+
" label = row[\"label\"]\n",
|
| 384 |
+
" img = image_by_name.get(image_name)\n",
|
| 385 |
+
" if img is None:\n",
|
| 386 |
+
" continue\n",
|
| 387 |
+
"\n",
|
| 388 |
+
" pts_raw = ast.literal_eval(row[\"polygon\"])\n",
|
| 389 |
+
" polygon = [Point(x=pt[0], y=pt[1]) for pt in pts_raw]\n",
|
| 390 |
+
"\n",
|
| 391 |
+
" if label == \"Benign\":\n",
|
| 392 |
+
" annotations.append(Annotation(\n",
|
| 393 |
+
" name=AT_TUMOR_BOLGESI_NAME,\n",
|
| 394 |
+
" creator_id=\"111111111111111111111\",\n",
|
| 395 |
+
" parent=ParentRef.image(img.id),\n",
|
| 396 |
+
" annotation_type_id=AT_TUMOR_BOLGESI_ID,\n",
|
| 397 |
+
" ws_id=workspace.id,\n",
|
| 398 |
+
" value=\"Benign\",\n",
|
| 399 |
+
" tag_type=TagType.SELECT,\n",
|
| 400 |
+
" is_global=False,\n",
|
| 401 |
+
" resource=AnnotationResource.IMPORTED,\n",
|
| 402 |
+
" polygon=polygon,\n",
|
| 403 |
+
" ))\n",
|
| 404 |
+
"\n",
|
| 405 |
+
" elif label in {\"G3\", \"G4\", \"G5\"}:\n",
|
| 406 |
+
" annotations.append(Annotation(\n",
|
| 407 |
+
" name=AT_GLEASON_PATTERN_NAME,\n",
|
| 408 |
+
" creator_id=\"111111111111111111111\",\n",
|
| 409 |
+
" parent=ParentRef.image(img.id),\n",
|
| 410 |
+
" annotation_type_id=AT_GLEASON_PATTERN_ID,\n",
|
| 411 |
+
" ws_id=workspace.id,\n",
|
| 412 |
+
" value=label,\n",
|
| 413 |
+
" tag_type=TagType.SELECT,\n",
|
| 414 |
+
" is_global=False,\n",
|
| 415 |
+
" resource=AnnotationResource.IMPORTED,\n",
|
| 416 |
+
" polygon=polygon,\n",
|
| 417 |
+
" ))\n",
|
| 418 |
+
"\n",
|
| 419 |
+
"print(f\"Toplam annotation: {len(annotations)}\")\n",
|
| 420 |
+
"val_counts = Counter(a.value for a in annotations)\n",
|
| 421 |
+
"for v, c in sorted(val_counts.items()):\n",
|
| 422 |
+
" print(f\" {v:8s}: {c:,}\")"
|
| 423 |
+
]
|
| 424 |
+
},
|
| 425 |
+
{
|
| 426 |
+
"cell_type": "markdown",
|
| 427 |
+
"id": "c5d6e7f8",
|
| 428 |
+
"metadata": {},
|
| 429 |
+
"source": [
|
| 430 |
+
"## Dataset'i yaz"
|
| 431 |
+
]
|
| 432 |
+
},
|
| 433 |
+
{
|
| 434 |
+
"cell_type": "code",
|
| 435 |
+
"execution_count": 39,
|
| 436 |
+
"id": "d6e7f8a9",
|
| 437 |
+
"metadata": {},
|
| 438 |
+
"outputs": [
|
| 439 |
+
{
|
| 440 |
+
"name": "stderr",
|
| 441 |
+
"output_type": "stream",
|
| 442 |
+
"text": [
|
| 443 |
+
"INFO — Workspace 'n48XxS5gZIFcwEOu7POf' added.\n",
|
| 444 |
+
"INFO — Patient 'h3S6ektXcUIDjLvn3ZbR' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 445 |
+
"INFO — Patient 'Zz2hb7WOoBIGXPbBXh9A' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 446 |
+
"INFO — Patient 'uTXDqtQhq7iqHFTBUCjS' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 447 |
+
"INFO — Patient 'nlbzszW48oRsoOaEXJ5i' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 448 |
+
"INFO — Patient 'rjRhkLchanpEvX5B2lrw' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 449 |
+
"INFO — Patient 'oORC1tSmstJ8bdQTbjGM' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 450 |
+
"INFO — Patient 'MFMSuAFt8e792MfC5io3' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 451 |
+
"INFO — Patient 'puxzFRctrF3YQah70r3V' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 452 |
+
"INFO — Patient 'sb5ZaHTYMgFUQ4KxsS4S' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 453 |
+
"INFO — Patient 'JhyATjySFaNppJ83uMXq' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 454 |
+
"INFO — Patient 'Xc29qeWO9vgqz8TH38RG' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 455 |
+
"INFO — Patient 'APSFYGmIZ1GOKQrmgZn0' added to workspace 'n48XxS5gZIFcwEOu7POf'.\n",
|
| 456 |
+
"INFO — Added 11 annotations for image '3KsreyPHkquQYsOv5tnl'.\n",
|
| 457 |
+
"INFO — Added 2 annotations for image '87K3zWuqkkEH0xViyOML'.\n",
|
| 458 |
+
"INFO — Added 1 annotations for image 'zBMpOhlCozl8shvlvfWq'.\n",
|
| 459 |
+
"INFO — Added 1 annotations for image 'DodCndAezsraLUcjEIJu'.\n",
|
| 460 |
+
"INFO — Added 1 annotations for image 'IzXeu2LAl6NhbAsLdBcF'.\n",
|
| 461 |
+
"INFO — Added 1 annotations for image 'APJwMD9BPiqDyPdZ722m'.\n",
|
| 462 |
+
"INFO — Added 3 annotations for image 'M1hOFEW80mhbUZchoQt9'.\n",
|
| 463 |
+
"INFO — Added 2 annotations for image 'F3jQv01VqFFKUJ6ErhDe'.\n",
|
| 464 |
+
"INFO — Added 1 annotations for image '8HQgnSbQkEnIQY9gOHSM'.\n",
|
| 465 |
+
"INFO — Added 8 annotations for image '0F8gFnK5eNAkPo4BpK21'.\n",
|
| 466 |
+
"INFO — Added 1 annotations for image 'll4M2h94RtTEg4UXM1RI'.\n",
|
| 467 |
+
"INFO — Added 1 annotations for image 'pChpsv5712EXOhCRADND'.\n",
|
| 468 |
+
"INFO — Added 1 annotations for image 'K30A06r7wKSeL71SUfBr'.\n",
|
| 469 |
+
"INFO — Added 1 annotations for image 'XtzcxScWkqYo7twJBNZW'.\n",
|
| 470 |
+
"INFO — Added 1 annotations for image 'tqziCegoD0j7Aba2pHW2'.\n",
|
| 471 |
+
"INFO — Added 1 annotations for image 'ALmFBOkH1B9rF1EplQXS'.\n",
|
| 472 |
+
"INFO — Added 1 annotations for image 'Yv2fHwLakroYijRGA02v'.\n",
|
| 473 |
+
"INFO — Added 1 annotations for image 'oSJRwSH3rcZDycl3v5LQ'.\n",
|
| 474 |
+
"INFO — Added 2 annotations for image 'QVgaLCFrFLzdfCVnfk6z'.\n",
|
| 475 |
+
"INFO — Added 1 annotations for image 'XbRE21Uodf53h3Zy7us7'.\n",
|
| 476 |
+
"INFO — Added 2 annotations for image 'vVyOLyfis1akfjwcZXc1'.\n",
|
| 477 |
+
"INFO — Added 2 annotations for image 'iP4IsEEpsU3jaQyD2pqT'.\n",
|
| 478 |
+
"INFO — Added 1 annotations for image 'rENJOpKC9vIcsmHgPyMg'.\n",
|
| 479 |
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"INFO — Added 3 annotations for image 'Axs7RcxkVDliXY0OkNJY'.\n",
|
| 480 |
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"INFO — Added 1 annotations for image '70krqbY8S3QPE1Rs9qOX'.\n",
|
| 481 |
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"INFO — Added 1 annotations for image 'xjsmQvD0gUywMRevMAXC'.\n",
|
| 482 |
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"INFO — Added 1 annotations for image '8HjKwOMFSw5nRc3wVkfs'.\n",
|
| 483 |
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"INFO — Added 4 annotations for image 'SYTW6FFAMaPVj63zst91'.\n",
|
| 484 |
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"INFO — Added 1 annotations for image 'hvZLABNTYWYuMUo2RT8S'.\n",
|
| 485 |
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"INFO — Added 2 annotations for image 'wp3fqLmkQBZHNBPnLCPr'.\n",
|
| 486 |
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"INFO — Added 1 annotations for image '0BoZnGKh0bQvLSNHRmXd'.\n",
|
| 487 |
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"INFO — Added 3 annotations for image 'iRncNEa565Hv2JiyYj2M'.\n",
|
| 488 |
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"INFO — Added 1 annotations for image 'h27NiLnL5ls5ZTw7T56Z'.\n",
|
| 489 |
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"INFO — Added 1 annotations for image 'iMmLsqMdodxWjyt2yNUO'.\n",
|
| 490 |
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"INFO — Added 1 annotations for image 'VBc163Fxqtt0Qw5gNUZ1'.\n",
|
| 491 |
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"INFO — Added 1 annotations for image 'idyIxIj3elPUbMNRYIuV'.\n",
|
| 492 |
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"INFO — Added 4 annotations for image 'IcbszSSDsfID9UamvjHL'.\n",
|
| 493 |
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"INFO — Added 1 annotations for image 'zmk2MDnlOqFtj93tLQ77'.\n",
|
| 494 |
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"INFO — Added 2 annotations for image 'BE7KlWqq055euQOMJNKy'.\n",
|
| 495 |
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"INFO — Added 1 annotations for image 'JGZLmS2hNs5KpfszdVTd'.\n",
|
| 496 |
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"INFO — Added 1 annotations for image 'IFh6pnMu5xy0Bi2LshYj'.\n",
|
| 497 |
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"INFO — Added 1 annotations for image 'jZfao68hFHgvSJVm20xo'.\n",
|
| 498 |
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"INFO — Added 1 annotations for image 'YJDVS3A4LClUQrOOr1lA'.\n",
|
| 499 |
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"INFO — Added 2 annotations for image 'P3axDy7XKUrESaP3jj8o'.\n",
|
| 500 |
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"INFO — Added 4 annotations for image 'e8wnw2J4v5FhPdByXUID'.\n",
|
| 501 |
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"INFO — Added 1 annotations for image 'KxDR2XGw1oAXX0bUMMRE'.\n",
|
| 502 |
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"INFO — Added 1 annotations for image 'BhJsfOqF9qLZvRJm5VY8'.\n",
|
| 503 |
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"INFO — Added 1 annotations for image 'tRKZDBfHu1djpwERNbi9'.\n",
|
| 504 |
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"INFO — Added 1 annotations for image 'AEelP7zqqX5STEGp8o62'.\n",
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| 505 |
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"INFO — Added 3 annotations for image 'S0HOw3XPXYK7LvkHlXkj'.\n",
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| 506 |
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"INFO — Added 4 annotations for image '9woxmqcI21MKBnnwxifR'.\n",
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| 507 |
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"INFO — Added 1 annotations for image 'KSHjYkNA4hN0fadwygsQ'.\n",
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| 508 |
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"INFO — Added 1 annotations for image 'zEN28SQGc7fUwSoKr6wB'.\n",
|
| 509 |
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"INFO — Added 1 annotations for image 'jMUJeN5JKgiosTrF5M9S'.\n",
|
| 510 |
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"INFO — Added 2 annotations for image '1GvqAxdk6i6pWwhlBNJI'.\n",
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| 511 |
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"INFO — Added 1 annotations for image 'AcNPi7N2O50OXKxdNFan'.\n",
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| 512 |
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"INFO — Added 2 annotations for image 'vWkf6AiKKPtJTdMY1iaz'.\n",
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| 513 |
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"INFO — Added 2 annotations for image 'JGNfddPXWGaliMjTNMdi'.\n",
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| 514 |
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"INFO — Added 1 annotations for image 'WV3DJ7KHQAjrzGINtANW'.\n",
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| 515 |
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"INFO — Added 2 annotations for image 'b9ZVWX8T44E0Te98yzoU'.\n",
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| 516 |
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"INFO — Added 1 annotations for image 'Fc7jVEg2i6RWC240ZIWQ'.\n",
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| 517 |
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"INFO — Added 5 annotations for image 'GbUXAP5D6xfMKziS8QPE'.\n",
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| 518 |
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"INFO — Added 3 annotations for image 'rFNl2GeI7Z4j3fTIPaWU'.\n",
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| 519 |
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"INFO — Added 2 annotations for image 'GFJPCfOgOIvMtzsqL2yZ'.\n",
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| 520 |
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"INFO — Added 1 annotations for image 'mbGtMSYWPAlhtTMf4mWI'.\n",
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| 521 |
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"INFO — Added 1 annotations for image 'FTaoy0M7F1arumOG2HU0'.\n",
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| 522 |
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"INFO — Added 2 annotations for image '2OqKhmvY2FEPbFpjnklr'.\n",
|
| 523 |
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"INFO — Added 1 annotations for image 'jjiMDNbxhrBKVtCDs1lD'.\n",
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| 524 |
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"INFO — Added 1 annotations for image 'rKsCiswYEsqTGrWqwnLE'.\n",
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| 525 |
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"INFO — Added 4 annotations for image 'HaqGtr81fvzAwrgUR7df'.\n",
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| 526 |
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"INFO — Added 1 annotations for image 'MdhEhnXWlbO3sqUtDbq5'.\n",
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| 527 |
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"INFO — Added 1 annotations for image 'rNlfonZBZF5bw6D5fWxk'.\n",
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| 528 |
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"INFO — Added 1 annotations for image '8VpLvUB0T6qmtLgdyIxT'.\n",
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| 529 |
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"INFO — Added 1 annotations for image 'rXZmNhAXBbdYbYZS5C3D'.\n",
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| 530 |
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"INFO — Added 2 annotations for image 'I5hxS7lWsJsqlyXwYqE7'.\n",
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| 531 |
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"INFO — Added 2 annotations for image 'rydjaAAyI39bJCD0XqSK'.\n",
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| 532 |
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"INFO — Added 3 annotations for image 'HRufpwEPvi8JLfgjQ6E6'.\n",
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| 533 |
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"INFO — Added 5 annotations for image '74qdzImg9yyr8LUVoYuP'.\n",
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| 534 |
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"INFO — Added 1 annotations for image 'LrF9QitN1KDXKHb9u3i1'.\n",
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| 535 |
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"INFO — Added 3 annotations for image 'FgbkpvClbfohoykzfnnu'.\n",
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| 536 |
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"INFO — Added 1 annotations for image 'lTR7xPGuINZP4ixyzCfW'.\n",
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| 537 |
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"INFO — Added 1 annotations for image 'Dx6z7vq2Vte4ZvSc7Fsy'.\n",
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| 538 |
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"INFO — Added 1 annotations for image 'bTMrniMJwTBUiR4quTHE'.\n",
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| 539 |
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"INFO — Added 1 annotations for image 'otUuG5hkNhm0JyQctBIt'.\n",
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| 540 |
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"INFO — Added 2 annotations for image 'PQRVnSc6ubkrCbgz9CAO'.\n",
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| 541 |
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"INFO — Added 1 annotations for image 'bbdYEXBJV7xi6Jp34c7X'.\n",
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| 542 |
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"INFO — Added 1 annotations for image 'nBrCUTTiAgKkP2aEBKHK'.\n",
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| 543 |
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"INFO — Added 1 annotations for image 'iCCY0oTitEJb7YbQXZHA'.\n",
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| 544 |
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"INFO — Added 2 annotations for image 'JJ3j5wu2O6Zg21EbaZJr'.\n",
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| 545 |
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"INFO — Added 2 annotations for image 'TViaqAdWRy2PJjC299xQ'.\n",
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| 546 |
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"INFO — Added 3 annotations for image 'FtSJOYFjassKkzDqG61K'.\n",
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| 547 |
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"INFO — Added 3 annotations for image 'ytR52u50O0iDGRl5anEF'.\n",
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| 548 |
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"INFO — Added 2 annotations for image 'htwR8eggs7SPULQ3iN5h'.\n",
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| 549 |
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"INFO — Added 1 annotations for image 'DO3Omlg76kPXXNe9DGoQ'.\n",
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| 550 |
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"INFO — Added 1 annotations for image 'A9hDm1b0uNqtuCX4UC1d'.\n",
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| 551 |
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"INFO — Added 1 annotations for image 'cjt6VDyxwbGTwJYFG57n'.\n",
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| 552 |
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"INFO — Added 4 annotations for image 'uYjbbZhhpLVKH2f7Dv1P'.\n",
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| 553 |
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"INFO — Added 1 annotations for image 'gQ3K7KHR9FdlWGdZcZLu'.\n",
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| 554 |
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"INFO — Added 2 annotations for image 'jvsQjaWLzt9DtWLdJvbN'.\n",
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| 555 |
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"INFO — Added 1 annotations for image '6hYDvCG7F6bmVX8u6Lj2'.\n",
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| 556 |
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"INFO — Added 1 annotations for image 'ih94GevONH6ElpTaPeIC'.\n",
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| 557 |
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"INFO — Added 3 annotations for image 'f850qP1fAtTOrrh2TVlK'.\n",
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| 558 |
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"INFO — Added 3 annotations for image 'nwU7a0GIy3WqsRyXWCQa'.\n",
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| 559 |
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"INFO — Added 2 annotations for image 'y4RwM43AJCJwq9fQ3Mcs'.\n",
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| 560 |
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"INFO — Added 2 annotations for image 'ZzZXgupRwGN3bVSOfJag'.\n",
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| 561 |
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"INFO — Added 2 annotations for image 'v29MsgupCqJ9dIz1J6Av'.\n",
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| 562 |
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| 563 |
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"INFO — Added 2 annotations for image 'rb8MPOvt06Zw3M6NP59p'.\n",
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| 564 |
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"INFO — Added 1 annotations for image '3SxqNjCL2nh0t9AeE1Mx'.\n",
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| 565 |
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"INFO — Added 1 annotations for image 'NT3l8bTZ94UODnJVvaxb'.\n",
|
| 566 |
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"INFO — Added 1 annotations for image 'XDU7Pj7IPc2oz9X5S0Hy'.\n",
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| 567 |
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"INFO — Added 2 annotations for image 'uiRCfAO3NWuDYSN0txvv'.\n",
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| 568 |
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"INFO — Added 2 annotations for image 'P8EPxvgnI9SCOgNCbIsC'.\n",
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| 569 |
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"INFO — Added 1 annotations for image '2XfGi69uOLiU1fjB24em'.\n",
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| 570 |
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"INFO — Added 1 annotations for image 'PnAXHbewuTpQoWmgR9Dv'.\n",
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| 571 |
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"INFO — Added 1 annotations for image 'gXRynWJikBp2gz1YHv8m'.\n",
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| 572 |
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"INFO — Added 1 annotations for image 'el85AHF0L0LvlDTl7buT'.\n",
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| 573 |
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"INFO — Added 1 annotations for image 'kWeNh6nc5ydqAZvZoFLc'.\n",
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| 574 |
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"INFO — Added 4 annotations for image 'FZPnz4lPS1yvkna87gqn'.\n",
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| 575 |
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| 576 |
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| 577 |
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| 578 |
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"INFO — Added 1 annotations for image '0QP8JVGFbId5KxUVlqwz'.\n",
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| 579 |
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"INFO — Added 2 annotations for image 'M2MnqZDYGtWdNtVyWBBa'.\n",
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| 580 |
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"INFO — Added 1 annotations for image 'X6YGRYvMnWnn7DyX89DD'.\n",
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| 581 |
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"INFO — Added 1 annotations for image 'XsaBHIyIP3Od40xt9Nwa'.\n",
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| 582 |
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"INFO — Added 2 annotations for image 'gJJo4vpeC3yzO4H2sSxu'.\n",
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| 583 |
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"INFO — Added 4 annotations for image 'xpIHMmxmGfdeA5gUyPGQ'.\n",
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| 584 |
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"INFO — Added 2 annotations for image '9qYyzgQONPl1nEcqq5E1'.\n",
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| 585 |
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| 586 |
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"INFO — Added 1 annotations for image 'WE9v8zGAJnU42c1yEAM9'.\n",
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| 587 |
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"INFO — Added 1 annotations for image 'U4Z1LozvRabBzY1nP9Qv'.\n",
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| 588 |
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"INFO — Added 1 annotations for image 'SApj4QcaZjFjVnkj74lH'.\n",
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| 589 |
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"INFO — Added 1 annotations for image 'CzrahcfGW4OW0Zj0br3G'.\n",
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| 590 |
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"INFO — Added 1 annotations for image 'gK0MsFDW9Fa3R37nl6Nd'.\n",
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| 591 |
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"INFO — Added 3 annotations for image 'imUuVe1RS4TsfdIJueNS'.\n",
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| 592 |
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"INFO — Added 1 annotations for image 'IUbrsAi89xv7EjRqVHmx'.\n",
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| 593 |
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"INFO — Added 2 annotations for image 'OOJBu4W6SY7SFOe6a9oz'.\n",
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| 594 |
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"INFO — Added 3 annotations for image 'lRfhgKBy7jcPvS4Tc2mw'.\n",
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| 595 |
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| 596 |
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"INFO — Added 1 annotations for image 'jr4pCgHorFZ63OM4CE32'.\n",
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| 597 |
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| 598 |
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| 599 |
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| 600 |
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| 602 |
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| 603 |
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"INFO — Added 3 annotations for image 'MgscsQgMIw3nahTVKyXf'.\n",
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| 605 |
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| 606 |
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| 607 |
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| 608 |
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"INFO — Added 3 annotations for image 'C9idwT9RQjaIwyw03UQd'.\n",
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| 609 |
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| 610 |
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| 611 |
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"INFO — Added 7 annotations for image 'uT5BJirp6ORIckRvqsLG'.\n",
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| 612 |
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| 613 |
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| 614 |
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| 616 |
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| 617 |
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| 618 |
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| 619 |
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| 620 |
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| 621 |
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"INFO — Added 1 annotations for image 'KliradVrRuAUvOSkpu4d'.\n",
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"INFO — Added 1 annotations for image 'CUE9Tbk8hrWb40YxP2Mv'.\n",
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| 623 |
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"INFO — Added 1 annotations for image 'tNu2JCJ8BGWM78y3gO8M'.\n",
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| 624 |
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| 626 |
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"INFO — Added 3 annotations for image 'jLaRXw9l8DgjufS7Z4m0'.\n",
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"INFO — Added 1 annotations for image 'xBJjQD4xNWeBCtwRzWZH'.\n",
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| 628 |
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| 673 |
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| 674 |
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| 676 |
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"INFO — Added 1 annotations for image 'P7d4K0MoydEh7BT4RkiP'.\n",
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| 677 |
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"INFO — Added 1 annotations for image 'VzkcydV2gesbBHRBX3Id'.\n",
|
| 678 |
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"INFO — Added 1 annotations for image 'dfSXxLAb7pn062CUU07x'.\n",
|
| 679 |
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"INFO — Added 4 annotations for image 'aFEAqW4YvJHyRfDRQsZQ'.\n",
|
| 680 |
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"INFO — Added 1 annotations for image 'Ibv5774sCRnTQ9WU5iav'.\n",
|
| 681 |
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"INFO — Added 1 annotations for image '63hSmjMzzYph3MJ8irSA'.\n",
|
| 682 |
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"INFO — Added 1 annotations for image 'sX4x6g05AfVbiFyVdXRn'.\n",
|
| 683 |
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"INFO — Added 1 annotations for image '1j6MRftbulS8ytxyD09t'.\n",
|
| 684 |
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"INFO — Added 3 annotations for image 'AwIhmLZYnoTQezXAEOmr'.\n",
|
| 685 |
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"INFO — Added 1 annotations for image 'd8f7Fy8cOtZ98ZJsG1FL'.\n",
|
| 686 |
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"INFO — Added 1 annotations for image 'c3wCwMkTO3ZHuI5Exk3s'.\n",
|
| 687 |
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"INFO — Added 1 annotations for image 'sXFwxd0LAP7LIYV28W09'.\n",
|
| 688 |
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"INFO — Added 3 annotations for image 'r4rMOXyNvPkpontXP4zU'.\n",
|
| 689 |
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"INFO — Added 1 annotations for image 'lgWK26HHYq4VAq5anGG3'.\n",
|
| 690 |
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"INFO — Added 1 annotations for image 'Rxd86jBlZUMS69aRtiNM'.\n",
|
| 691 |
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"INFO — Added 1 annotations for image 'zbSVPw7vKCyg3Qw5O5Dq'.\n",
|
| 692 |
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"INFO — Added 1 annotations for image 'aJCYxKU8KdBF495ugplD'.\n",
|
| 693 |
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"INFO — Added 1 annotations for image 'j3qxgeXzOqeUXktfr56m'.\n",
|
| 694 |
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"INFO — Added 1 annotations for image 'BXk7xaFraleSf8nHIZSr'.\n",
|
| 695 |
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"INFO — Added 2 annotations for image 'jYurX1VbESieqQMbwDSG'.\n",
|
| 696 |
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"INFO — Added 1 annotations for image 'g02g4VBPtsESLcBH0vvz'.\n",
|
| 697 |
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"INFO — Added 1 annotations for image 'EPoIr35EVUt3cGZsZsFU'.\n",
|
| 698 |
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"INFO — Added 1 annotations for image 'ZfHiZR076G2JaySp7336'.\n",
|
| 699 |
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"INFO — Added 2 annotations for image 'xQK0LzOszecf1dZRQ5Wz'.\n",
|
| 700 |
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"INFO — Added 1 annotations for image 'c0YkXwofr5ZjGfr9innX'.\n",
|
| 701 |
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"INFO — Added 1 annotations for image 'sM0yvlDzdvvjLKYJCqy6'.\n",
|
| 702 |
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"INFO — Added 1 annotations for image 'YsWbmCw6APwmR6jvD70K'.\n",
|
| 703 |
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"INFO — Added 1 annotations for image '8c86gOXPbnyGpiWPUmtv'.\n",
|
| 704 |
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"INFO — Added 1 annotations for image 'mKB4z1W4jdRFNAjcWPhV'.\n",
|
| 705 |
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"INFO — Added 2 annotations for image 'O4sK3iGXXr5xpAOx4tjS'.\n",
|
| 706 |
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"INFO — Added 1 annotations for image 'PYHA5bSwWYS7lTbvtYOS'.\n",
|
| 707 |
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"INFO — Added 1 annotations for image 'zMQt7bQXkXusBSkwLGhC'.\n",
|
| 708 |
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"INFO — Added 2 annotations for image 'CWnQORVuIIkBNa2EDZFC'.\n",
|
| 709 |
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"INFO — Added 1 annotations for image 'QiWULeea3K0RN0yqYytw'.\n",
|
| 710 |
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"INFO — Added 1 annotations for image 'dO8UiAIZZcAHd8PTSFKB'.\n",
|
| 711 |
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"INFO — Added 3 annotations for image 'jBqwLrSikrRXyI4Aebgd'.\n",
|
| 712 |
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"INFO — Added 1 annotations for image '77Cqmz3NMadRHxkyLDC0'.\n",
|
| 713 |
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"INFO — Added 1 annotations for image 'fJAWYHbvBuwEAoHz0I8D'.\n",
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| 714 |
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"INFO — Added 1 annotations for image 'u6AeIl92ki7GdnMD4DJx'.\n",
|
| 715 |
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"INFO — Added 2 annotations for image 'zW5en21vE10sdG1dmZlh'.\n",
|
| 716 |
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"INFO — Added 1 annotations for image 'qbebJWh3MYSZBaKkR4pN'.\n",
|
| 717 |
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"INFO — Added 1 annotations for image 'TACiJC3FLWWKcNint1UB'.\n",
|
| 718 |
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"INFO — Added 1 annotations for image '5Fg5C6SRTnumOgKsGYPh'.\n",
|
| 719 |
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"INFO — Added 1 annotations for image 'e1ymQZvXNGZntvABlrtV'.\n",
|
| 720 |
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"INFO — Added 1 annotations for image 'TZI3I3W8nD3z8QSlwEsB'.\n",
|
| 721 |
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"INFO — Added 1 annotations for image 'xOF9vueAAt6B4pMTQinE'.\n",
|
| 722 |
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"INFO — Added 1 annotations for image '6P0pIiyrJiai3JvtBMc8'.\n",
|
| 723 |
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"INFO — Added 1 annotations for image '8kyrKUQpecpUsPBRgFoe'.\n",
|
| 724 |
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"INFO — Added 1 annotations for image 'yauHohSeGxs9NH3W23Z9'.\n",
|
| 725 |
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"INFO — Added 1 annotations for image 'QuFEcDGmsNpKvwYk26dq'.\n",
|
| 726 |
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"INFO — Added 2 annotations for image 'qBiy9IgFdYY9yTnXpswP'.\n",
|
| 727 |
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"INFO — Added 1 annotations for image '0LXlxm7TL6rlT83I6klo'.\n",
|
| 728 |
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"INFO — Added 3 annotations for image '9UYvAXVC8e5Mv4GNZop3'.\n",
|
| 729 |
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"INFO — Added 1 annotations for image '7jCdUcxpAXgqcdKHqS9s'.\n",
|
| 730 |
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"INFO — Added 1 annotations for image 'BqK9Wh76Ce4X9tn6sfIg'.\n",
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| 731 |
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"INFO — Added 1 annotations for image 'ji1f7OcgL903v2RHiFFf'.\n",
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| 732 |
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"INFO — Added 1 annotations for image 'zeHgrMf1dabNXG43wy7D'.\n",
|
| 733 |
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"INFO — Added 1 annotations for image 'pE32PkuhxbfnQs5DF4I5'.\n",
|
| 734 |
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"INFO — Added 1 annotations for image 'cTzLj2ylzS3eCHNlwpdb'.\n",
|
| 735 |
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"INFO — Added 2 annotations for image 'epOgkrVPsEy7U5y9u8Kr'.\n",
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| 736 |
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"INFO — Added 2 annotations for image 'pq2GyvY7Ty75F1ThYkBT'.\n",
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| 737 |
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"INFO — Added 1 annotations for image 'SCLqLsHuVoSMdXQNtxSf'.\n",
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| 738 |
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"INFO — Added 3 annotations for image 'wxHrqZDb7bWxx6DXPrzv'.\n",
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| 739 |
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"INFO — Added 2 annotations for image 'CzlGPhoAIMDjJG9O76oU'.\n",
|
| 740 |
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"INFO — Added 1 annotations for image 'mhNFvNyRNG4pCcN9gl5S'.\n",
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| 741 |
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"INFO — Added 1 annotations for image 'SDZgXFdUNfiW234Ztu3T'.\n",
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| 742 |
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"INFO — Added 2 annotations for image 'C02mzJ1xLx2kXcUnWsKX'.\n",
|
| 743 |
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"INFO — Added 1 annotations for image 'xEkwdvCJJ4BacX7aIl5R'.\n",
|
| 744 |
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"INFO — Added 1 annotations for image 'z9uD1TnvzxIYkMZAvBbc'.\n",
|
| 745 |
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"INFO — Added 1 annotations for image 'RKr6MuvoEAEheSEnqRM6'.\n",
|
| 746 |
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"INFO — Added 1 annotations for image '6wBad428EQUpwAlRuke4'.\n",
|
| 747 |
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"INFO — Added 1 annotations for image 'iiMPhhmsAXxEcjyfd0aI'.\n",
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| 748 |
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"INFO — Added 2 annotations for image 'vCEJyzLngwTxUT3sYUoX'.\n",
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| 749 |
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"INFO — Added 1 annotations for image 'j1AVGNRB5OTo2ITCEXBk'.\n",
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| 750 |
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"INFO — Added 1 annotations for image 'FWxDJkfaUUCcQGQqIxo8'.\n",
|
| 751 |
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"INFO — Added 1 annotations for image 'TKLjjG4FKXy0jbhL4zhm'.\n",
|
| 752 |
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"INFO — Added 1 annotations for image 'RlfLM82NPELcwQy6rsxV'.\n",
|
| 753 |
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"INFO — Added 3 annotations for image 'N16TkN8YQuz9yfsDDYF6'.\n",
|
| 754 |
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"INFO — Added 1 annotations for image 'HQoIeFh8EDezzNNg4xgT'.\n",
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| 755 |
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"INFO — Added 1 annotations for image 'vRcg6CUDNgb7ND1M3ypc'.\n",
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| 756 |
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"INFO — Added 1 annotations for image 'tLXLCxFxiLeb8GBcBdHq'.\n",
|
| 757 |
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"INFO — Added 1 annotations for image 'dzprXWUKl5kV05sTwgOh'.\n",
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| 758 |
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"INFO — Added 2 annotations for image 'gF2L7GpVVnlnnP5RLbUI'.\n",
|
| 759 |
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"INFO — Added 1 annotations for image 'cpXW8KI9nxNJAG34BnSh'.\n",
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| 760 |
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"INFO — Added 1 annotations for image 'Wz6MtqW73wOXC5cNqlxV'.\n",
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| 761 |
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"INFO — Added 1 annotations for image 'uXHBkgSW2y6LOf9ChFfR'.\n",
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| 762 |
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"INFO — Added 2 annotations for image 'QR2LzFjwoQghcR60GRsa'.\n",
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| 763 |
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"INFO — Added 1 annotations for image 'ozzI87D15Yn2DqP3DglD'.\n",
|
| 764 |
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"INFO — Added 3 annotations for image '5GcFnDFmRPdraeFcV3rH'.\n",
|
| 765 |
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"INFO — Added 1 annotations for image '6bF7EyvXNEjnOjepO9ZW'.\n",
|
| 766 |
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"INFO — Added 1 annotations for image 'VkAamNg1uW3BtevEmgvx'.\n",
|
| 767 |
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"INFO — Added 2 annotations for image 'UXlpITA9beG2L8hAuGX5'.\n",
|
| 768 |
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"INFO — Added 1 annotations for image 'YRQS8GcWggfj1KTvtEpa'.\n",
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| 769 |
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"INFO — Added 1 annotations for image 'FjuOWSLGovgk2ddXql2Y'.\n",
|
| 770 |
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"INFO — Added 1 annotations for image 'FZS8FzL4hjhL9NEs0jAv'.\n",
|
| 771 |
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"INFO — Added 1 annotations for image 's93ltwuAe2ScX5mQsc19'.\n",
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| 772 |
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"INFO — Added 1 annotations for image '9Vlw6ec5dPJDhuE4KCx2'.\n",
|
| 773 |
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"INFO — Added 1 annotations for image '6NuWUoTW2okcmJxi2WSZ'.\n",
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| 774 |
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"INFO — Added 2 annotations for image 'cnH9qyxDf168cvnj6pXR'.\n",
|
| 775 |
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"INFO — Added 2 annotations for image 'aJQGrnwTuMCAzfWnuFVD'.\n",
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| 776 |
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"INFO — Added 1 annotations for image 'BpDO9GQtBLSrWM9XuzTQ'.\n",
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| 777 |
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"INFO — Added 2 annotations for image 'c5pUJGH8FliXqwtqEMu5'.\n",
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| 778 |
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"INFO — Added 1 annotations for image 'UJSWiEgnuyG32UDVQJMt'.\n",
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| 779 |
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"INFO — Added 1 annotations for image 'RsNrz1x6SDb6HtFuMnhg'.\n",
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| 780 |
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"INFO — Added 1 annotations for image 'VEAUIaIc3J6x4R9CE0L4'.\n",
|
| 781 |
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"INFO — Added 1 annotations for image 'LJ3McmWt7rlRkFUcGcAu'.\n",
|
| 782 |
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"INFO — Added 1 annotations for image 'LiUjYIin8EDh1DWKsmGx'.\n",
|
| 783 |
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"INFO — Added 1 annotations for image 't7dWsxr2tZpVqQaZSJJ8'.\n",
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| 784 |
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"INFO — Added 4 annotations for image 'CvxjMFnDpApdXC5f9etp'.\n",
|
| 785 |
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"INFO — Added 1 annotations for image 'HZXsIrF2hkgqhg6LBcmv'.\n",
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| 786 |
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"INFO — Added 1 annotations for image 'hfZnJrxNzHgnpYAPDSBC'.\n",
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| 787 |
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"INFO — Added 1 annotations for image 'HsEWmJ9L5TqwnvFMY4vA'.\n",
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| 788 |
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"INFO — Added 1 annotations for image 'KmQFJpKOIyYd2s7zyjAK'.\n",
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| 789 |
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"INFO — Added 1 annotations for image 'NhMb83oYQc60Q2SSxuxD'.\n",
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| 790 |
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"INFO — Added 1 annotations for image '4QkVPHNME5YDko2K1ZUp'.\n",
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| 791 |
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"INFO — Added 1 annotations for image 'hnFoCdAvPlxkYYbPSN6r'.\n",
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| 792 |
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"INFO — Added 1 annotations for image 'ttpBaYafqv490Zj3mfDy'.\n",
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| 793 |
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"INFO — Added 1 annotations for image 'eC02hmW4cS1TE1zapUbG'.\n",
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| 794 |
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"INFO — Added 1 annotations for image 'gCnZu59UUfOrxFv6fbfS'.\n",
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| 795 |
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"INFO — Added 1 annotations for image 'wVKq9piyv18Kl7W0MxEa'.\n",
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| 796 |
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"INFO — Added 1 annotations for image 'uo4nWpAUHijKcu9q4yQX'.\n",
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| 797 |
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"INFO — Added 1 annotations for image 'he0bIpzZwPL7AyeN5ykh'.\n",
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| 798 |
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"INFO — Added 1 annotations for image 'tcDLZYx7XtLmzgAaT4lL'.\n",
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| 799 |
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"INFO — Added 1 annotations for image 'seWweBShDAmvzKLsIwjc'.\n",
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| 800 |
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"INFO — Added 1 annotations for image 'vwSnf9ulpKaVhKCkB4iU'.\n",
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| 801 |
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"INFO — Added 2 annotations for image '9oGk8SDKlOe2P3Lk71Hh'.\n",
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| 802 |
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"INFO — Added 1 annotations for image 'xQtZ2xRcr96f9R3U66NT'.\n",
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| 803 |
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"INFO — Added 1 annotations for image 'nVraugURWUzrPuNIKSwN'.\n",
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| 804 |
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"INFO — Added 1 annotations for image 'BmkP9m22dgrEjtGaTrrF'.\n",
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| 805 |
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"INFO — Added 2 annotations for image '77xFEmAkzOK2TwQvuTc8'.\n",
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| 806 |
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"INFO — Added 1 annotations for image 'rFAUaqiPRf3Q78KiKXpz'.\n",
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| 807 |
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"INFO — Added 2 annotations for image 'mj8NRLYatL2yMfSrcGd1'.\n",
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| 808 |
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"INFO — Added 1 annotations for image 'NHaifTXiGkRJCH6hhQw7'.\n",
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| 809 |
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"INFO — Added 2 annotations for image '9DNBj8zYtDWDSiG2tRdj'.\n",
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| 810 |
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"INFO — Added 1 annotations for image 'omkm3O9R4zAiQgIa1MgS'.\n",
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| 811 |
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"INFO — Added 1 annotations for image 't7nPMBvcWpv8xHZ0ZTCN'.\n",
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| 812 |
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| 813 |
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"INFO — Added 2 annotations for image 'jr6668wQSs85A89Cw1JP'.\n",
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| 814 |
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"INFO — Added 1 annotations for image 'GMdwlwBDBrHysUaLzXwk'.\n",
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| 815 |
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"INFO — Added 2 annotations for image 'sCuDkiGNyS6Mq9qmfuHA'.\n",
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| 816 |
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"INFO — Added 1 annotations for image 'kdcI5bl8gJ0CYsGZ4eba'.\n",
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| 817 |
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"INFO — Added 3 annotations for image 'KUmIadPOHtAdskMFHjaC'.\n",
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| 818 |
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"INFO — Added 1 annotations for image '0yxIlOz6d3r2sVdTpyEo'.\n",
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| 819 |
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"INFO — Added 1 annotations for image 'nYGljME9u4el26JCctRl'.\n",
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| 820 |
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"INFO — Added 3 annotations for image 'j0w5uYvjM2SuXCNv06YD'.\n",
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| 821 |
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"INFO — Added 1 annotations for image '667QwLxTP1WuAtVtUsfU'.\n",
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| 822 |
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"INFO — Added 3 annotations for image 'YVZ9GRLse1U2m3HBvowX'.\n",
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| 823 |
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"INFO — Added 1 annotations for image 'XEXKRueEjRlkiEm4vwMJ'.\n",
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| 824 |
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"INFO — Added 1 annotations for image 'qCgCQOH7o6ytBRy9ngoi'.\n",
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| 825 |
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| 826 |
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| 827 |
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| 828 |
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| 829 |
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| 830 |
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"INFO — Added 3 annotations for image 'y122wIX38xqJqsnNHfj5'.\n",
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| 831 |
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| 832 |
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"INFO — Added 4 annotations for image 'pFjIJF9Y0MnsHVUrCZys'.\n",
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| 833 |
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"INFO — Added 3 annotations for image '7hp7KDv2A2eEvSsg1oa7'.\n",
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| 834 |
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| 835 |
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| 836 |
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| 837 |
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| 838 |
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| 839 |
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"INFO — Added 5 annotations for image 'VDXPtsBrP5niSWSatgvI'.\n",
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| 840 |
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| 841 |
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| 842 |
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| 843 |
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| 844 |
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| 845 |
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| 846 |
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| 847 |
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| 849 |
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| 850 |
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| 851 |
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"INFO — Added 3 annotations for image 'cRwSIBaHR2131m23LxHN'.\n",
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| 852 |
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| 853 |
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| 854 |
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| 855 |
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| 856 |
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| 857 |
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| 858 |
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| 859 |
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| 860 |
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| 861 |
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| 862 |
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| 863 |
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| 864 |
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| 865 |
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| 866 |
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| 867 |
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| 868 |
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| 869 |
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| 870 |
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| 871 |
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| 872 |
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"INFO — Added 1 annotations for image 'zABzkUNDCCsTyzR3l8Iz'.\n",
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| 873 |
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"INFO — Added 1 annotations for image 'dvdG4qi0wLgKnUlEYAvq'.\n",
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| 874 |
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"INFO — Added 1 annotations for image 'H0JAffZiRunjZFedF7rk'.\n",
|
| 875 |
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"INFO — Added 1 annotations for image 'r6tDYmA3YCyDMRr1S9ZW'.\n",
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| 876 |
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"INFO — Added 1 annotations for image 'QLgZdbQc6HfGyWHUVX6S'.\n",
|
| 877 |
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"INFO — Added 2 annotations for image 'uegMfeClT4CLo5enXGt1'.\n",
|
| 878 |
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"INFO — Added 1 annotations for image 'x8SahKNEaiL1qlQAVZTZ'.\n",
|
| 879 |
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"INFO — Added 1 annotations for image 'VoD75uPe4G6X8SysWL8e'.\n",
|
| 880 |
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"INFO — Added 1 annotations for image 'TnMtK9C0cs9twNm7cdAk'.\n",
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| 881 |
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"INFO — Added 1 annotations for image 'IheXHa5Bc4w90r5oqp4T'.\n",
|
| 882 |
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"INFO — Added 1 annotations for image 'lhZIcwPQa3atuVNmK3ev'.\n",
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| 883 |
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"INFO — Added 2 annotations for image 'IyZheb3U0LfeIKE6hjnM'.\n",
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| 884 |
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"INFO — Added 2 annotations for image '13CdAKxRhI0TZxFh4NsE'.\n",
|
| 885 |
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"INFO — Added 1 annotations for image 'yU4F9I8eeS6jlvWMRrct'.\n",
|
| 886 |
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"INFO — Added 1 annotations for image 'ryv09mq36yXqLKlnnAhg'.\n",
|
| 887 |
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"INFO — Added 1 annotations for image 'BXinYYKygDL44SiiZWAH'.\n",
|
| 888 |
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"INFO — Added 1 annotations for image 'BboLJ3qQFhbtTX5tUXN5'.\n",
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| 889 |
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"INFO — Added 1 annotations for image 'svBVBhv9ou1ptMrTYulE'.\n",
|
| 890 |
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"INFO — Added 1 annotations for image 'V2bWsgiUxuNqD9t8uLDy'.\n",
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| 891 |
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"INFO — Added 1 annotations for image 'cWRp66J6lZ4hvgjLEOA7'.\n",
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| 892 |
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"INFO — Added 1 annotations for image '7Tv8iDOYqxp71aEve0cr'.\n",
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| 893 |
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"INFO — Added 1 annotations for image 'plLKGqqpHJvWgIiZZ4x3'.\n",
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| 894 |
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"INFO — Added 2 annotations for image '8inYyzveO6n0tIio3bQq'.\n",
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| 895 |
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"INFO — Added 1 annotations for image 'kvH1SmDNl4CsXdwp1UsV'.\n",
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| 896 |
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"INFO — Added 1 annotations for image 'AmXpDa7nv4k2AQe2r6Y3'.\n",
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| 897 |
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"INFO — Added 1 annotations for image 'kMXzStcOUIHYf5Vbt8tY'.\n",
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| 898 |
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"INFO — Added 1 annotations for image '46eaZPPzzoZR6R1r2Q7O'.\n",
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| 899 |
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"INFO — Added 1 annotations for image 'cqzbNBVQ4XegfFVDtw4p'.\n",
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| 900 |
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"INFO — Added 1 annotations for image 'CAhivSUiR72rVcvKTT8Z'.\n",
|
| 901 |
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"INFO — Added 2 annotations for image 'wq1Hr93t88XLuDt7n6GJ'.\n",
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| 902 |
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"INFO — Added 1 annotations for image 'ZCFAV5FtphXsRpaJRwVA'.\n",
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| 903 |
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"INFO — Added 1 annotations for image 'TqX8d8DORRxExi9QEIYv'.\n",
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| 904 |
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"INFO — Added 1 annotations for image 'OZEyDtrIv9vmLmEwDuJu'.\n",
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| 905 |
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"INFO — Added 1 annotations for image 'XE94hEOqjAMQ1ymtelhk'.\n",
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| 906 |
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"INFO — Added 1 annotations for image 'SH8soVnQXB8m25JkFv23'.\n",
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| 907 |
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"INFO — Added 1 annotations for image 'MEtuAIAABraWFIoGnkoq'.\n",
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| 908 |
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"INFO — Added 1 annotations for image 'Z7wKCViO9mKxBwSV14Vk'.\n",
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| 909 |
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"INFO — Added 2 annotations for image 'f5qmSSNoCNmXlFp1HiJ2'.\n",
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| 910 |
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"INFO — Added 1 annotations for image 'mWBL1FKoJ1X2We8I2eCI'.\n",
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| 911 |
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"INFO — Added 1 annotations for image 'EcJECON05qZQXqAtxbyU'.\n",
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| 912 |
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"INFO — Added 1 annotations for image 'wPkFichuAtxIkrlH6WHK'.\n",
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| 913 |
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"INFO — Added 1 annotations for image 'jx8N2LXXXOHrPZlQtTKr'.\n",
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| 914 |
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"INFO — Added 1 annotations for image 'C3ISOfPeUglMyXEr5oZs'.\n",
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| 915 |
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"INFO — Added 1 annotations for image '08DAwjBNEGtE3c9yXrrL'.\n",
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| 916 |
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"INFO — Added 1 annotations for image 'IntGM9GOPcFFAtOXs9vk'.\n",
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| 917 |
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"INFO — Added 1 annotations for image 'BSiURGi7X4b74a7T018r'.\n",
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| 918 |
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"INFO — Added 1 annotations for image '6UUoaJi5hI3u9A87NN1C'.\n",
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| 919 |
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"INFO — Added 1 annotations for image 'LkXIcuyfPvg0xoajLzti'.\n",
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| 920 |
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"INFO — Added 1 annotations for image '4SmCYAY7iVPx4GZGxcTL'.\n",
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| 921 |
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"INFO — Added 1 annotations for image 'eM71zgJOUrV8H0lR7M3z'.\n",
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| 922 |
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"INFO — Added 1 annotations for image '1bcwSEqcDbwoU9AXpPQf'.\n",
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| 923 |
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"INFO — Added 1 annotations for image 'U7cx29OzDBnb8xYma7Ro'.\n",
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| 924 |
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"INFO — Added 2 annotations for image 'GIhz72fk5MS6hVGvTOIb'.\n",
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| 925 |
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"INFO — Added 1 annotations for image 'QH10fdGVAcpLTEaQILUR'.\n",
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| 926 |
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"INFO — Added 1 annotations for image '0tz5pusX84aCII8LfDIg'.\n",
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| 927 |
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"INFO — Added 1 annotations for image 'UZAk5n3tjPtoCTpGVmaQ'.\n",
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| 928 |
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"INFO — Added 1 annotations for image '1bhHBzq4zdSdlaMWNHkr'.\n",
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| 929 |
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"INFO — Added 1 annotations for image 'fdVbP2Op0hhJ4R5hheaj'.\n",
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| 930 |
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"INFO — Added 1 annotations for image '2hjaqoEo4AWRv3PpsoC0'.\n",
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| 931 |
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"INFO — Added 1 annotations for image 'KRjClGNmu6L1iD5ICz4F'.\n",
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| 932 |
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"INFO — Added 1 annotations for image 'TZxiwup5eJ6suNEtX6et'.\n",
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| 933 |
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"INFO — Added 1 annotations for image 'GRDWghoHfMxufeQHYkmD'.\n",
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| 934 |
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"INFO — Added 1 annotations for image '7DwSlM9D0rcLrdOSkKVM'.\n",
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| 935 |
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"INFO — Added 1 annotations for image 'rBGXs8jfdNJn0mpdJPdA'.\n",
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| 936 |
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"INFO — Added 1 annotations for image 'BdFZPyNsvIYNIUBHwzu3'.\n",
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| 937 |
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"INFO — Added 1 annotations for image 'cZr1hVIygLU9JNVJThr2'.\n",
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| 938 |
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"INFO — Added 1 annotations for image 'aWlJey63Cz0kLXv1cWTh'.\n",
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| 939 |
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"INFO — Added 1 annotations for image 'vDQxxONnyinfrOsu1fZF'.\n",
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| 940 |
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"INFO — Added 1 annotations for image 'wm3yyXTDjEXiGPBvr6wn'.\n",
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| 941 |
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"INFO — Added 1 annotations for image 'lJM1pHYCK7c6YLGaw9ci'.\n",
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| 942 |
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"INFO — Added 1 annotations for image 'UKLGjYqnEYfqcD6P5fRk'.\n",
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| 943 |
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"INFO — Added 1 annotations for image 'sjr0eq4YgukDOzvTVJuU'.\n",
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| 944 |
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"INFO — Added 1 annotations for image 'iXesxBdlgqikd70JNBrU'.\n",
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| 945 |
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"INFO — Added 1 annotations for image 'uCsqvPAasKB4CUBjHHJJ'.\n",
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| 946 |
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"INFO — Added 1 annotations for image '4mddAzmvar29WYLL2rkW'.\n",
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| 947 |
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| 948 |
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"INFO — Added 1 annotations for image 'jRI3JhsT7M6NPwydk1ZK'.\n",
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| 949 |
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"INFO — Added 1 annotations for image 'cAf3TtUXr0H7jTNqcJFd'.\n",
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| 950 |
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"INFO — Added 1 annotations for image 'HLucAAD0U31uS5xkHSjD'.\n",
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| 951 |
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"INFO — Added 1 annotations for image 'UtbiFai6uiIzBk3KNZ2W'.\n",
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| 952 |
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"INFO — Added 1 annotations for image '4X7gcZ16Qe3kvX4ih9Q8'.\n",
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| 953 |
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"INFO — Added 1 annotations for image 'VRFUPXj6qYaDrrPRIRmG'.\n",
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| 954 |
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"INFO — Added 2 annotations for image 'nhTNxeZfI2sloKc2eM2l'.\n",
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| 955 |
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"INFO — Added 1 annotations for image 'q5HrHEWhminab1lhUQge'.\n",
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| 956 |
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"INFO — Added 1 annotations for image 'bHj7dMtEV56xkB0ZyBgb'.\n",
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| 957 |
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"INFO — Added 2 annotations for image 'SHZVakGExbxVSVjS5YVx'.\n",
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| 958 |
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"INFO — Added 1 annotations for image 'ESrsYk7BW1W3umIJLIeR'.\n",
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| 959 |
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"INFO — Added 1 annotations for image 'dz9eF0vS1JtVZWlmovVn'.\n",
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| 960 |
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"INFO — Added 1 annotations for image 'AnGtptFRmEDLiT5PHpkM'.\n",
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| 961 |
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"INFO — Added 1 annotations for image 'zfeRJvNDfi3gyNmXnWPq'.\n",
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| 962 |
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"INFO — Added 1 annotations for image 'ZLKWgEOQb6PGSScHYXoU'.\n",
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| 963 |
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"INFO — Added 1 annotations for image 'ImCEQttFHZoJGWnRFyV4'.\n",
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| 964 |
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"INFO — Added 5 annotations for image 'iQaYBopdiUL93pEFSJaZ'.\n",
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| 965 |
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"INFO — Added 1 annotations for image 'GVyQXERSyKqAj3WAPamw'.\n",
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| 966 |
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"INFO — Added 6 annotations for image '6a7a7exwtMgjEXqosqu5'.\n",
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| 967 |
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"INFO — Added 2 annotations for image 'Fu3SjmdkaoNoqIAqfKg3'.\n",
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| 968 |
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"INFO — Added 1 annotations for image 'f1I7KHqa34094nrruyF7'.\n",
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| 969 |
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"INFO — Added 1 annotations for image 'ifiGllCwxtwm4PRL3kor'.\n",
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| 970 |
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"INFO — Added 1 annotations for image 'H9wlbUSekBJeyIKy9zZH'.\n",
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| 971 |
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"INFO — Added 5 annotations for image '7SNk57kU1uBaE5nQMxHK'.\n",
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| 972 |
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"INFO — Added 3 annotations for image 'aXP12hgPbCuu2w1PBIlw'.\n",
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| 973 |
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"INFO — Added 3 annotations for image 'nLpwaNn2M3Kvk0ZovrwU'.\n",
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| 974 |
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"INFO — Added 1 annotations for image 'KZ0ShLYMF0YDauIvJq9y'.\n",
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| 975 |
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"INFO — Added 1 annotations for image 'NNL5BEanB9xIxwkelaMh'.\n",
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| 976 |
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"INFO — Added 1 annotations for image 'OHFQtoMFVgKkRmYc09ZE'.\n",
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| 977 |
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"INFO — Added 1 annotations for image 'BuSypGFVmHJCVGgRICjP'.\n",
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| 978 |
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"INFO — Added 1 annotations for image 'gyf35FspipN35XcaweK9'.\n",
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| 979 |
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"INFO — Added 2 annotations for image 'dqBOMb12IjaLmBy7Cjg7'.\n",
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| 980 |
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"INFO — Added 3 annotations for image '62pLsPzuuh0VmDc8bkt4'.\n",
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| 981 |
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"INFO — Added 1 annotations for image 'Q361QOR4aqjGaX0SrLZo'.\n",
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| 982 |
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"INFO — Added 1 annotations for image 'bkh5sxEoG37Dt64E5wBz'.\n",
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| 983 |
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"INFO — Added 1 annotations for image 'ti0tvEC8jOE33aLQ5I9E'.\n",
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| 984 |
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| 985 |
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"INFO — Added 2 annotations for image 'baFM1NksZLoXv1VeHlTH'.\n",
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| 986 |
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"INFO — Added 1 annotations for image 'ABornvS5Jv0nHuMVBIxT'.\n",
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| 987 |
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"INFO — Added 3 annotations for image 'Vrjllig5vdIIyZIYkUTe'.\n",
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| 988 |
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"INFO — Added 1 annotations for image 'TQnI3XfVTrOclcDZs3kV'.\n",
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| 989 |
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"INFO — Added 1 annotations for image 'ujLURDXdqhKRb2vSdF1V'.\n",
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| 990 |
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"INFO — Added 2 annotations for image 'w36iOXmQBiOZRwqaPTd2'.\n",
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| 991 |
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| 992 |
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"INFO — Added 1 annotations for image 'pyRQo3vDp9rOMqrJjnoa'.\n",
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| 993 |
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"INFO — Added 7 annotations for image 'TPYdBNvtlbG1ixv3rNsh'.\n",
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| 994 |
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"INFO — Added 2 annotations for image 'QR4RMW2O7UxE4SuV1XLs'.\n",
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| 995 |
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| 997 |
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"INFO — Added 4 annotations for image 'Ev9jv3iR9ZmAQk4we0qF'.\n",
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| 998 |
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"INFO — Added 1 annotations for image 'mpHXFSZTWFQQLwP76mDH'.\n",
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| 999 |
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| 1000 |
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"INFO — Added 2 annotations for image 'c2pobFkdOgTkdMMIzM1s'.\n",
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| 1001 |
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"INFO — Added 1 annotations for image 'shoSoNggPuNocJKa9YUW'.\n",
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| 1002 |
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"INFO — Added 1 annotations for image 'IDDdoy32xwJ0eLaUsS0I'.\n",
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| 1003 |
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"INFO — Added 1 annotations for image 'aXbCo8TCepHWeVXvHgtB'.\n",
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| 1004 |
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"INFO — Added 2 annotations for image 'sK4qUYRHObE2mTUjyaVE'.\n",
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| 1005 |
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"INFO — Added 8 annotations for image 'WlZpSs7dq7XQIWlKCnP6'.\n",
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"INFO — Added 1 annotations for image 'jFd3iWYCYxqIV6YArlgc'.\n",
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| 1007 |
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"INFO — Added 1 annotations for image 'I486EyUA2c8eCOxIUfcY'.\n",
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| 1008 |
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"INFO — Added 3 annotations for image 'pySRu61Pl9NfLqp3N0Wn'.\n",
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"INFO — Added 3 annotations for image 'tRMeDL2tSPK8ZucAP5vw'.\n",
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"INFO — Added 1 annotations for image 'rYbMmKAAnMjUg18hpG1M'.\n",
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| 1014 |
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"INFO — Added 1 annotations for image 'fOlNqCpOGnvQmUueaJL8'.\n",
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| 1015 |
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"INFO — Added 4 annotations for image 'jI1PnigHq7aYmvgKd9iZ'.\n",
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| 1016 |
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"INFO — Added 2 annotations for image 'Cn8eULHPwUY0jG0K4K1A'.\n",
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| 1017 |
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"INFO — Added 1 annotations for image '47VZCvQ4YnwTpppOrrXY'.\n",
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"INFO — Added 1 annotations for image '2Q3lztb61EFcjUu085ON'.\n",
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| 1023 |
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"INFO — Added 1 annotations for image 'H0Qfl30xCqXOTxmNS8J8'.\n",
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| 1024 |
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"INFO — Added 1 annotations for image 'LGROaJRljkOTHWEFjqSR'.\n",
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"INFO — Added 1 annotations for image 'dJzkDF7WyKShpHsjgLQm'.\n",
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"INFO — Added 4 annotations for image 'KGk7kMtttD69pkrlezBw'.\n",
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| 1027 |
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"INFO — Added 2 annotations for image 'Q5nnmrULfTcXfGN4caeb'.\n",
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| 1028 |
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"INFO — Added 1 annotations for image 'Is5fN41RkfTBCzItdwLV'.\n",
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"INFO — Added 1 annotations for image 'cLHbvIeGyIS2L1yxCn9w'.\n",
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| 1030 |
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"INFO — Added 2 annotations for image 's0SqNfaFMUYJYLolgN2T'.\n",
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| 1031 |
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"INFO — Added 3 annotations for image '2IjJvVt4quy8oRqvQFbD'.\n",
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"INFO — Added 1 annotations for image 'sj2dBxENzLu9iCIcpeot'.\n",
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"INFO — Added 3 annotations for image 'lKRYK8VIimiR6rr2hBfY'.\n",
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| 1037 |
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"INFO — Added 1 annotations for image 'B0M3lNPM1q07THW5E3Ux'.\n",
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"INFO — Added 1 annotations for image 'aBqgsfDkAyX8RYTGhCwV'.\n",
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| 1065 |
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| 1066 |
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| 1067 |
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| 1068 |
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"INFO — Added 2 annotations for image 'T8gTfuosSn4Yx2t1i6Ke'.\n",
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| 1069 |
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"INFO — Added 2 annotations for image 'by8qbNmDwRpib5orHlG3'.\n",
|
| 1070 |
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"INFO — Added 1 annotations for image 'UZxmAuCPAS1ml5euT9iU'.\n",
|
| 1071 |
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"INFO — Added 3 annotations for image 'mSmnmDTJG1nUeL8rLnn2'.\n",
|
| 1072 |
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"INFO — Added 1 annotations for image '101jmHBGUA0m8v3qucgA'.\n",
|
| 1073 |
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"INFO — Added 1 annotations for image 'rvqFePqYbGvh3PsJLZfs'.\n",
|
| 1074 |
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"INFO — Added 1 annotations for image '5xyeGAsVg53hrn38R0e0'.\n",
|
| 1075 |
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"INFO — Added 1 annotations for image '5RRvO7vgYmZO4Eh6HGoo'.\n",
|
| 1076 |
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"INFO — Added 1 annotations for image 'mHPIQc0N2yJECkzR3KRC'.\n",
|
| 1077 |
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"INFO — Added 1 annotations for image '6kf7eYNJJSb5ItO5OkHN'.\n",
|
| 1078 |
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"INFO — Added 1 annotations for image 'sVhJoVeUPzxQsfdtYBhU'.\n",
|
| 1079 |
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"INFO — Added 1 annotations for image 'OMabCneOKjugXft6FEta'.\n",
|
| 1080 |
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"INFO — Added 3 annotations for image 'k8D47Y1nBAbq5qcT298d'.\n",
|
| 1081 |
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"INFO — Added 1 annotations for image 'EMKCuPNlaI7RzwBGmtI9'.\n",
|
| 1082 |
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"INFO — Added 1 annotations for image 'EP2w6sJGqzXTLKssUqq0'.\n",
|
| 1083 |
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"INFO — Added 4 annotations for image 'V6cFLct1KAX4mxB74KY7'.\n",
|
| 1084 |
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"INFO — Added 1 annotations for image '3CJoH2HFQdaxUMGUwerW'.\n",
|
| 1085 |
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"INFO — Added 2 annotations for image 'n0eJmYOAUpOItZ5FceI3'.\n",
|
| 1086 |
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"INFO — Added 1 annotations for image 'Rt9RiaBCvGL2nIkiAIwx'.\n",
|
| 1087 |
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"INFO — Added 2 annotations for image 'RqtMbdpGxse5OSjT6dck'.\n",
|
| 1088 |
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"INFO — Added 1 annotations for image 'zUFmKuOJwbwUdnO7OWFv'.\n",
|
| 1089 |
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"INFO — Added 1 annotations for image 'rzZKfgzVm9k14GIH2esB'.\n",
|
| 1090 |
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"INFO — Added 1 annotations for image '9z20UtC9yoR5QJEWIPsO'.\n",
|
| 1091 |
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"INFO — Added 1 annotations for image 'glvK3rFNtO8cMURG14j3'.\n",
|
| 1092 |
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"INFO — Added 1 annotations for image '09CSHiWCxd6mS7QmFH1C'.\n",
|
| 1093 |
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"INFO — Added 1 annotations for image 'AkgSPoJvT56j8sE0z5iM'.\n",
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| 1094 |
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"INFO — Added 2 annotations for image 'JqDP2YXfrH4PDlLlO905'.\n",
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| 1095 |
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"INFO — Added 1 annotations for image 'BIzg6SAa7DUzO9zi5M4p'.\n",
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| 1096 |
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"INFO — Added 1 annotations for image 'C484l7wghSd2RqffOImF'.\n",
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| 1097 |
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"INFO — Added 1 annotations for image 'lW3WyLoOP8FwXDaQ6IFu'.\n",
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| 1098 |
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"INFO — Added 3 annotations for image '5TIjsAzMJM5f6IMTVWdl'.\n",
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| 1099 |
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"INFO — Added 2 annotations for image 'chxAov8r2CDT1spF2OKo'.\n",
|
| 1100 |
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"INFO — Added 2 annotations for image 'AJe7TNBa6kGQSKsvFcvW'.\n",
|
| 1101 |
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"INFO — Added 1 annotations for image 'ywQ09LFmWR2BpjSbPJnm'.\n",
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| 1102 |
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"INFO — Added 1 annotations for image 'tv0L34oGk9cIaNdU9L2p'.\n",
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| 1103 |
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"INFO — Added 1 annotations for image '7QWdI7edlG97UdsDDC6z'.\n",
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| 1104 |
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"INFO — Added 1 annotations for image '0rfWO2ojxudF59o8qYo3'.\n",
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| 1105 |
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"INFO — Added 4 annotations for image '233JTbh5mbbfKUFtLzae'.\n",
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| 1106 |
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"INFO — Added 3 annotations for image 'orB0t9Nn9q0SQsvBOSPW'.\n",
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| 1107 |
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"INFO — Added 1 annotations for image '7eMlsgSatpmlCMBLN2iO'.\n",
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| 1108 |
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"INFO — Added 1 annotations for image 'BdbhL74HN0tRaceNP2hE'.\n",
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| 1109 |
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"INFO — Added 1 annotations for image 'qyTj5DThqYVO5sru5tD6'.\n",
|
| 1110 |
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"INFO — Added 1 annotations for image '1kEJFDNfrVcPSQ4Cgiga'.\n",
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| 1111 |
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"INFO — Added 2 annotations for image '62FlJgsDqpcwFJv8FCZ9'.\n",
|
| 1112 |
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"INFO — Added 2 annotations for image 'S6sAjSgiAf0CfD08e3x3'.\n",
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| 1113 |
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"INFO — Added 6 annotations for image 'Bi2osIwv1aTrgFPT3sHx'.\n",
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| 1114 |
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"INFO — Added 1 annotations for image 'dXXp624YnjskUiPTD7bs'.\n",
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| 1115 |
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"INFO — Added 5 annotations for image 'a0c9VRXemKOZ07zgADyU'.\n",
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| 1116 |
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"INFO — Added 1 annotations for image 'DFBjzLeAkBuBIXek9N1N'.\n",
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| 1117 |
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"INFO — Added 5 annotations for image 'MHWxquBzruB38qtlJaik'.\n",
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| 1118 |
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"INFO — Added 1 annotations for image 'eKWyh9ZnRzEHIaj89bh3'.\n",
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| 1119 |
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"INFO — Added 1 annotations for image 'PAxlElsod4UMb4RkgHYS'.\n",
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| 1120 |
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"INFO — Added 1 annotations for image 'WEqWO1ZzPpmfP8is6jlu'.\n",
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| 1121 |
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"INFO — Added 1 annotations for image 'rytP2a9T3uGtLgpV3h1a'.\n",
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| 1122 |
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"INFO — Added 1 annotations for image 'Cmf555N8gYao6HFWK4ed'.\n",
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| 1123 |
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"INFO — Added 1 annotations for image 'MhODmwlGkEqxcpZdGk49'.\n",
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| 1124 |
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"INFO — Added 1 annotations for image 'JeHIWvz80iavaQiA9H59'.\n",
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| 1125 |
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"INFO — Added 1 annotations for image 'N6DuRZVwmANVH2nw5ANw'.\n",
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| 1126 |
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"INFO — Added 1 annotations for image 'tDYEgHjiNsqams1bZ483'.\n",
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| 1127 |
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"INFO — Added 1 annotations for image 'xCI4sKpnPFNW7PYH0tRd'.\n",
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| 1128 |
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"INFO — Added 1 annotations for image 'mXeflKuEyg78PBdoDSGK'.\n",
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| 1129 |
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"INFO — Added 1 annotations for image 'm248aNffvoChbNR51mP7'.\n",
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| 1130 |
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"INFO — Added 1 annotations for image 'iDKSIxMUQ6QWwXjDnDRF'.\n",
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| 1131 |
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"INFO — Added 1 annotations for image 'PJPadQnZUbUULN6S5tyP'.\n",
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| 1132 |
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"INFO — Added 1 annotations for image 'CvkLGeD2u6eM51twNKqe'.\n",
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| 1133 |
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"INFO — Added 2 annotations for image 'KnehlSCWomlvE36e5pul'.\n",
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| 1134 |
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"INFO — Added 1 annotations for image 'ZU8JiUdWtZr2w65DxrpH'.\n",
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| 1135 |
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"INFO — Added 1 annotations for image 'n4gljrdSqTV3rLqw0dxU'.\n",
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| 1136 |
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"INFO — Added 1 annotations for image 'J03Gc3oPvKR6h8MmDWz7'.\n",
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| 1137 |
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"INFO — Added 1 annotations for image 'ErgVQsmrO97PR2Wx4mE5'.\n",
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| 1138 |
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"INFO — Added 1 annotations for image 'XSnLpbolak21hZ5zzSLU'.\n",
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| 1139 |
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"INFO — Added 2 annotations for image 'HOlyWCWbrSfjV42HMVGo'.\n",
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| 1140 |
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"INFO — Added 1 annotations for image 'hNa87UNf2nfnhQXcZT1g'.\n",
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| 1141 |
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| 1142 |
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| 1143 |
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| 1144 |
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"INFO — Added 3 annotations for image 'E91TVtcW29vlB7aaDMeq'.\n",
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| 1145 |
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"INFO — Added 2 annotations for image 'kQVisGkxucTQ4sKJ7KHb'.\n",
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| 1146 |
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"INFO — Added 1 annotations for image 'kr9JXya7qlKrTdDMeCnT'.\n",
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| 1147 |
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"INFO — Added 2 annotations for image '0FjBCnEZLzi0Y2SUNrvq'.\n",
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| 1148 |
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"INFO — Added 1 annotations for image '9QPkDFht6fZVR3heuTqC'.\n",
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| 1149 |
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"INFO — Added 1 annotations for image '3KFrubkJZ1KAMHW7F8F6'.\n",
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| 1150 |
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"INFO — Added 2 annotations for image '0LsvsFfg90D32YIrdTte'.\n",
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| 1151 |
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"INFO — Added 3 annotations for image 'GBxbIT9ZmXLszr5g3uds'.\n",
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| 1152 |
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| 1153 |
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| 1154 |
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| 1155 |
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"INFO — Added 1 annotations for image 'Cu7heoh5dY9nZ19qaTjr'.\n",
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| 1156 |
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"INFO — Added 2 annotations for image 'hBOGffta2GkYaLbKxjm2'.\n",
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| 1157 |
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| 1158 |
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| 1159 |
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"INFO — Added 1 annotations for image '47oVy1ni1njjJDCw8QR5'.\n",
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| 1160 |
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"INFO — Added 1 annotations for image 'eqo4gbVYNiAkSEMYqgUr'.\n",
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| 1161 |
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"INFO — Added 2 annotations for image 'xSNt3i79XuZSsd7lKsjr'.\n",
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| 1162 |
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"INFO — Added 1 annotations for image 'krRuuBNMeW3w3VCwP6gH'.\n",
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| 1163 |
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"INFO — Added 4 annotations for image 'zuIPPy1RitsYI52D7Aqs'.\n",
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| 1164 |
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| 1165 |
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"INFO — Added 1 annotations for image 'UPvSOvXyhK3YtYAQg2Bx'.\n",
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| 1166 |
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"INFO — Added 1 annotations for image 'SH6qehnDxkMYQSNcFMVQ'.\n",
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| 1167 |
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"INFO — Added 2 annotations for image 'K7JswF4O3YXJKQzKleRG'.\n",
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| 1168 |
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"INFO — Added 1 annotations for image 'Lj0aHV5tfiJCmrql364t'.\n",
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| 1169 |
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| 1170 |
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| 1171 |
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"INFO — Added 4 annotations for image 't1uGDVuRgAVRE5U3yLx5'.\n",
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| 1172 |
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"INFO — Added 1 annotations for image '7rPOZahsqPYBvC8peRRt'.\n",
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| 1173 |
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"INFO — Added 1 annotations for image 'D41Y00UCxMYppsouf7Rv'.\n",
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| 1174 |
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| 1175 |
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"INFO — Added 1 annotations for image 'y5HJllC20ZT51u2pm7Rf'.\n",
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| 1176 |
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| 1177 |
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"INFO — Added 2 annotations for image '2kOY8iKyUQBV1Pbeagj6'.\n",
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| 1178 |
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| 1179 |
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"INFO — Added 1 annotations for image 'rJeIXFZBbE22SnrDX44D'.\n",
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| 1180 |
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"INFO — Added 1 annotations for image '3Y2QUZBxl5HodkRp2Npi'.\n",
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| 1181 |
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"INFO — Added 2 annotations for image 'XAsuc2b64cxYr7unoavp'.\n",
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| 1182 |
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| 1183 |
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| 1184 |
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| 1185 |
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| 1186 |
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| 1187 |
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| 1188 |
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| 1189 |
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| 1190 |
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| 1191 |
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| 1192 |
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| 1193 |
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"INFO — Added 3 annotations for image 'CgFMGyan0K9gQoXiVAla'.\n",
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| 1194 |
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| 1195 |
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| 1196 |
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| 1197 |
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| 1198 |
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| 1199 |
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"INFO — Added 2 annotations for image 'pODzXPhIlMark3xtRDQH'.\n",
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| 1200 |
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| 1201 |
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"INFO — Added 1 annotations for image 'bvF5E94SHSS0KjRGypVH'.\n",
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| 1203 |
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| 1205 |
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| 1206 |
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| 1207 |
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| 1209 |
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| 1210 |
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| 1211 |
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| 1212 |
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"INFO — Added 3 annotations for image 'oo25Pm1DRLBj6PZZIYlE'.\n",
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"INFO — Added 1 annotations for image 'Ypjc4AcRHqLEqA1sYyGH'.\n",
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"INFO — Added 1 annotations for image 'Qg6tizb0cI4CayB0sfha'.\n",
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| 1220 |
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"INFO — Added 3 annotations for image 'I9GkIPVgFmB0uNxmMbu5'.\n",
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| 1221 |
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| 1228 |
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| 1229 |
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| 1250 |
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| 1253 |
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| 1256 |
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| 1264 |
+
"INFO — Added 1 annotations for image 'CZeHjVV4k4HpPA7iJti0'.\n",
|
| 1265 |
+
"INFO — Added 1 annotations for image 'kYNNPDU4dh8pRGuUz6bw'.\n",
|
| 1266 |
+
"INFO — Added 1 annotations for image 'zS43if6noIQHrSGLhIO1'.\n",
|
| 1267 |
+
"INFO — Added 1 annotations for image 'u5PPUJ7DBFTLRHRK7SpS'.\n",
|
| 1268 |
+
"INFO — Added 1 annotations for image '3PGqyPS28UCmDXjwaRqY'.\n",
|
| 1269 |
+
"INFO — Added 1 annotations for image 'ibaC2AaTAxqRmx7peJDc'.\n",
|
| 1270 |
+
"INFO — Added 1 annotations for image 'fA4YTG0SiqC5kvzHJ9gy'.\n",
|
| 1271 |
+
"INFO — Added 2 annotations for image 'frKjrSObcZcDK3y61uss'.\n",
|
| 1272 |
+
"INFO — Added 3 annotations for image 'OL2UXihRVNJitnWuNHay'.\n",
|
| 1273 |
+
"INFO — Added 2 annotations for image 'dH3lNyrTGFBN5bPZcqq5'.\n",
|
| 1274 |
+
"INFO — Added 1 annotations for image 'RjJoRF0LsyaRW8W6SIPk'.\n",
|
| 1275 |
+
"INFO — Added 2 annotations for image 'NIs90a65LFJNUJUo8twt'.\n",
|
| 1276 |
+
"INFO — Added 1 annotations for image '4N1jFQa4PAMBDWUCm1Bk'.\n",
|
| 1277 |
+
"INFO — Added 1 annotations for image 'wRZpO4RQr80Vs6SprfEm'.\n",
|
| 1278 |
+
"INFO — Added 1 annotations for image 'oqQOpr4MS7xQBccTF1q6'.\n",
|
| 1279 |
+
"INFO — Added 1 annotations for image 'e0nkVxehHa8TMi93qgYH'.\n",
|
| 1280 |
+
"INFO — Added 1 annotations for image 'jkSj4NXJDhUnPcgCbeQQ'.\n",
|
| 1281 |
+
"INFO — Added 2 annotations for image 'LEiVN0brhXUP1cKK2smp'.\n",
|
| 1282 |
+
"INFO — Added 1 annotations for image 'c9jpc0oO3te93nDSEnly'.\n",
|
| 1283 |
+
"INFO — Added 1 annotations for image '6mcH6zcEKU4naALXPMeZ'.\n",
|
| 1284 |
+
"INFO — Added 1 annotations for image '4NlyJkK3X2TcG3uNxOdD'.\n",
|
| 1285 |
+
"INFO — Added 2 annotations for image 'NuhhrXX5AHFgYCCIAk7S'.\n",
|
| 1286 |
+
"INFO — Added 1 annotations for image 'xfrTqERJHVAZi1Dtbj8h'.\n",
|
| 1287 |
+
"INFO — Added 2 annotations for image 'ZzCs8535SnN0iuYkEN4f'.\n",
|
| 1288 |
+
"INFO — Added 1 annotations for image 'hrvGF4OCX9pgQskI1Z1p'.\n",
|
| 1289 |
+
"INFO — Added 1 annotations for image 'ZgaiUtldgSpRB9oaSYEJ'.\n",
|
| 1290 |
+
"INFO — Added 1 annotations for image '2aAlRS5MbM90Ydh52e4S'.\n",
|
| 1291 |
+
"INFO — Added 1 annotations for image 'bclXNFKgqk7xMFb6v611'.\n",
|
| 1292 |
+
"INFO — Added 1 annotations for image 'RnoNVY3NbGf5nTYrKLvT'.\n",
|
| 1293 |
+
"INFO — Added 1 annotations for image 'VwCIxOJrKaqiXdWQDEL9'.\n",
|
| 1294 |
+
"INFO — Added 2 annotations for image 'ynkHmpQlor2cXmpJcwNo'.\n",
|
| 1295 |
+
"INFO — Added 1 annotations for image 'P0UQ9RhEQFclhg2TcjS2'.\n",
|
| 1296 |
+
"INFO — Added 1 annotations for image 'eBLlMSHHSdfCyJ5vFTaX'.\n",
|
| 1297 |
+
"INFO — Added 1 annotations for image '9ZrGdSUdxpJ0YUUdwigi'.\n",
|
| 1298 |
+
"INFO — Added 1 annotations for image 'pVAxoZIKVXfFcG8XI0lh'.\n",
|
| 1299 |
+
"INFO — Added 2 annotations for image 'sMCRwSrvQUkZCpuidpap'.\n",
|
| 1300 |
+
"INFO — Added 1 annotations for image 'JYK3BHjz5p4LDqJQEimz'.\n",
|
| 1301 |
+
"INFO — Added 1 annotations for image 'PDkyBSJmqUKhmkWtg9Hb'.\n",
|
| 1302 |
+
"INFO — Added 1 annotations for image 'N1GDMvgwmx5yE2XvcntV'.\n",
|
| 1303 |
+
"INFO — Added 1 annotations for image '4p2XmBEJjMYP30Oy77bi'.\n",
|
| 1304 |
+
"INFO — Added 2 annotations for image '3JXXyn4UIY3PjBxuXWLd'.\n",
|
| 1305 |
+
"INFO — Added 1 annotations for image 'FFG6VjQfsntjtwDmsgeH'.\n",
|
| 1306 |
+
"INFO — Added 1 annotations for image '2qnLGDNdq43E7lmz97Ze'.\n",
|
| 1307 |
+
"INFO — Added 1 annotations for image 'jytwM9EljjotF80Y574G'.\n",
|
| 1308 |
+
"INFO — Added 1 annotations for image '7E7Vz57XcUDOHcwZSWxv'.\n",
|
| 1309 |
+
"INFO — Added 1 annotations for image 'jYW9ezeCEaoeD1mLlLYX'.\n",
|
| 1310 |
+
"INFO — Added 4 annotations for image 'AgOLsUG6TvxOHbOQhSvz'.\n",
|
| 1311 |
+
"INFO — Added 2 annotations for image '57fhxvaNyqoHGnvwr8B6'.\n",
|
| 1312 |
+
"INFO — Added 2 annotations for image 'xeIBUMM331IchxL4tGUl'.\n",
|
| 1313 |
+
"INFO — Added 1 annotations for image '4YRi5ps8eIBxblYp7EaA'.\n",
|
| 1314 |
+
"INFO — Added 1 annotations for image 'jjbKxdc82XdC3ZOJHoJz'.\n",
|
| 1315 |
+
"INFO — Added 2 annotations for image 'H2DHcHQJRbFjEk3jFTCs'.\n",
|
| 1316 |
+
"INFO — Added 1 annotations for image 'aQjVqtWjTHbux4neyCpw'.\n",
|
| 1317 |
+
"INFO — Added 2 annotations for image 'EsFTWuEK92dWQ7ow7DXU'.\n",
|
| 1318 |
+
"INFO — Added 1 annotations for image 'wJkhTHTG1SRcqMXhDt83'.\n",
|
| 1319 |
+
"INFO — Added 2 annotations for image 'CsT8legafEHTl1tYGifV'.\n",
|
| 1320 |
+
"INFO — Added 5 annotations for image 'UJigsWBn37opK8C1X9Uy'.\n",
|
| 1321 |
+
"INFO — Added 1 annotations for image 'qQl4ljlw595jOS1PhA97'.\n",
|
| 1322 |
+
"INFO — Added 1 annotations for image 'LUw6DIRfIWmIenXMzExw'.\n",
|
| 1323 |
+
"INFO — Added 1 annotations for image 'Ie5eaiklaDqpMNaUKdU6'.\n",
|
| 1324 |
+
"INFO — Added 1 annotations for image 'cS2HiwlwLdxsiOrRoBk5'.\n",
|
| 1325 |
+
"INFO — Added 1 annotations for image 'DulRQRgj1BrKWOuMsy6b'.\n",
|
| 1326 |
+
"INFO — Added 1 annotations for image 'oHddyw9fzrA63TWpHdyN'.\n",
|
| 1327 |
+
"INFO — Added 4 annotations for image 'pAYOzcU9sPHj3xxFnG1V'.\n",
|
| 1328 |
+
"INFO — Added 1 annotations for image 'HzBiGLpvEANa3e9DblGS'.\n",
|
| 1329 |
+
"INFO — Added 4 annotations for image 'QKuQCqxfedQ3ZmJOnKWO'.\n",
|
| 1330 |
+
"INFO — Added 2 annotations for image '9IBXiaRExCKjdlOPJaZ2'.\n",
|
| 1331 |
+
"INFO — Added 2 annotations for image '8UX8JIvWCyEDCGXfj0Ok'.\n",
|
| 1332 |
+
"INFO — Added 1 annotations for image '5shytbFolDWNNihWrhmE'.\n",
|
| 1333 |
+
"INFO — Added 1 annotations for image 'ovlHhZC0zUJBvg6k4U8a'.\n",
|
| 1334 |
+
"INFO — Added 1 annotations for image '5OknFQbZBcxiqnqz6AeK'.\n",
|
| 1335 |
+
"INFO — Added 1 annotations for image 'XLN3vA8rSftNsBroPhOn'.\n",
|
| 1336 |
+
"INFO — Added 1 annotations for image 'DMeOkax68IFzIxRArJnz'.\n",
|
| 1337 |
+
"INFO — Added 1 annotations for image 'O51NZb1oPKzItaHtCEkn'.\n",
|
| 1338 |
+
"INFO — Added 2 annotations for image 's7BcCWXw1B4OnZP29mNT'.\n",
|
| 1339 |
+
"INFO — Added 1 annotations for image 'ypbR7janL8P35NlUFOFC'.\n",
|
| 1340 |
+
"INFO — Added 1 annotations for image 'SB3V9WqEbQ7cxXaoDjcM'.\n",
|
| 1341 |
+
"INFO — Added 1 annotations for image '4AfcRknDnC4OnQrQSOXO'.\n"
|
| 1342 |
+
]
|
| 1343 |
+
},
|
| 1344 |
+
{
|
| 1345 |
+
"name": "stdout",
|
| 1346 |
+
"output_type": "stream",
|
| 1347 |
+
"text": [
|
| 1348 |
+
"Tüm veriler yazıldı.\n"
|
| 1349 |
+
]
|
| 1350 |
+
}
|
| 1351 |
+
],
|
| 1352 |
+
"source": [
|
| 1353 |
+
"builder.add_workspace(workspace)\n",
|
| 1354 |
+
"\n",
|
| 1355 |
+
"for patient in patients:\n",
|
| 1356 |
+
" builder.add_patient(patient)\n",
|
| 1357 |
+
"\n",
|
| 1358 |
+
"for img, img_path in zip(images, image_paths):\n",
|
| 1359 |
+
" builder.add_image_from_local(\n",
|
| 1360 |
+
" image=img,\n",
|
| 1361 |
+
" local_path=img_path,\n",
|
| 1362 |
+
" origin_strategy=\"reference\",\n",
|
| 1363 |
+
" )\n",
|
| 1364 |
+
"\n",
|
| 1365 |
+
"annotations_by_image = defaultdict(list)\n",
|
| 1366 |
+
"for ann in annotations:\n",
|
| 1367 |
+
" annotations_by_image[ann.parent.id].append(ann)\n",
|
| 1368 |
+
"\n",
|
| 1369 |
+
"image_map = {img.id: img for img in images}\n",
|
| 1370 |
+
"for image_id, image_anns in annotations_by_image.items():\n",
|
| 1371 |
+
" builder.add_annotations(image_map[image_id], image_anns)\n",
|
| 1372 |
+
"\n",
|
| 1373 |
+
"print(\"Tüm veriler yazıldı.\")"
|
| 1374 |
+
]
|
| 1375 |
+
},
|
| 1376 |
+
{
|
| 1377 |
+
"cell_type": "code",
|
| 1378 |
+
"execution_count": null,
|
| 1379 |
+
"id": "9cd290f7",
|
| 1380 |
+
"metadata": {},
|
| 1381 |
+
"outputs": [],
|
| 1382 |
+
"source": []
|
| 1383 |
+
}
|
| 1384 |
+
],
|
| 1385 |
+
"metadata": {
|
| 1386 |
+
"kernelspec": {
|
| 1387 |
+
"display_name": "Python Common",
|
| 1388 |
+
"language": "python",
|
| 1389 |
+
"name": "common"
|
| 1390 |
+
},
|
| 1391 |
+
"language_info": {
|
| 1392 |
+
"codemirror_mode": {
|
| 1393 |
+
"name": "ipython",
|
| 1394 |
+
"version": 3
|
| 1395 |
+
},
|
| 1396 |
+
"file_extension": ".py",
|
| 1397 |
+
"mimetype": "text/x-python",
|
| 1398 |
+
"name": "python",
|
| 1399 |
+
"nbconvert_exporter": "python",
|
| 1400 |
+
"pygments_lexer": "ipython3",
|
| 1401 |
+
"version": "3.14.3"
|
| 1402 |
+
}
|
| 1403 |
+
},
|
| 1404 |
+
"nbformat": 4,
|
| 1405 |
+
"nbformat_minor": 5
|
| 1406 |
+
}
|
extract_polygons.py
ADDED
|
@@ -0,0 +1,155 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Gleason_CNN masklerinden polygon CSV'si üretir → polygons.csv
|
| 3 |
+
|
| 4 |
+
Maske değer sözlüğü (palette PNG, tam sayı indeks):
|
| 5 |
+
0 = Benign
|
| 6 |
+
1 = Gleason_3 → G3
|
| 7 |
+
2 = Gleason_4 → G4
|
| 8 |
+
3 = Gleason_5 → G5
|
| 9 |
+
4 = unlabelled → atlanır
|
| 10 |
+
|
| 11 |
+
Üç kaynak klasör ve karşılık gelen creator:
|
| 12 |
+
Gleason_masks_train → "train"
|
| 13 |
+
Gleason_masks_test_pathologist1 → "test_pathologist1"
|
| 14 |
+
Gleason_masks_test_pathologist2 → "test_pathologist2"
|
| 15 |
+
|
| 16 |
+
Her polygon seyreltilir (approxPolyDP, epsilon_start=2.0, max_points=50).
|
| 17 |
+
"""
|
| 18 |
+
|
| 19 |
+
import csv
|
| 20 |
+
import json
|
| 21 |
+
import os
|
| 22 |
+
import re
|
| 23 |
+
from pathlib import Path
|
| 24 |
+
|
| 25 |
+
import cv2
|
| 26 |
+
import numpy as np
|
| 27 |
+
from PIL import Image
|
| 28 |
+
|
| 29 |
+
# ---------------------------------------------------------------------------
|
| 30 |
+
# Konfigürasyon
|
| 31 |
+
# ---------------------------------------------------------------------------
|
| 32 |
+
|
| 33 |
+
ORIGIN_DIR = Path("origin")
|
| 34 |
+
OUT_CSV = Path("polygons.csv")
|
| 35 |
+
|
| 36 |
+
LABEL_MAP = {0: "Benign", 1: "G3", 2: "G4", 3: "G5"} # 4 = unlabelled, atlanır
|
| 37 |
+
|
| 38 |
+
MIN_AREA = 150 # piksel cinsinden minimum alan (küçük artefaktları at)
|
| 39 |
+
EPSILON_START = 2.0 # approxPolyDP başlangıç epsilonu
|
| 40 |
+
MAX_POINTS = 50 # polygon başına maksimum köşe noktası
|
| 41 |
+
|
| 42 |
+
SOURCES = [
|
| 43 |
+
("Gleason_masks_train", "train", re.compile(r"^mask_(.+)\.png$")),
|
| 44 |
+
("Gleason_masks_test_pathologist1", "test_pathologist1", re.compile(r"^mask1_(.+)\.png$")),
|
| 45 |
+
("Gleason_masks_test_pathologist2", "test_pathologist2", re.compile(r"^mask2_(.+)\.png$")),
|
| 46 |
+
]
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
# ---------------------------------------------------------------------------
|
| 50 |
+
# Yardımcı fonksiyonlar
|
| 51 |
+
# ---------------------------------------------------------------------------
|
| 52 |
+
|
| 53 |
+
def simplify_contour(contour) -> list[list[int]] | None:
|
| 54 |
+
"""Kontur → basitleştirilmiş kapalı polygon noktaları [[x, y], ...]."""
|
| 55 |
+
approx = cv2.approxPolyDP(contour, EPSILON_START, closed=True)
|
| 56 |
+
eps = EPSILON_START
|
| 57 |
+
while len(approx) > MAX_POINTS and eps <= 20.0:
|
| 58 |
+
eps *= 1.5
|
| 59 |
+
approx = cv2.approxPolyDP(approx.astype(np.float32), eps, closed=True)
|
| 60 |
+
if len(approx) < 3:
|
| 61 |
+
return None
|
| 62 |
+
pts = [[int(p[0][0]), int(p[0][1])] for p in approx]
|
| 63 |
+
pts.append(pts[0]) # kapanış noktası
|
| 64 |
+
return pts
|
| 65 |
+
|
| 66 |
+
|
| 67 |
+
def remove_small_components(binary: np.ndarray) -> np.ndarray:
|
| 68 |
+
n, labels, stats, _ = cv2.connectedComponentsWithStats(binary, connectivity=8)
|
| 69 |
+
clean = np.zeros_like(binary)
|
| 70 |
+
for lid in range(1, n):
|
| 71 |
+
if stats[lid, cv2.CC_STAT_AREA] >= MIN_AREA:
|
| 72 |
+
clean[labels == lid] = 1
|
| 73 |
+
return clean
|
| 74 |
+
|
| 75 |
+
|
| 76 |
+
def process_mask(mask_path: Path, creator: str, image_name: str) -> list[dict]:
|
| 77 |
+
"""Maskten polygon satırlarını üretir."""
|
| 78 |
+
try:
|
| 79 |
+
arr = np.array(Image.open(mask_path))
|
| 80 |
+
except Exception as e:
|
| 81 |
+
print(f" UYARI okuma hatası ({mask_path.name}): {e}")
|
| 82 |
+
return []
|
| 83 |
+
|
| 84 |
+
rows = []
|
| 85 |
+
for class_idx, label in LABEL_MAP.items():
|
| 86 |
+
binary = (arr == class_idx).astype(np.uint8)
|
| 87 |
+
if binary.sum() == 0:
|
| 88 |
+
continue
|
| 89 |
+
|
| 90 |
+
binary = remove_small_components(binary)
|
| 91 |
+
if binary.sum() == 0:
|
| 92 |
+
continue
|
| 93 |
+
|
| 94 |
+
contours, _ = cv2.findContours(binary, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)
|
| 95 |
+
for cnt in contours:
|
| 96 |
+
if cv2.contourArea(cnt) < MIN_AREA:
|
| 97 |
+
continue
|
| 98 |
+
pts = simplify_contour(cnt)
|
| 99 |
+
if pts is None:
|
| 100 |
+
continue
|
| 101 |
+
rows.append({
|
| 102 |
+
"image_name": image_name,
|
| 103 |
+
"label": label,
|
| 104 |
+
"polygon": json.dumps(pts),
|
| 105 |
+
"creator": creator,
|
| 106 |
+
})
|
| 107 |
+
return rows
|
| 108 |
+
|
| 109 |
+
|
| 110 |
+
# ---------------------------------------------------------------------------
|
| 111 |
+
# Ana akış
|
| 112 |
+
# ---------------------------------------------------------------------------
|
| 113 |
+
|
| 114 |
+
def main():
|
| 115 |
+
all_rows: list[dict] = []
|
| 116 |
+
|
| 117 |
+
for folder_name, creator, name_re in SOURCES:
|
| 118 |
+
folder = ORIGIN_DIR / folder_name
|
| 119 |
+
if not folder.exists():
|
| 120 |
+
print(f"UYARI: klasör bulunamadı → {folder}")
|
| 121 |
+
continue
|
| 122 |
+
|
| 123 |
+
mask_files = sorted(
|
| 124 |
+
p for p in folder.glob("*.png")
|
| 125 |
+
if not p.name.startswith("._")
|
| 126 |
+
)
|
| 127 |
+
print(f"\n{folder_name} ({len(mask_files)} maske) creator='{creator}'")
|
| 128 |
+
|
| 129 |
+
skipped = 0
|
| 130 |
+
for mf in mask_files:
|
| 131 |
+
m = name_re.match(mf.name)
|
| 132 |
+
if not m:
|
| 133 |
+
skipped += 1
|
| 134 |
+
continue
|
| 135 |
+
image_name = m.group(1)
|
| 136 |
+
rows = process_mask(mf, creator, image_name)
|
| 137 |
+
all_rows.extend(rows)
|
| 138 |
+
|
| 139 |
+
if skipped:
|
| 140 |
+
print(f" {skipped} dosya isim kalıbına uymadı, atlandı.")
|
| 141 |
+
|
| 142 |
+
print(f"\nToplam {len(all_rows)} polygon satırı → {OUT_CSV}")
|
| 143 |
+
with open(OUT_CSV, "w", newline="") as f:
|
| 144 |
+
writer = csv.DictWriter(
|
| 145 |
+
f, fieldnames=["image_name", "label", "polygon", "creator"]
|
| 146 |
+
)
|
| 147 |
+
writer.writeheader()
|
| 148 |
+
writer.writerows(all_rows)
|
| 149 |
+
|
| 150 |
+
print("Tamamlandı.")
|
| 151 |
+
|
| 152 |
+
|
| 153 |
+
if __name__ == "__main__":
|
| 154 |
+
os.chdir(Path(__file__).parent)
|
| 155 |
+
main()
|
unzip-files.py
ADDED
|
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import zipfile
|
| 2 |
+
import tarfile
|
| 3 |
+
import io
|
| 4 |
+
import os
|
| 5 |
+
from pathlib import Path
|
| 6 |
+
|
| 7 |
+
ZIP_PATH = Path("dataverse_files.zip")
|
| 8 |
+
OUTPUT_DIR = Path("origin")
|
| 9 |
+
|
| 10 |
+
OUTPUT_DIR.mkdir(exist_ok=True)
|
| 11 |
+
|
| 12 |
+
with zipfile.ZipFile(ZIP_PATH) as zf:
|
| 13 |
+
entries = zf.namelist()
|
| 14 |
+
tgz_files = [e for e in entries if e.endswith(".tar.gz")]
|
| 15 |
+
|
| 16 |
+
print(f"Found {len(tgz_files)} tar.gz archives in {ZIP_PATH.name}")
|
| 17 |
+
|
| 18 |
+
for tgz_name in tgz_files:
|
| 19 |
+
print(f"\nExtracting {tgz_name} ...")
|
| 20 |
+
with zf.open(tgz_name) as raw:
|
| 21 |
+
with tarfile.open(fileobj=io.BufferedReader(raw), mode="r:gz") as tf:
|
| 22 |
+
members = tf.getmembers()
|
| 23 |
+
for member in members:
|
| 24 |
+
dest = OUTPUT_DIR / member.name
|
| 25 |
+
if member.isdir():
|
| 26 |
+
dest.mkdir(parents=True, exist_ok=True)
|
| 27 |
+
elif member.isfile():
|
| 28 |
+
dest.parent.mkdir(parents=True, exist_ok=True)
|
| 29 |
+
with tf.extractfile(member) as src, open(dest, "wb") as out:
|
| 30 |
+
out.write(src.read())
|
| 31 |
+
print(f" -> {len([m for m in members if m.isfile()])} files extracted to origin/{Path(tgz_name).stem.replace('.tar', '')}/")
|
| 32 |
+
|
| 33 |
+
print("\nDone. All archives extracted to:", OUTPUT_DIR.resolve())
|
validate_polygons.py
ADDED
|
@@ -0,0 +1,212 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Gleason_CNN polygon CSV'sini doğrular ve görsel karşılaştırma üretir.
|
| 3 |
+
|
| 4 |
+
Kullanım:
|
| 5 |
+
python validate_polygons.py # 3 rastgele patch
|
| 6 |
+
python validate_polygons.py --n 5 --seed 7
|
| 7 |
+
python validate_polygons.py --creator test_pathologist1 --n 2
|
| 8 |
+
|
| 9 |
+
Çıktılar:
|
| 10 |
+
- Konsol: istatistikler (label dağılımı, creator dağılımı, nokta sayıları)
|
| 11 |
+
- PNG: validate_<image_name>.png (maske + orijinal + polygon overlay)
|
| 12 |
+
"""
|
| 13 |
+
|
| 14 |
+
import argparse
|
| 15 |
+
import json
|
| 16 |
+
import random
|
| 17 |
+
import sys
|
| 18 |
+
from pathlib import Path
|
| 19 |
+
|
| 20 |
+
import cv2
|
| 21 |
+
import matplotlib.patches as mpatches
|
| 22 |
+
import matplotlib.pyplot as plt
|
| 23 |
+
import numpy as np
|
| 24 |
+
import pandas as pd
|
| 25 |
+
from matplotlib.patches import Polygon as MplPolygon
|
| 26 |
+
from PIL import Image
|
| 27 |
+
|
| 28 |
+
ORIGIN_DIR = Path("origin")
|
| 29 |
+
CSV_PATH = Path("polygons.csv")
|
| 30 |
+
|
| 31 |
+
# Palette PNG'deki sınıf renklerini taklit et (görselleştirme için)
|
| 32 |
+
CLASS_COLORS = {
|
| 33 |
+
"Benign": "#00cc44",
|
| 34 |
+
"G3": "#4488ff",
|
| 35 |
+
"G4": "#ffdd00",
|
| 36 |
+
"G5": "#ff2222",
|
| 37 |
+
}
|
| 38 |
+
|
| 39 |
+
# Her kaynak için maske klasörü ve isim öneki
|
| 40 |
+
SOURCE_INFO = {
|
| 41 |
+
"train": ("Gleason_masks_train", "mask_"),
|
| 42 |
+
"test_pathologist1": ("Gleason_masks_test_pathologist1", "mask1_"),
|
| 43 |
+
"test_pathologist2": ("Gleason_masks_test_pathologist2", "mask2_"),
|
| 44 |
+
}
|
| 45 |
+
|
| 46 |
+
# Maske palette indeks → label
|
| 47 |
+
MASK_LABEL = {0: "Benign", 1: "G3", 2: "G4", 3: "G5"}
|
| 48 |
+
|
| 49 |
+
# ZT klasörü bulma: image_name'in ilk üç alt kısmı TMA kimliği
|
| 50 |
+
def find_image_path(image_name: str) -> Path | None:
|
| 51 |
+
parts = image_name.split("_")
|
| 52 |
+
for n in range(len(parts), 0, -1):
|
| 53 |
+
tma_id = "_".join(parts[:n])
|
| 54 |
+
candidate = ORIGIN_DIR / tma_id / f"{image_name}.jpg"
|
| 55 |
+
if candidate.exists():
|
| 56 |
+
return candidate
|
| 57 |
+
return None
|
| 58 |
+
|
| 59 |
+
|
| 60 |
+
def find_mask_path(image_name: str, creator: str) -> Path | None:
|
| 61 |
+
folder_name, prefix = SOURCE_INFO[creator]
|
| 62 |
+
candidate = ORIGIN_DIR / folder_name / f"{prefix}{image_name}.png"
|
| 63 |
+
return candidate if candidate.exists() else None
|
| 64 |
+
|
| 65 |
+
|
| 66 |
+
# ---------------------------------------------------------------------------
|
| 67 |
+
# İstatistikler
|
| 68 |
+
# ---------------------------------------------------------------------------
|
| 69 |
+
|
| 70 |
+
def print_stats(df: pd.DataFrame):
|
| 71 |
+
print(f"\n{'='*60}")
|
| 72 |
+
print(f"Toplam polygon satırı : {len(df):,}")
|
| 73 |
+
print(f"\nLabel dağılımı:")
|
| 74 |
+
for label, cnt in df["label"].value_counts().items():
|
| 75 |
+
print(f" {label:8s}: {cnt:6,}")
|
| 76 |
+
print(f"\nCreator dağılımı:")
|
| 77 |
+
for creator, cnt in df["creator"].value_counts().items():
|
| 78 |
+
print(f" {creator:25s}: {cnt:6,}")
|
| 79 |
+
lengths = df["polygon"].apply(lambda s: len(json.loads(s)) - 1)
|
| 80 |
+
print(f"\nPolygon nokta sayısı (kapanış hariç):")
|
| 81 |
+
print(f" min={lengths.min()} max={lengths.max()} "
|
| 82 |
+
f"medyan={lengths.median():.0f} ort={lengths.mean():.1f}")
|
| 83 |
+
print(f"{'='*60}\n")
|
| 84 |
+
|
| 85 |
+
|
| 86 |
+
# ---------------------------------------------------------------------------
|
| 87 |
+
# Görselleştirme
|
| 88 |
+
# ---------------------------------------------------------------------------
|
| 89 |
+
|
| 90 |
+
def draw_polygons(ax, image_rgb, polys: list[tuple[str, list]], title: str):
|
| 91 |
+
ax.imshow(image_rgb)
|
| 92 |
+
ax.set_title(title, fontsize=8)
|
| 93 |
+
ax.axis("off")
|
| 94 |
+
legend = {}
|
| 95 |
+
for label, pts in polys:
|
| 96 |
+
color = CLASS_COLORS.get(label, "#ffffff")
|
| 97 |
+
arr = np.array(pts[:-1])
|
| 98 |
+
patch = MplPolygon(arr, closed=True, facecolor=color,
|
| 99 |
+
alpha=0.35, edgecolor=color, linewidth=1.5)
|
| 100 |
+
ax.add_patch(patch)
|
| 101 |
+
if label not in legend:
|
| 102 |
+
legend[label] = mpatches.Patch(color=color, label=label)
|
| 103 |
+
if legend:
|
| 104 |
+
ax.legend(handles=list(legend.values()), loc="upper right",
|
| 105 |
+
fontsize=7, framealpha=0.7)
|
| 106 |
+
|
| 107 |
+
|
| 108 |
+
def visualize_sample(image_name: str, creator: str, df: pd.DataFrame):
|
| 109 |
+
mask_path = find_mask_path(image_name, creator)
|
| 110 |
+
img_path = find_image_path(image_name)
|
| 111 |
+
|
| 112 |
+
mask_rgb = (
|
| 113 |
+
np.array(Image.open(mask_path).convert("RGB"))
|
| 114 |
+
if mask_path else np.zeros((200, 200, 3), dtype=np.uint8)
|
| 115 |
+
)
|
| 116 |
+
image_rgb = (
|
| 117 |
+
cv2.cvtColor(cv2.imread(str(img_path)), cv2.COLOR_BGR2RGB)
|
| 118 |
+
if img_path else np.zeros_like(mask_rgb)
|
| 119 |
+
)
|
| 120 |
+
|
| 121 |
+
rows = df[(df["image_name"] == image_name) & (df["creator"] == creator)]
|
| 122 |
+
polys = [(r["label"], json.loads(r["polygon"])) for _, r in rows.iterrows()]
|
| 123 |
+
n_pts = sum(len(p) - 1 for _, p in polys)
|
| 124 |
+
|
| 125 |
+
fig, axes = plt.subplots(1, 3, figsize=(18, 6))
|
| 126 |
+
fig.suptitle(f"{image_name} [creator={creator}]", fontsize=9)
|
| 127 |
+
|
| 128 |
+
axes[0].imshow(mask_rgb)
|
| 129 |
+
axes[0].set_title("Maske (palette → RGB)")
|
| 130 |
+
axes[0].axis("off")
|
| 131 |
+
|
| 132 |
+
axes[1].imshow(image_rgb)
|
| 133 |
+
axes[1].set_title("Orijinal görüntü")
|
| 134 |
+
axes[1].axis("off")
|
| 135 |
+
|
| 136 |
+
draw_polygons(
|
| 137 |
+
axes[2], image_rgb, polys,
|
| 138 |
+
f"Polygonlar ({len(polys)} adet / {n_pts} nokta)"
|
| 139 |
+
)
|
| 140 |
+
|
| 141 |
+
plt.tight_layout()
|
| 142 |
+
out_path = f"validate_{image_name[:50]}.png"
|
| 143 |
+
plt.savefig(out_path, dpi=110, bbox_inches="tight")
|
| 144 |
+
plt.close(fig)
|
| 145 |
+
print(f" Kaydedildi: {out_path} "
|
| 146 |
+
f"({len(polys)} polygon, {n_pts} nokta)")
|
| 147 |
+
|
| 148 |
+
|
| 149 |
+
# ---------------------------------------------------------------------------
|
| 150 |
+
# Main
|
| 151 |
+
# ---------------------------------------------------------------------------
|
| 152 |
+
|
| 153 |
+
def main():
|
| 154 |
+
parser = argparse.ArgumentParser()
|
| 155 |
+
parser.add_argument("--csv", default=str(CSV_PATH))
|
| 156 |
+
parser.add_argument("--n", type=int, default=3,
|
| 157 |
+
help="Gösterilecek örnek sayısı")
|
| 158 |
+
parser.add_argument("--seed", type=int, default=42)
|
| 159 |
+
parser.add_argument("--creator", default=None,
|
| 160 |
+
help="Filtrele: train / test_pathologist1 / test_pathologist2")
|
| 161 |
+
args = parser.parse_args()
|
| 162 |
+
|
| 163 |
+
csv_path = Path(args.csv)
|
| 164 |
+
if not csv_path.exists():
|
| 165 |
+
sys.exit(f"CSV bulunamadı: {csv_path}")
|
| 166 |
+
|
| 167 |
+
df = pd.read_csv(csv_path)
|
| 168 |
+
|
| 169 |
+
# Temel yapı kontrolleri
|
| 170 |
+
required = {"image_name", "label", "polygon", "creator"}
|
| 171 |
+
missing = required - set(df.columns)
|
| 172 |
+
if missing:
|
| 173 |
+
sys.exit(f"CSV'de eksik kolonlar: {missing}")
|
| 174 |
+
|
| 175 |
+
invalid_labels = set(df["label"].unique()) - {"Benign", "G3", "G4", "G5"}
|
| 176 |
+
if invalid_labels:
|
| 177 |
+
print(f"UYARI: Beklenmeyen label değerleri: {invalid_labels}")
|
| 178 |
+
|
| 179 |
+
invalid_creators = set(df["creator"].unique()) - set(SOURCE_INFO.keys())
|
| 180 |
+
if invalid_creators:
|
| 181 |
+
print(f"UYARI: Beklenmeyen creator değerleri: {invalid_creators}")
|
| 182 |
+
|
| 183 |
+
print_stats(df)
|
| 184 |
+
|
| 185 |
+
subset = df if args.creator is None else df[df["creator"] == args.creator]
|
| 186 |
+
unique_images = subset["image_name"].unique().tolist()
|
| 187 |
+
|
| 188 |
+
if not unique_images:
|
| 189 |
+
sys.exit("Görselleştirme için uygun görüntü bulunamadı.")
|
| 190 |
+
|
| 191 |
+
# Polygon sayısı fazla olanları tercih et (içerik zengini)
|
| 192 |
+
by_count = (
|
| 193 |
+
subset.groupby("image_name")
|
| 194 |
+
.size()
|
| 195 |
+
.sort_values(ascending=False)
|
| 196 |
+
)
|
| 197 |
+
candidates = by_count.head(50).index.tolist()
|
| 198 |
+
random.seed(args.seed)
|
| 199 |
+
selected = random.sample(candidates, min(args.n, len(candidates)))
|
| 200 |
+
|
| 201 |
+
print(f"Görselleştirilen {len(selected)} örnek:\n")
|
| 202 |
+
for img_name in selected:
|
| 203 |
+
creator = df.loc[df["image_name"] == img_name, "creator"].iloc[0]
|
| 204 |
+
visualize_sample(img_name, creator, df)
|
| 205 |
+
|
| 206 |
+
print("\nGörüntüler validate_*.png olarak kaydedildi.")
|
| 207 |
+
|
| 208 |
+
|
| 209 |
+
if __name__ == "__main__":
|
| 210 |
+
import os
|
| 211 |
+
os.chdir(Path(__file__).parent)
|
| 212 |
+
main()
|